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Heycock was born in margam and began his career as an engine driver with the great western railway. He subsequently rose to a powerful position in south wales local politics through his trade union connections and membership of the labour party, a `` personality of transcendent authority ''. Despite having himself rece...	politician	13	male	1	llewellyn heycock , baron heycock	llewellyn heycock , baron heycock	politician
His works tend to play heavily with opposite notions, such as love and death, platonism and sarcasm, sentimentalism and bleakness, among others, and have a strong influence of musset, chateaubriand, goethe and -- above all -- byron. All of his works were published posthumously due to his premature death with only 20 ye...	poet	12	male	1	Álvares de azevedo	Álvares de azevedo	poet , law student , playwright , short story writer , essayist
She signed to the record label sony music. She is best known for writing and featuring on loick essien's single `` how we roll '' which peaked to number 2 on the uk singles chart. She also co-wrote will.I.Am's single `` t.H.E -lrb- the hardest ever -rrb- '' featuring jennifer lopez and mick jagger. She also supported b...	singer	16	female	0	tanya lacey	tanya lacey	singer , songwriter , composer
Since his debut in 1984 with `` hvæsende på mit øjekast '' -lrb- `` the hissing on my glance '' -rrb-, boberg has written numerous books and collections of poems. In 2000 he received the otto gelsted prize. Boberg lived in peru for several years. Many of his works stem from his travels in south and central america, oft...	poet	12	male	1	thomas boberg	thomas boberg	poet , travel writer
Morgan was an australian institute of sport scholarship holder. She played for the sydney sandpipers and the queensland firebirds in the commonwealth bank trophy, with a stint in the new zealand national bank cup in 2004, playing for the western flyers. Morgan continued to play with the firebirds with the start of the ...	teacher	18	female	0	joanne morgan -lrb- netball -rrb-	joanne morgan -lrb- netball -rrb-	teacher/netballer
He graduated from the university of latvia in 1968 and in 1977 attained a candidate of legal sciences degree. In 1997 he became a doctor of jurisprudence. He has worked as a lecturer at the university of latvia and at the turība school of business administration. He was a member of the communist party of the soviet uni...	lawyer	8	male	1	aivars endziņš	aivars endziņš	lawyer , politician .
Educated at the prestigious berklee college of music eckhardt has also collaborated on projects with guitarist larry coryell as well as keyboardist tom coster. Eckhardt is known for his fast chordal slap-style abilities, and for his unique combination of funk, jazz, and world music.	musician	10	male	1	kai eckhardt	kai eckhardt	musician , songwriter
He collaborated with a former schoolfriend, melvin frank, to form a writing partnership which endured for three decades. He also wrote gags for comedians such as bob hope's radio program and for groucho marx. The most famous films he directed were `` li'l abner '' -lrb- 1959 -rrb-, the danny kaye film `` the court jest...	film director	6	male	1	norman panama	norman panama	film director , screenwriter
She has recorded four studio albums, and has charted five singles on the `` billboard '' hot country singles & tracks charts. In addition, she has co-written four number one singles for other country music artists, including john michael montgomery's `` i love the way you love me '', which won the 1993 academy of count...	singer-songwriter	17	female	0	victoria shaw -lrb- singer -rrb-	victoria shaw -lrb- singer -rrb-	singer-songwriter
He is an active touring and recording member of trey spruance's secret chiefs 3, a founding member of the band estradasphere, and one half of the electroacoustic chamber duo probosci. His large ensemble works have been recorded for john zorn's tzadik records, and his playing and orchestral arrangements can be found on ...	composer	4	male	1	timba harris	timba harris	composer , performer
Active since 2000, he has recorded five studio albums to date, including 2000's `` the way i'm made '' and 2002's `` workin ' on it '', both on epic records, and a self-titled album in 2006 on mensa records. He has charted several singles on the canadian country music charts, including two singles which were also top 4...	singer-songwriter	17	male	1	adam gregory	adam gregory	singer-songwriter , actor
John -lrb- october 9, 1905 -- march 13, 1974 -rrb- was a chicago-born character [OCC] who specialized in unsympathetic roles. His work spanned broadway, film and television. He is probably best remembered for his bombastic general bullmoose, which he played in the stage and screen versions of the 1956 musical `` li'l a...	actor	1	male	1	howard st. john	howard st. john	actor
He began writing poetry in 1916 after abandoning his career as an egyptologist. Along with several members of the brussels avant-garde circle, he founded the review `` résurrection '', which published early texts by carl einstein, pierre jean jouve, franz werfel, and others. His first properly `` dadaist '' work, `` pa...	poet	12	male	1	clément pansaers	clément pansaers	poet
She made her mark in the malayalam film music industry by winning the kerala state film award for the best playback [OCC] in 2011. She was nominated to the national film awards 2009 for the film ` kuttysrank ' directed by shaji.N.Karun. She has won the kerala state sangeetha nataka academy for the best playback [OCC] i...	singer	16	female	0	rajalakshmy	rajalakshmy	singer
Science television program, `` the johns hopkins science review '' -lrb- 1948 -- 1955 -rrb-, and the author of more than 20 popular science books. In 2002, patrick lucanio and gary coville wrote that `` in retrospect, lynn poole created one of those unique series that allowed television to fulfill its idealized mission...	writer	20	male	1	lynn poole	lynn poole	writer , television personality , public relations officer
During her fifteen-year career she would pen the scripts for over 40 films, both original and adaptations. Born on december 3, 1879, in walla walla, washington, she wrote her first script, an original screenplay, which was produced by monogram pictures in 1924, `` the mask of lopez '', directed by albert rogell. It wou...	screenwriter	15	female	0	marion jackson	marion jackson	screenwriter
-Lrb- december 23, 1857 -- november 29, 1904 -rrb- was an american scientist who was among the first to `` in a systematic way study the relation of chemical composition to species of plants and to plant growth. '' Michael theorized that the chemical composition of plants over the course of their development provided a...	writer	20	female	0	helen abbott michael	helen abbott michael	writer , chemist , biologist , doctor
He is also known to be the creator of `` ultraman gaia '', as cited by tsuburaya productions. Konaka's serious works generally have a dark, psychological tone. As a cthulhu mythos writer, he tends to add lovecraftian elements to his works. `` Chiaki j. Konaka '' is a very unusual name, as japanese names typically do no...	screenwriter	15	male	1	chiaki j. konaka	chiaki j. konaka	screenwriter , scenarist
Since march 2008, he has also been a regular face on `` bbc breakfast '' presenting the business news as well as a regular presenter on bbc news channel. Heslehurst also presents a segment on `` fast track '' called flight track, covering aviation news. He is also seen hosting and moderating at many of the world's lead...	journalist	7	male	1	aaron heslehurst	aaron heslehurst	journalist , television presenter
She has been a member of the swedish riksdag for stockholm municipality since 1988. She served as minister for schools from 1991 to 1994 and as minister for justice from 2006 to 2014.	politician	13	female	0	beatrice ask	beatrice ask	politician
His career encompassed soul, country, and pop music. Typically, the slower the tempo of a davis record, the longer it took to reach its peak position. His most successful songs are 1977's `` i go crazy '', a # 7 pop hit which once held the record for the longest chart run on the `` billboard '' hot 100, and 1982's '' '...	singer-songwriter	17	male	1	paul davis -lrb- singer -rrb-	paul davis -lrb- singer -rrb-	singer-songwriter
He is the founder of centre for value in leadership -lrb- cvl -rrb- and the african democratic congress party. He is a professor at lagos business school, he has served in senior positions in government, as an adviser to the president of nigeria, the private sector, as chief operating officer for volkswagen of nigeria ...	teacher	18	male	1	patrick utomi	patrick utomi	professor
Nearly forgotten today, he was one of the most widely read authors in antebellum america. A friend of edgar allan poe, lippard advocated a socialist political philosophy and sought justice for the working class in his writings. He founded a secret benevolent society, brotherhood of the union, investing in it all the tr...	writer	20	male	1	george lippard	george lippard	novelist , journalist
Iglesias serves as the director of the wheaton college center for economics, government, and public policy in illinois. He is also an associate professor of politics and law. In april 2014, captain iglesias retired from the us naval reserve judge advocate general -lrb- jag -rrb- corps after 30 years of active and reser...	lawyer	8	male	1	david iglesias -lrb- attorney -rrb-	david iglesias -lrb- attorney -rrb-	attorney
To date he has directed five features and one short film. His award winning films have been exhibited in festivals around the world like venice, rotterdam, toronto, oberhausen, and san sebastian. He has had more than ten retrospectives in various festivals, cinemateques and archives around the world including anthology...	film director	6	male	1	nicolás pereda	nicolás pereda	film director and writer
Brianne began acting professionally at the age of fourteen appearing in regional and national commercials. Her first television guest appearance was in the second season episode of `` er '', `` men plan god laughs '' opposite george clooney. Brianne attended ucla as a theater major, taking a break to appear in `` the j...	actor	1	female	0	brianne prather	brianne prather	actress
-Lrb- january 23, 1923 -- january 9, 1996 -rrb- was an american science fiction [OCC]. Today he is primarily known for `` a canticle for leibowitz '', the only novel he published in his lifetime. Prior to its publication he was a prolific [OCC] of short stories.	writer	20	male	1	walter m. miller , jr. .	walter m. miller , jr. .	novelist , short story writer
He was a professor of history at ain shams university in cairo; and was also appointed a member of the history committee of the supreme council for culture. He was formerly director of historical studies at the institute of research and arab studies. Rizk was a prolific writer with a weekly column appearing in al-ahram...	journalist	7	male	1	younan labib rizk	younan labib rizk	journalist , writer , historian , director
He is the son of actor richard thorpe. He won an emmy award for his work on an episode of `` kung fu ''. In 2003, a golden palm star on the palm springs, california, walk of stars was dedicated to him and his father, richard.	film director	6	male	1	jerry thorpe	jerry thorpe	film director , television producer , writer
In 2011 his blog, `` vonnythekendoll.Com '' garnered recognition from the national post among other media sources and was known for critiquing canadian music, as well as covering items about celebrities and film. He has interviewed celebrities from `` playboy '', `` jersey shore '', `` big brother '', as well as severa...	television presenter	19	male	1	vonny the ken doll	vonny the ken doll	host , television personality , producer , journalist
Galloway is a united states medical doctor who serves as the regional health administrator for the united states department of health and human services for the six eastern states that comprise region v. He also serves as the senior federal official for health for pandemic influenza and bioterrorism for the department ...	physician	11	male	1	james m. galloway	james m. galloway	physician
Green left home at the age of 18 years to work in modelling but has mainly concentrated on her music career. At the age of 21 green relocated to paris, france. Her debut album `` white t-shirt '' was released there on 27 august 2007, which peaked at no. 12 On the french albums chart. Her second album, `` honky tonk '',...	singer-songwriter	17	female	0	micky green	micky green	singer-songwriter , model
Members of his band have varied over the years. The current incarnation of the full band includes j.W. `` Blu '' marshall on bass and stu wiley on drums. Phil's performance to his eighth grade class of the beatles `` love me do '' first inspired him to enter into music. Phil got his real musical start at age 13 startin...	singer-songwriter	17	male	1	phil pritchett	phil pritchett	singer-songwriter
He is best known for `` mufaro's beautiful daughters '', which was acknowledged by literary critics as a breakthrough in african history and culture. John steptoe was born in brooklyn, new york. He began drawing as a young child and received formal art training at the high school of art and design in manhattan. He also...	writer	20	male	1	john steptoe	john steptoe	author
The single was released in 2005 on nump's own label, bay luv records, on the album, `` the nump yard ''. In 2006, the album was re-released by e-40's label, 3030/sick wid it records under a distribution agreement with navarre distribution. `` I gott grapes '' received significant air play in the bay area and is mostly ...	rapper	14	male	1	nump	nump	rapper , audio engineer
Collor was the first president directly elected by the people after the end of the brazilian military government. He is also the youngest president in brazilian history, taking office at the age of 40. After his resignation from the presidency, the impeachment trial on charges of corruption continued, and collor was fo...	businessperson	3	male	1	fernando collor de mello	fernando collor de mello	entrepreneur , economist
Previously, davies had also been a touring drummer for jerry cantrell, static-x, engelbert humperdinck, cardboard vampyres, the mercy clinic, invitro and bloodsimple.	musician	10	male	1	bevan davies	bevan davies	musician
She is in the taiwanese girl band hey girl. To participate in the program because blackie's teenage club -lrb- 我愛黑澀會 -rrb- outstanding performance. She was selected as the official debut of the first nine hey girl -lrb- formerly known as blackie beauties -rrb- a member of the youngest member of an also is the only team...	singer	16	female	0	mini chang	mini chang	singer , actor
Murphy -lrb- september 6, 1925 -- may 3, 1984 -rrb- was a republican politician from idaho. He served as the 32nd lieutenant governor of idaho between 1967 and 1975. Murphy was elected lieutenant governor in 1966 and served during the administration of republican governor don samuelson. He was reelected in 1970, althou...	lawyer	8	male	1	jack m. murphy	jack m. murphy	lawyer , politician , rancher
A chapel hill native, jackson holds bachelor's and master's degrees in philosophy from emory university and earned a law degree from the university of north carolina school of law. Jackson serves in the united states army national guard and saw active duty in afghanistan. He later worked as a prosecutor in gaston count...	lawyer	8	male	1	jeff jackson -lrb- politician -rrb-	jeff jackson -lrb- politician -rrb-	attorney
She has been a leading player with the houston shakespeare festival and is co-ceo and an associate artist for prague shakespeare company, the czech republic's professional english-language theatre, where her roles have included rosalind, juliet, helena, regan, ophelia, innogen and lady macbeth among others. She is also...	actor	1	female	0	jessica boone	jessica boone	actress , voice actress , producer , director
She is also known for appearing in the 2010 edition of `` celebrity big brother ''. She was the sixth contestant evicted, in a secret eviction on 27 january 2010.	model	9	female	0	nicola tappenden	nicola tappenden	model
Beggs was educated at ballyclare high school, followed by stranmillis college, to study [OCC] training. After his training beggs became a [OCC] at larne high school and had risen to be deputy principal before leaving the profession upon his election to the westminster parliament. He first entered politics in 1973 as a ...	teacher	18	male	1	roy beggs	roy beggs	teacher
A member of the state committee of communist party of india -lrb- marxist -rrb-, sur was the urban development minister in the first left front government in 1977. Later, he also held key portfolios like health and refugee rehabilitation. He died on 29 february 2008, aged 85. After suffering from age-related problems.	politician	13	male	1	prasanta sur	prasanta sur	politician , social worker
He joined the independent smallholders, agrarian workers and civic party -lrb- fkgp -rrb- in 1989, where he served first as organizing secretary and later, from 1996, as president of the party's csongrád branch. Based on the election coalition pact signed on 19 december 2001 between fidesz and the civic association of ...	politician	13	male	1	lászló vincze -lrb- politician -rrb-	lászló vincze -lrb- politician -rrb-	politician
She was born in canada and died in hollywood, california. She was married to [OCC] james corrigan, and their son, lloyd corrigan, became a hollywood writer, director and character [OCC].	actor	1	female	0	lillian elliott	lillian elliott	actress
As a [OCC], tobin has worked most notably on the television series `` oz '', `` the agency '', `` numb3rs '', '' '', `` supernatural '', `` 90210 '', `` gossip girl '' and `` the vampire diaries '' in which he is also a producer. He also worked as an assistant [OCC] on number of feature films most notably `` fresh '' -...	film director	6	male	1	j. miller tobin	j. miller tobin	film director , television director , television producer
A member of the grand ole opry for nearly 50 years, locklin had a long recording career with rca victor, and scored big hits with `` please help me, i'm falling '', `` send me the pillow that you dream on '' and `` geisha girl '' from 1957-1960. His singles charted from 1949-1971. Locklin was one of country music's ear...	singer-songwriter	17	male	1	hank locklin	hank locklin	singer-songwriter
She was originally trained in rheumatology and later switched to a career in epidemiology and public health. She is deputy director of the french equator -lrb- enhancing the quality and transparency of health research -rrb- centre and co-convenor of the bias methods group of the cochrane collaboration. She is also a me...	teacher	18	female	0	isabelle boutron	isabelle boutron	professor , researcher
He was also a major personality as a children's entertainer, touring schools across america and making television appearances on shows ranging from barney to the david letterman show.	musician	10	male	1	joe scruggs	joe scruggs	musician , singer-songwriter
He finished in fifth place on the swedish `` idol 2010 ''. He also participated on the popular tv show `` let's dance '' where he finished eighth. On 28 may 2012 he released his first single, `` another saturday night '', a cover of sam cooke from his self-titled album `` andreas weise '' that was released in august 20...	musician	10	male	1	andreas weise	andreas weise	musician , songwriter
He is a pashtun from the ghilzai tribe. He is fluent in english, and prior to his election he was a pilot for united airlines. He is noteworthy for working to get out the women's vote.	politician	13	male	1	mohammad daud sultanzoy	mohammad daud sultanzoy	politician , pilot
Long is one of the three original founders of gaia online, one of the first social gaming success stories being an english-language, anime-themed social networking and forums-based gaming website that grew to over 26 million registered users with 7 million unique users each month and was backed by venture firms such as...	businessperson	3	male	1	long vo	long vo	entrepreneur , creative director and producer
He served in the united states house of representatives from 1983 to 1993. He graduated from beverly hills high school in 1960 and was student body president -lrb- 1963 -- 64 -rrb- and valedictorian at the university of california, berkeley. After attending princeton -lrb- mpa 1966 -rrb- and harvard -lrb- jd 1969 -rrb-...	lawyer	8	male	1	mel levine	mel levine	lawyer
Caride serves in the assembly on the agriculture and natural resources committee, the transportation, public works and independent authorities committee and the telecommunications and utilities committee. Caride earned a bachelor's degree in english from fairleigh dickinson university and was awarded a j.D. Degree from...	lawyer	8	female	0	marlene caride	marlene caride	attorney
He was elected to the canadian house of commons in 1962 as a member of the liberal party to represent the riding of mercier. He was re-elected in 1963, 1965, 1968, 1972 and 1974. During his political career, he was chair of the canadian house of commons standing committee on veterans affairs and also a member of the ca...	businessperson	3	male	1	prosper boulanger	prosper boulanger	businessman
State of oregon. A republican, he represented district 8 in the oregon state senate from 2003 until 2012. He was first elected in 2002, defeating democrat barbara ross in a high-profile race, and was reelected in 2006 and 2010. In september 2012, morse resigned his office, stating that it was `` time for new energy '' ...	businessperson	3	male	1	frank morse -lrb- oregon politician -rrb-	frank morse -lrb- oregon politician -rrb-	businessman
His first two full-length albums, `` until when we are ghosts '' -lrb- 2005 -rrb- and `` goodnight '' -lrb- 2006 -rrb-, were completely self-produced and recorded by fitzsimmons at his former home in pittsburgh, pennsylvania. His `` the sparrow and the crow '' -lrb- 2008 -rrb- was his first studio record. In addition t...	singer-songwriter	17	male	1	william fitzsimmons -lrb- musician -rrb-	william fitzsimmons -lrb- musician -rrb-	singer-songwriter
Connelly is a republican member of the illinois senate, representing the 21st district. Connelly served as a lisle village trustee from 2001 to 2006. From 2007, he served as a member of the dupage county board, representing the 5th district. In 2008, he was elected to the illinois house of representatives, and he was e...	lawyer	8	male	1	michael connelly -lrb- illinois politician -rrb-	michael connelly -lrb- illinois politician -rrb-	attorney
She was the writer of the top 40 hit `` dave hull the hullabalooer '' in 1965, a song about los angeles radio personality dave hull. She was a member of the group, the scuzzies and later worked in the harrison & tyler show act. She had done work with jimmy ellis.	singer	16	female	0	suzie cappetta	suzie cappetta	singer , musician
Born barbara smith, she was raised in center point near pittsburg, texas. In 1957, barbara conrad became the focus of a racial controversy revolving around her role in a student opera at the university of texas at austin. Pressure from the texas legislature forced her removal from the cast, and her story received natio...	singer	16	female	0	barbara smith conrad	barbara smith conrad	singer , educator
He was a romanian and israeli avant-garde [OCC] and visual artist, who wrote in romanian and french and produced surrealist and abstract drawings. He was also a medical doctor and surgeon. His work is registered with the adagp -lrb- société des auteurs dans les arts graphiques et plastiques -rrb- and the sgdl -lrb- soc...	poet	12	male	1	paul păun	paul păun	poet , visual artist , medical doctor and surgeon
She is currently one of the three hosts and producers of the persian network manoto tv's `` samt-e no '' weekly program. She is the daughter of iranian painter aydin aghdashloo.	journalist	7	female	0	tara aghdashloo	tara aghdashloo	journalist , writer , curator
She is best known for her novel, `` gods behaving badly '', a comic fantasy concerning ancient greek gods living in modern-day hampstead, was first published in the united kingdom in 2007, later becoming a bestseller in canada. Her second novel, `` the table of less valued knights '' is a comic take on the world of kin...	writer	20	female	0	marie phillips	marie phillips	novelist
'' Crews has also been referred to as a `` world class storyteller ''. As a coda, crews ' storytelling is notable for mixing conventional monologues with the use of american sign language; and for finding the humor in even the most hair-raising of childhood memories. Crews ' tales typically focus on her childhood in th...	writer	20	female	0	kambri crews	kambri crews	writer , producer , publicist
She hosted cbc television's consumer investigation series `` marketplace '', and is also a frequent back-up anchor for cbc's flagship evening news program `` the national ''. She co-hosts `` test the nation '' with brent bambury. In 2001 and 2002 she co-hosted the investigative newsmagazine '' '' with diana swain, and ...	journalist	7	female	0	wendy mesley	wendy mesley	broadcast journalist
Andy worthington reported on may 6, 2009, that murphy was replacing lawrence morris as chief prosecutor of the guantanamo military commissions, and that morris was retiring from active duty. On december 12, 2008, while murphy was an assistant prosecutor in united states v. Omar khadr, he had to present the case because...	lawyer	8	male	1	john f. murphy -lrb- jag -rrb-	john f. murphy -lrb- jag -rrb-	prosecutor
With his younger brother `` flávio venturini '', he began his career taking part in the album `` a via láctea '' of the friend lô borges in 1978. One year later he was co-founder of the band 14 bis, formerly besides his brother flávio and where he persists nowadays. In 1987, when flávio left the group, cláudio became t...	singer	16	male	1	cláudio venturini	cláudio venturini	singer and composer
He is recognized for the lyricism in his animated films, the best known of which are `` my beautiful girl, mari '' -lrb- 2002 -rrb- and `` yobi, the five tailed fox '' -lrb- 2007 -rrb-.	film director	6	male	1	lee sung-gang	lee sung-gang	film director , screenwriter
Known for her soulful voice, which is aided by a wide vocal range, high belting register and great vocal abilities. She is one of the most iconic and famous italian singers. She has released ten studio albums, which all enjoyed good commercial success in italy. Giorgia has become fairly well-known throughout europe as ...	singer-songwriter	17	female	0	giorgia -lrb- singer -rrb-	giorgia -lrb- singer -rrb-	singer-songwriter , record producer
He is best known for his collaborations with gil scott-heron in the 1970s. The sound of jackson's rhodes electric piano and flute accompaniments featured prominently in many of their compositions, most notably on `` the bottle '' and `` your daddy loves you '' from their first official collaboration `` winter in americ...	musician	10	male	1	brian jackson -lrb- musician -rrb-	brian jackson -lrb- musician -rrb-	musician
He is distinguished professor emeritus professor of english at east carolina university, where he was also the first distinguished professor of arts and sciences; he has also served as visiting writer in residence at brigham young university, visiting distinguished professor at north carolina state university, and visi...	poet	12	male	1	peter makuck	peter makuck	poet , professor , short story writer , essayist , reviewer
Hermansson is a member of the extremesports and entertainment group rackartygarna whos youtube account has been viewed more than 45 million times. During the summer of 2014 he was the [OCC] of the children's summer show sommarlov along with malin olsson and rijal mbamba which was broadcast on svt. After that appearance...	television presenter	19	male	1	alexander hermansson -lrb- entertainer -rrb-	alexander hermansson -lrb- entertainer -rrb-	television presenter
He was attorney general and solicitor general of sri lanka. He was the chairman of the lessons learnt and reconciliation commission educated at the royal college, colombo, where he captained royal college at rugby football in 1968, most notably at the bradby shield encounter and were adjudged school champions. That yea...	lawyer	8	male	1	c. r. de silva	c. r. de silva	lawyer
He is currently a managing director at barclays and co-heads government relations and public policy. Prior to that he was a managing director in asset management and banking at credit suisse and donaldson lufkin and jenrette.	businessperson	3	male	1	patrick durkin	patrick durkin	businessman
Her american cinematographic debut was in the starring role of the 1951 film `` teresa '', for which she won a golden globe award. Twenty years later she was chosen to play a part in `` the godfather '', but died before filming began. She had romantic relationships with [OCC] kirk douglas and james dean before going on...	actor	1	female	0	pier angeli	pier angeli	actress
Born in walkden, lancashire, in 1945, klein attended bolton school and then trained as an art teacher and taught in schools in the london area before moving to devon. There she lectured at north devon college and taught art at south molton secondary school and community college before setting up her own plant nursery, ...	television presenter	19	female	0	carol klein	carol klein	television presenter
He dedicated himself to very simple jobs: tailor, secretary of a judge, storekeeper in a mine, and worker of the ministry of public works. He was an avid reader, and one of the most original colombian literary [OCC], greatly influencing the younger generation of his time and later generations. Carrasquilla was little k...	writer	20	male	1	tomás carrasquilla	tomás carrasquilla	novelist , storyteller and essayist
Hair -lrb- born january 18, 1938 -rrb- was an american politician in the state of florida. Hair was born in coral gables. He attended florida state university, the university of florida and harvard law school. He was admitted to the florida bar in 1964. He was elected to the state senate in 1974 and served the 9th dist...	lawyer	8	male	1	mattox hair	mattox hair	attorney
Page. Wilkinson published two books of poetry, `` counterpoint to sleep '' -lrb- 1951 -rrb- and `` the hangman ties the holly '' -lrb- 1955 -rrb-. A founding editor and patron of the literary quarterly `` the tamarack review '', she also wrote a family history, `` lions in the way '' -lrb- 1956 -rrb-, about her materna...	poet	12	female	0	anne wilkinson -lrb- poet -rrb-	anne wilkinson -lrb- poet -rrb-	poet
His style is contemporary and he is well known for composing and conducting classical, instrumental, adult contemporary/new age, film soundtrack as well as pop music.	composer	4	male	1	shahrdad rohani	shahrdad rohani	composer , arranger , conductor
Whalley -lrb- november 16, 1953 -- march 1, 2008 -rrb- was a republican member of the new hampshire house of representatives, representing the belknap 5th district since 2002, after having served the towns of bow and dunbarton since 1992. He served as the house republican leader during the 2007 -- 2008 house session un...	politician	13	male	1	michael whalley	michael whalley	politician , small business owner
He was raised in california and took up music at age four, relearning to play the guitar and ukulele after losing all but the thumb and one finger on his left hand. He contributed the yodeling to the `` silly song '' in walt disney's `` snow white and the seven dwarfs '', and later backed tex ritter on guitar. He marri...	singer-songwriter	17	male	1	wesley tuttle	wesley tuttle	singer-songwriter
He is also known for his role as a debate moderator in u.S. Presidential election campaigns, and is an author of numerous fiction and non-fiction books, which draw upon his experience as a newsman, and his interests in history and politics.	journalist	7	male	1	jim lehrer	jim lehrer	journalist , news anchor , author
Representative from louisiana's 4th congressional district. Born in natchitoches parish in north central louisiana, breazeale attended private schools. In 1877, at the close of reconstruction, he moved to natchitoches, the parish seat. He worked in a mercantile establishment for two years and studied law. He relocated ...	lawyer	8	male	1	phanor breazeale	phanor breazeale	lawyer
He served in the california state government, as an officer in the united states army in two wars, and as a democratic member of the united states house of representatives from california. He served as secretary and governor of the kansas territory during the struggle over whether or not kansas would be open to slavery...	politician	13	male	1	james w. denver	james w. denver	politician , lawyer
Born in south korea, im emigrated to australia with her family at the age of nine. She began her music career as a gospel [OCC] in korea and independently released her debut studio album, `` dream '', in 2010. Three years later, im won the fifth season of `` the x factor australia '' and subsequently received a recordi...	singer	16	female	0	dami im	dami im	singer , songwriter
He is an indian [OCC] and actor. He did his schooling at campion school, mumbai and graduated from jai hind college. While in college he did a lot of plays and he also won a talent hunt organized by stardust. He was trained as an actor at the stardust academy by nari hira of magna publications, where he was trained by ...	model	9	male	1	gautham k sharma	gautham k sharma	model , actor .
She appeared as a regular in the television show `` ally mcbeal '' in seasons 1 through 5, in which she played a resident performer at the bar where the show's characters drank after work. Her version of kay starr's christmas classic '' -lrb- everybody's waitin ' for -rrb- the man with the bag '' was featured on a seas...	singer	16	female	0	vonda shepard	vonda shepard	singer , pianist , songwriter , actress
Starting off as a symbologist, he won recognition for the musical quality of his poems, and forms the post-tagore generation of bengali [OCC], like buddhadeb basu and samar sen, which marked the advent of `` new poetry '' in bengali literature, deeply influence by marxist ideology. He even published a poetry magazine f...	poet	12	male	1	bishnu dey	bishnu dey	poet , academician
'' Al-bunni was born in hama to a christian family active in dissident leftist politics. According to an interview with american journalist robin wright, he became interested in defending dissidents after being beaten, bayonetted, and having his beard set on fire by syrian soldiers during a military sweep of hama in 19...	lawyer	8	male	1	anwar al-bunni	anwar al-bunni	lawyer
He worked for a number of years in mexico, where he directed the 1948 american cold war thriller `` sofia ''. He was married to the american screenwriter elizabeth reinhardt.	film director	6	male	1	john reinhardt -lrb- director -rrb-	john reinhardt -lrb- director -rrb-	director , screenwriter , actor
A [OCC] by career, he was the longtime manager of bockstael construction in winnipeg until his entry into politics; the firm is still in operation today under the management of bockstael's son john. Bockstael initially attempted to enter national politics in a 16 october 1978 by-election at manitoba's saint boniface el...	businessperson	3	male	1	robert bockstael	robert bockstael	businessman
The renowned author ivan cankar described him as the best slovene stylist of his period. He was an ardent describer of the Žumberak mountains and of the lower carniolan region of slovenia. Trdina peak -lrb-, -rrb-, the highest peak in the gorjanci ridge on the border between southeastern slovenia and croatia, was named...	writer	20	male	1	janez trdina	janez trdina	writer
-Lrb- born october 14, 1933 -rrb- was an american politician in the state of iowa. Small was born in brunswick, maine. He attended bowdoin college and the university of iowa and is a [OCC]. He served in the iowa state senate from 1979 to 1987, and house of representatives from 1971 to 1979, as a democrat.	lawyer	8	male	1	arthur a. small	arthur a. small	lawyer
Smith -lrb- born -rrb- is a former politician in ontario, canada. She was a member of the legislative assembly of ontario, representing the riding of nipissing for the liberal party, from 2003 until 2011. She was a cabinet minister in the government of dalton mcguinty.	lawyer	8	female	0	monique smith	monique smith	lawyer
Ebba is currently -lrb- 2011 -rrb- the host of the early night show `` gokväll '' on saturdays on `` svt '', sweden's biggest network. Ebba von sydow studied journalism in boston, massachusetts where she also hosted a weekly radio show. She then went to law school in stockholm for a shorter while. In 2001 she started w...	journalist	7	female	0	ebba von sydow	ebba von sydow	journalist , tv personality , blogger , author
A. Kulkarni or simply `` ga '' -lrb- marathi: जी. ए. कुलकर्णी, '' जीए '' -rrb-, was a legendary sahitya akademi award winner marathi [OCC] of short stories. Ga grew up in belgaum. After earning his master's degree, he taught english at jss college in dharwad for about 30 years. He had very strong liking for dharwad and...	writer	20	male	1	g. a. kulkarni	g. a. kulkarni	author and professor
T. Petty -lrb- self-styled `` jt petty '', born 28 february 1977 in raleigh, north carolina -rrb- is a dialogue video game writer. Petty's film and short novels contain elements of the horror genre. He wrote dialogue for ubisoft video game, `` tom clancy's splinter cell '' as well as for the survival horror game outlas...	film director	6	male	1	j. t. petty	j. t. petty	film director , author , video game writer
In early 2010, ghettosocks ' album `` treat of the day '' spent several weeks at # 1 on `` chartattack '''s canadian hip-hop chart, and his single `` do n't turn around '' won rap/hip hop single track recording of the year at the 2011 east coast music awards.	rapper	14	male	1	ghettosocks	ghettosocks	rapper , producer

End of preview. Expand in Data Studio

WikiBioOccupation

Prepared for gender-fairness (TPR-gap) evaluation of fine-tuned language models.

Schema

column	type	meaning
`text`	str	input text
`label`	str	task class name (Y), used as the generation target in prompted fine-tuning
`label_id`	int	contiguous class id (Y)
`gender`	str	protected attribute (Z), `female` or `male`
`group_id`	int	0 = female, 1 = male

Splits: train, dev (aliased as validation), test.

Key statistics

Examples: 42,322
Classes: 21
Test P(female|Y) range: 0.076 - 0.831
Test Cramer's V (Y vs Z): 0.371
Smallest test Y x Z cell: 14

Full per-class Y x Z tables are in dataset_stats.json.

Provenance

source: thoughtworks/wiki_bio
citation: Lebret, Grangier, Auli (2016). Neural Text Generation from Structured Data with Application to the Biography Domain. EMNLP.
license: CC BY-SA 3.0
labels_source: Wikipedia infobox rows ['occupation', 'occupations', 'profession', 'known_for'], leading entry, gendered titles folded to neutral forms, near-synonyms merged
merge_synonyms: True
gender_source: PROXY: pronoun majority in the biography paragraph (margin >= 2). Not self-reported.
text_source: WikiBio first paragraph
first_sentence_removed: True
occupation_terms_masked: True
detokenized: True
extraction_drops: {'no_occupation_field': 502932, 'unparseable_occupation': 21864, 'ambiguous_pronouns': 89875}
cleaning: {'input_rows': 112870, 'dropped_unusable_gender': 0, 'dropped_too_short': 10932, 'dropped_duplicate_text': 13, 'output_rows': 101925}

Gender is a binary proxy attribute used only to measure disparate model performance. It is not an endorsement of a binary model of gender, and for some sources it is inferred rather than self-reported (see provenance above).

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