wanyu/IteraTeR_v2 huggingface dataset:
Original:  Bas de Leeuw was elected full member of the Club of Rome in 2017.
Edit intent: coherence
Original: 350px| A mechanic inspects a bicycle in a repair shop Repairing a bicycle, c. 1895 In Canada there are a variety of bicycle mechanic training programs, including the BAM (Bicycle Assembly & Maintenance) program in Toronto which has been accredited by the Bicycle Trade Association of Canada (BTAC) and funded by the Ontario government in Canada.
Revised:  A mechanic inspects a bicycle in a repair shop Repairing a bicycle, c. 1895 In Canada there are a variety of bicycle mechanic training programs, including the BAM (Bicycle Assembly & Maintenance) program in Toronto which has been accredited by the Bicycle Trade Association of Canada (BTAC) and funded by the Ontario government in Canada.
Edit intent: coherence
Original:  Personal issues - such as when, how and with whom they choose to have sex, and when, how and with whom they choose to have children - are at the heart of living a life in dignity."
Revised:  Personal issues – such as when, how and with whom they choose to have sex, and when, how and with whom they choose to have children - are at the heart of living a life in dignity."
Edit intent: fluency
Original:  Personal issues - such as when, how and with whom they choose to have sex, and when, how and with whom they choose to have children - are at the heart of living a life in dignity."
Revised:  Personal issues - such as when, how and with whom they choose to have sex, and when, how and with whom they choose to have children – are at the heart of living a life in dignity."
Edit intent: fluency
Original:  See for each country: Variable Description - Family - Q 45.
Revised:  See for each country: Variable Description – Family – Q 45.
Edit intent: fluency
Original:  Cohabitants could live together in order to save money, because of the convenience of living with another, or a need to find housing.
Revised:  Cohabitants could live together to save money, because of the convenience of living with another, or a need to find housing.
Edit intent: clarity
Original: Journal of Family Issues, 30, 233-258.
Revised: Journal of Family Issues, 30, 233–258.
Edit intent: fluency
Original:  Fifty-eight percent of women aged 19 to 44 had ever cohabited in data collected in 2006-08 , while in 1987 only 33\% had.
Revised:  Fifty-eight percent of women aged 19 to 44 had ever cohabited in data collected in 2006–08 , while in 1987 only 33\% had.
Edit intent: clarity
Original:  Retrieved 21 March 2012 As of April 2016, cohabitation of unmarried couples remains illegal in three states (Mississippi, Michigan, and North Carolina), while as of 2020 fornication remains illegal in two states (Idaho and Mississippi URL These laws are almost never enforced and are now believed to be unconstitutional since the legal decision Lawrence v. Texas in 2003.
Revised:  Retrieved 21 March 2012 As of April 2016, cohabitation of unmarried couples remains illegal in three states (Mississippi, Michigan, and North Carolina), while as of 2020 fornication remains illegal in two states (Idaho and URL These laws are almost never enforced and are now believed to be unconstitutional since the legal decision Lawrence v. Texas in 2003.
Edit intent: coherence
Original:  However new research using computerized matching of data files shows that the rates of cohabitation were quite low—under 5\% -- for the working class and the urban poor.
Revised:  However new research using computerized matching of data files shows that the rates of cohabitation were quite low—under 5\% – for the working class and the urban poor.
Edit intent: fluency
Original:  19(3): 21-40.
Revised:  19(3): 21–40.
Edit intent: clarity
Original: See commentary on verses : Vol. 3, notes 7-1 , p. 241;
Revised: See commentary on verses : Vol. 3, notes 7–1 , p. 241;
Edit intent: fluency
Original:  Kuwaiti Family law applies the law of the father ’ s, husband ’ s or male partner's country in case of expatriate familial disputes.
Revised:  Kuwaiti Family law applies the law of the father ' s, husband ’ s or male partner's country in case of expatriate familial disputes.
Edit intent: fluency
Original:  Kuwaiti Family law applies the law of the father ’ s, husband ’ s or male partner's country in case of expatriate familial disputes.
Revised:  Kuwaiti Family law applies the law of the father ’ s, husband ' s or male partner's country in case of expatriate familial disputes.
Edit intent: fluency
Original:  Hence, if the father ’ s country of nationality recognises common-law marriages (like the United Kingdom), matters such as child support dues and maintenance can be considered in a Kuwaiti court.
Revised:  Hence, if the father ' s country of nationality recognises common-law marriages (like the United Kingdom), matters such as child support dues and maintenance can be considered in a Kuwaiti court.
Edit intent: fluency
Original: Germany  As in other western societies, patterns of family life have been changing in Germany during the past decades.
Revised: Germany Until the 1980s, it was illegal for unmarried couples to cohabitate, which made it impossible for many same-sex couples to live together. At this point the Bundesgerichtshof ruled that cohabitation could not be banned as it was protected by the Basic Law. As in other western societies, patterns of family life have been changing in Germany during the past decades.
Edit intent: coherence
Original:  Drawing on the 2006–2008 data, Princeton university researchers examined whether and to what extent variation in premarital cohabitation experiences influence marital stability.
Revised:  Drawing on the 2006–2008 data, Princeton University researchers examined whether and to what extent variation in premarital cohabitation experiences influence marital stability.
Edit intent: fluency
Original:  The results showed white and Hispanic teenagers had lower performance in school, greater risk of suspension or expulsion than peers from single-parent households, and the same rate  behavioral and emotional problems.
Revised:  The results showed white and Hispanic teenagers had lower performance in school, greater risk of suspension or expulsion than peers from single-parent households, and the same rate of behavioral and emotional problems.
Edit intent: fluency
Original:  He is meant to inform the general public about the current state of the ocean without trying to scare and terrify anyone.
Revised:  It is meant to inform the general public about the current state of the ocean without trying to scare and terrify anyone.
Edit intent: fluency
Original: Short description|Marathi actress and poet (born 1989) Infobox person | name = Spruha Joshi | image = Spruha Joshi.jpg | caption = | birth_name = | birth_date = Spruha Joshi (born 13 October 1989) is an Indian television, film, and theatre actress, the television anchor who works in the Marathi film and television industry.
Revised:  Infobox person | name = Spruha Joshi | image = Spruha Joshi.jpg | caption = | birth_name = | birth_date = Spruha Joshi (born 13 October 1989) is an Indian television, film, and theatre actress, the television anchor who works in the Marathi film and television industry.
Edit intent: coherence
Original: Short description|Marathi actress and poet (born 1989) Infobox person | name = Spruha Joshi | image = Spruha Joshi.jpg | caption = | birth_name = | birth_date = Spruha Joshi (born 13 October 1989) is an Indian television, film, and theatre actress, the television anchor who works in the Marathi film and television industry.
Revised: Short description|Marathi actress and poet (born 1989) Spruha Joshi (born 13 October 1989) is an Indian television, film, and theatre actress, the television anchor who works in the Marathi film and television industry.
Edit intent: coherence
Original:  She is currently the anchor of Colors Marathi musical program "Sur Nava Dhyas Nava".
Edit intent: coherence
Original: presentThe Office Geeta (Chaddha's Broker)Hotstar's new label Hotstar Specials Theatre Year Title Role2011Lahanpan Dega Deva2012Never Mind 2014Nandi Madhavi 2015 Samudra Nandini2015Don't Worry Be Happy Pranoti%DIFDELCMD < %DIFDELCMD < %%% Commercial Year Brand2019Indeed 2019 Wakefit2019Rio Fusion Drink2019Jeevansathi.com2019Maruti Suzuki Songs + As a Lyricist Year Song Film2014 "Baavre Prem He"Baavre Prem He2016"Aas Hi Navi"Lost and Found"Saang Na"
Revised: presentThe Office Geeta (Chaddha's Broker)Hotstar's new label Hotstar Specials %DIFDELCMD < %DIFDELCMD < %%% Commercial Year Brand2019Indeed 2019 Wakefit2019Rio Fusion Drink2019Jeevansathi.com2019Maruti Suzuki Songs + As a Lyricist Year Song Film2014 "Baavre Prem He"Baavre Prem He2016"Aas Hi Navi"Lost and Found"Saang Na"
Edit intent: coherence
Original: presentThe Office Geeta (Chaddha's Broker)Hotstar's new label Hotstar Specials Theatre Year Title Role2011Lahanpan Dega Deva2012Never Mind 2014Nandi Madhavi 2015 Samudra Nandini2015Don't Worry Be Happy Pranoti%DIFDELCMD < %DIFDELCMD < %%% Commercial Year Brand2019Indeed 2019 Wakefit2019Rio Fusion Drink2019Jeevansathi.com2019Maruti Suzuki Songs + As a Lyricist Year Song Film2014 "Baavre Prem He"Baavre Prem He2016"Aas Hi Navi"Lost and Found"Saang Na"
Revised: presentThe Office Geeta (Chaddha's Broker)Hotstar's new label Hotstar Specials Theatre Year Title Role2011Lahanpan Dega Deva2012Never Mind 2014Nandi Madhavi 2015 Samudra Nandini2015Don't Worry Be Happy Pranoti%DIFDELCMD < %DIFDELCMD < %%% Commercial Year Brand2019Indeed 2019 Wakefit2019Rio Fusion Drink2019Jeevansathi.com2019Maruti Suzuki Upcoming Projects Sowmya Menon is set to make her Kannada debut with the biopic on reformed underworld don Muthappa Rai. The Ravi Srivatsa directorial venture will have Sowmya playing the female lead.
Edit intent: coherence
Original:  Guddu's MotherReleased on ZEE5
Revised:  Guddu's Mother
Edit intent: coherence
Original:  As of May 21 , 2021, her YouTube channel has over 1.47 million subscribers and 178 million video views.
Revised:  As of May , 2021, her YouTube channel has over 1.47 million subscribers and 178 million video views.
Edit intent: clarity
Original:  Cassandra is active on a number of social media platforms including TikTok, and was named a top Skincare influencer by Cosmopolitan As of May 2021, she has over 230 thousand followers on TikTok . Bankson's story and her popular YouTube video were featured in an episode of Investigation Discovery's Karma's A B*tch          .
Revised:  As of May 2021, she has over 230 thousand followers on TikTok . Bankson's story and her popular YouTube video were featured in an episode of Investigation Discovery's Karma's A B*tch .
Edit intent: coherence
Original:  Cassandra is active on a number of social media platforms including TikTok, and was named a top Skincare influencer by Cosmopolitan As of May 2021, she has over 230 thousand followers on TikTok . Bankson's story and her popular YouTube video were featured in an episode of Investigation Discovery's Karma's A B*tch          .
Revised:  Cassandra is active on a number of social media platforms including TikTok, and was named a top Skincare influencer by Cosmopolitan As of May 2021, she has over 230 thousand followers on TikTok . Bankson's story and her popular YouTube video were featured in an episode of Investigation Discovery's Karma's A B*tch . .
Edit intent: fluency
Original:  Cassandra is active on a number of social media platforms including TikTok, and was named a top Skincare influencer by Cosmopolitan As of May 2021, she has over 230 thousand followers on TikTok . Bankson's story and her popular YouTube video were featured in an episode of Investigation Discovery's Karma's A B*tch          .
Revised:  Cassandra is active on a number of social media platforms including TikTok, and was named a top Skincare influencer by Cosmopolitan As of May 2021, she has over 230 thousand followers on TikTok . Bankson's story and her popular YouTube video were featured in an episode of Investigation Discovery's Karma's A B*tch Cassandra Bankson has spent her decade plus career gaining trust through transparency, promoting inclusivity, and empowering individuals to embrace themselves fully. .
Edit intent: coherence
Original:     &     Bankson has taken her role as an advocate for human rights to the next level when she became a brand ambassador for Food For Life Global, a charity that provides school children with ethically sourced and nutritionally balanced meals in conjunction with hunger relief programs.
Revised:  & Bankson has taken her role as an advocate for human rights to the next level as a brand ambassador for Food For Life Global, a charity that provides school children with ethically sourced and nutritionally balanced meals in conjunction with hunger relief programs.
Edit intent: coherence
Original:  She also is partnered with Prabh Aasra (Universal Disabled Care Taker Social Welfare Society), a home in Punjab with a core mission to give unconditional opportunity, treatment/rehabilitation and shelter to those that are struggling with different forms of illness as well as orphaned and abandoned children.
Revised:  She has also partnered with Prabh Aasra (Universal Disabled Care Taker Social Welfare Society), a home in Punjab with a core mission to give unconditional opportunity, treatment/rehabilitation and shelter to those that are struggling with different forms of illness as well as orphaned and abandoned children.
Edit intent: clarity
Original:  She also is partnered with Prabh Aasra (Universal Disabled Care Taker Social Welfare Society), a home in Punjab with a core mission to give unconditional opportunity, treatment/rehabilitation and shelter to those that are struggling with different forms of illness as well as orphaned and abandoned children.
Revised:  She also is partnered with Prabh Aasra (Universal Disabled CareTaker Social Welfare Society), a home in Punjab with a core mission to give unconditional opportunity, treatment/rehabilitation and shelter to those that are struggling with different forms of illness as well as orphaned and abandoned children.
Edit intent: fluency
Original:  Bankson has been vegan since 2015 and speaking up and for animals is one her deepest core values.
Revised:  Bankson has been vegan since 2015 and protecting animals is one her deepest core values.
Edit intent: clarity
Original:  She only showcases products that are vegan and cruelty free, as well as offers substitutes for popular products that do not fit  that category.
Revised:  She only showcases products that are vegan and cruelty free, as well as offers substitutes for popular products that do not fit within that category.
Edit intent: clarity
Original:  In addition to normalizing and promoting cruelty free and vegan beauty products, she is also partnered with Colombian based Juliana’s Animal Sanctuary, which since becoming South America’s first established animal sanctuary, has rescued and rehabilitated over 700 animals.
Revised:  In addition to normalizing and promoting cruelty-free and vegan beauty products, she is also partnered with Colombian based Juliana’s Animal Sanctuary, which since becoming South America’s first established animal sanctuary, has rescued and rehabilitated over 700 animals.
Edit intent: fluency
Original:  In addition to normalizing and promoting cruelty free and vegan beauty products, she is also partnered with Colombian based Juliana’s Animal Sanctuary, which since becoming South America’s first established animal sanctuary, has rescued and rehabilitated over 700 animals.
Revised:  In addition to normalizing and promoting cruelty free and vegan beauty products, she has also partnered with Colombian based Juliana’s Animal Sanctuary, which since becoming South America’s first established animal sanctuary, has rescued and rehabilitated over 700 animals.
Edit intent: coherence
Original:  In addition to normalizing and promoting cruelty free and vegan beauty products, she is also partnered with Colombian based Juliana’s Animal Sanctuary, which since becoming South America’s first established animal sanctuary, has rescued and rehabilitated over 700 animals.
Revised:  In addition to normalizing and promoting cruelty free and vegan beauty products, she is also partnered with Colombian-based Juliana’s Animal Sanctuary, which since becoming South America’s first established animal sanctuary, has rescued and rehabilitated over 700 animals.
Edit intent: fluency
Original:  In addition to normalizing and promoting cruelty free and vegan beauty products, she is also partnered with Colombian based Juliana’s Animal Sanctuary, which since becoming South America’s first established animal sanctuary, has rescued and rehabilitated over 700 animals.
Revised:  In addition to normalizing and promoting cruelty free and vegan beauty products, she is also partnered with Colombian based Juliana’s Animal Sanctuary, which has rescued and rehabilitated over 700 animals.
Edit intent: coherence
Original:  The Greenhouse Project, run by a Stanford PhD Civil Engineer located in Nepal is another organization that Bankson is working alongside that is dedicated to positively impacting the world by doing, and not just talking.
Revised:  The Greenhouse Project, run by a Stanford PhD civil engineer, is located in Nepal is another organization that Bankson is working alongside that is dedicated to positively impacting the world by doing, and not just talking.
Edit intent: clarity
Original:  The Greenhouse Project, run by a Stanford PhD Civil Engineer located in Nepal is another organization that Bankson is working alongside that is dedicated to positively impacting the world by doing, and not just talking.
Revised:  The Greenhouse Project, run by a Stanford PhD Civil Engineer located in Nepal and is an organization that Bankson is working alongside that is dedicated to positively impacting the world by doing, and not just talking.
Edit intent: clarity
Original:  5 Gryes is also partnered with Bankson and they are an organization which focuses on helping to reduce the micro plastic waste in the oceans by promoting education, activism and accountability.
Revised:  Bankson has also partnered with Bankson and they are an organization which focuses on helping to reduce the micro plastic waste in the oceans by promoting education, activism and accountability.
Edit intent: clarity
Original:  5 Gryes is also partnered with Bankson and they are an organization which focuses on helping to reduce the micro plastic waste in the oceans by promoting education, activism and accountability.
Revised:  5 Gryes is also partnered with Bankson and they are an organization which focuses on helping reduce the micro plastic waste in the oceans by promoting education, activism and accountability.
Edit intent: fluency
Original:  5 Gryes is also partnered with Bankson and they are an organization which focuses on helping to reduce the micro plastic waste in the oceans by promoting education, activism and accountability.
Revised:  5 Gryes is also partnered with Bankson and they are an organization which focuses on helping to reduce the micro plastic waste in the oceans by promoting education, activism 
Edit intent: clarity
Original: %DIFDELCMD < %DIFDELCMD < %%% Cassandra is also an Amazon affiliate and hosts weekly livestreams on the platform .
Revised: %DIFDELCMD < %DIFDELCMD < %%% , and accountability .
Edit intent: coherence
Original:  She has been featured in magazines and websites including Vogue, Seventeen, Glamour, Forbes, People, In Touch Weekly, Us Weekly, Cosmopolitan, POPSUGAR, Healthline, First for Women, and the cover of Reveal Magazine and newspapers USA Today, The New York Post, The Sun, and Pleasanton Weekly.
Revised:  She has been featured in magazines and websites including Vogue, Seventeen, Glamour, Forbes, People, In Touch Weekly, Us Weekly, Cosmopolitan, POPSUGAR, Healthline, First for Women, and the cover of Reveal Magazine and newspapers USA Today, The New York Post, and Pleasanton Weekly.
Edit intent: clarity
Original: Gerald Auger (born 1968) is a Canadian actor, producer, writer, entrepreneur and motivational speaker of Woodland Cree descent.
Revised: Gerald Auger is a Canadian actor, producer, writer, entrepreneur and motivational speaker of Woodland Cree descent.
Edit intent: coherence
Original:  Category:1968 births Category:Living people Category:Canadian male film actors Category:Canadian male television actors Category:Canadian film producers Category:First Nations male actors Category:People from Wabasca, Alberta Category:Male actors from Alberta Category:First Nations filmmakers Category:Cree peop
Revised:  Category:1968 births Category:Living people Category:Canadian male film actors Category:Canadian male television actors Category:Canadian film producers Category:First Nations male actors Category:Male actors from Alberta Category:First Nations filmmakers Category:Cree peop
Edit intent: coherence
Original:  and in 2007 he was cast as Chief Ambrose McQuinna in the CTV-produced Luna: Spirit of The Whale with Adam Beach, Graham Greene, Tantoo Cardinal and Jason Priestley of Beverly Hills, 90210.
Revised:  and in 2007 he was cast as Chief Ambrose McQuinna in the CTV-produced Luna: Spirit of the Whale with Adam Beach, Graham Greene, Tantoo Cardinal and Jason Priestley of Beverly Hills, 90210.
Edit intent: fluency
Original:  Television Be Aware North of 60 The Long Walk Stories from the 7th Fire *How the Fiddle Flows (2002) Dreamkeeper (2003) – Crow Hunter Into the West (2005) – Soaring Eagle Blackstone (2011) – Dan Brown Hell on Wheels (2011, 2012) – Cheyenne Brave Pawnee Killer Commercial Pfizer Pharmaceutical Magnus Car www.geraldauger.ca References
Revised:  Television Be Aware North of 60 The Long Walk Stories from the 7th Fire How the Fiddle Flows (2002) Dreamkeeper (2003) – Crow Hunter Into the West (2005) – Soaring Eagle Blackstone (2011) – Dan Brown Hell on Wheels (2011, 2012) – Cheyenne Brave Pawnee Killer Commercial Pfizer Pharmaceutical Magnus Car www.geraldauger.ca References
Edit intent: fluency
Original:  Television Be Aware North of 60 The Long Walk Stories from the 7th Fire *How the Fiddle Flows (2002) Dreamkeeper (2003) – Crow Hunter Into the West (2005) – Soaring Eagle Blackstone (2011) – Dan Brown Hell on Wheels (2011, 2012) – Cheyenne Brave Pawnee Killer Commercial Pfizer Pharmaceutical Magnus Car www.geraldauger.ca References
Revised:  Television Be Aware North of 60 The Long Walk Stories from the 7th Fire *How the Fiddle Flows (2002) Dreamkeeper (2003) – Crow Hunter Into the West (2005) – Soaring Eagle Blackstone (2011) – Dan Brown Hell on Wheels (2011, 2012) – Cheyenne Brave Pawnee Killer References www.geraldauger.ca References
Edit intent: coherence
Original:  Television Be Aware North of 60 The Long Walk Stories from the 7th Fire *How the Fiddle Flows (2002) Dreamkeeper (2003) – Crow Hunter Into the West (2005) – Soaring Eagle Blackstone (2011) – Dan Brown Hell on Wheels (2011, 2012) – Cheyenne Brave Pawnee Killer Commercial Pfizer Pharmaceutical Magnus Car www.geraldauger.ca References
Revised:  Television Be Aware North of 60 The Long Walk Stories from the 7th Fire *How the Fiddle Flows (2002) Dreamkeeper (2003) – Crow Hunter Into the West (2005) – Soaring Eagle Blackstone (2011) – Dan Brown Hell on Wheels (2011, 2012) – Cheyenne Brave Pawnee Killer Commercial Pfizer Pharmaceutical Magnus Car www.geraldauger.ca 
Edit intent: coherence
Original:  His brother Ardan Aras is also profesional footballer curenntly plays for Mitra Kukar FC.
Revised:  His brother Ardan Aras is also a profesional footballer, who currently plays for Mitra Kukar FC.
Edit intent: clarity
Original: In south western Turkey, the Abdal play a particular role as musicians, minstrels, jewelers and magicians to the nomadic Barak Turkmen, as a dependent group.
Revised: In southwestern Turkey, the Abdal play a particular role as musicians, minstrels, jewelers and magicians to the nomadic Barak Turkmen, as a dependent group.
Edit intent: clarity
Original:  They do not seem to be related with the Abdal of South Asia.
Revised:  They are to be related with the Abdal of South Asia.
Edit intent: clarity
Original:  They are to be related with the Abdal of South Asia .
Revised:  They are related with the Abdal of South Asia .
Edit intent: clarity