wanyu/IteraTeR_v2 huggingface dataset:
Original:  If gunk is metaphysically possible, the nihilism is not necessarily true.
Revised:  If gunk is metaphysically possible, then nihilism is not necessarily true.
Edit intent: coherence
Original:  Simply put, a proposition P is necessarily false if and only if it is false in all possible world , and if a proposition P is possible, it is true in at least one possible world.
Revised:  Simply put, a proposition P is necessarily false if and only if it is false in all possible worlds , and if a proposition P is possible, it is true in at least one possible world.
Edit intent: fluency
Original:  He also claimed to be able to cure AIDS and had stated that he would punish Kenya if the country did not give him three billion Kenya shillings ($34.6 million).
Revised:  He also claimed to be able to cure AIDS and had stated that he would punish Kenya if the country did not give him 3 billion ($34.6 million).
Edit intent: clarity
Original:  Wanyonyi is said to have approximately 1000 followers who consider him to be god .Kenyan 'God' sent Aids as 'punishment' Apologetics Index
Revised:  Wanyonyi is said to have approximately 1,000 followers who consider him to be god .Kenyan 'God' sent Aids as 'punishment' Apologetics Index
Edit intent: fluency
Original:  Wanyonyi is said to have approximately 1000 followers who consider him to be god .Kenyan 'God' sent Aids as 'punishment' Apologetics Index
Revised:  Wanyonyi is said to have approximately 1000 followers who consider him to be God .Kenyan 'God' sent Aids as 'punishment' Apologetics Index
Edit intent: fluency
Original: He also claimed to be able to cure AIDS  and had stated that he would punish Kenya if the country did not give him 3 billion Kenyan shillings ($34.6 million).
Revised: He also claimed to be able to cure AIDS , and had stated that he would punish Kenya if the country did not give him 3 billion Kenyan shillings ($34.6 million).
Edit intent: fluency
Original:  Oleshky Sands are 15 km in diameter (~10 mi) and they are surrounded by a very dense forest planted to prevent dunes moving.
Revised:  Oleshky Sands are 15 km across (~10 mi) and they are surrounded by a very dense forest planted to prevent dunes moving.
Edit intent: clarity
Original:  Oleshky Sands () is the largest expanse of sand in Ukraine.
Revised: upPine forest is man-made here, but sometimes independent growth is also found. Oleshky Sands () is the largest expanse of sand in Ukraine.
Edit intent: coherence
Original:  Oleshky Sands () is the largest expanse of sand in Ukraine.
Revised:  Oleshky Sands () is a desert in Ukraine.
Edit intent: clarity
Original: Sometimes Oleshky Sands are declared the largest desert (or sands) in Europe, but the largest sandy desert in Europe is Ryn Desert (40,000 km²), it is 20 times larger It is situated inland from the Ukrainian coast of the Black Sea and consists of sand dunes or kuchuhury (locally), which reach a height of five meters.
Revised: Sometimes Oleshky Sands are declared the largest desert (or sands) in Europe, but the largest sandy desert in Europe is Ryn Desert (40,000 km²), it is 20 times larger It is situated inland from the Ukrainian coast of the Black Sea and consists of sand dunes or kuchuhury (locally), which reach a height up to five meters.
Edit intent: clarity
Original:  Some sparse vegetation can be located across the sands   .
Revised:  A sparse vegetation can be located across the sands .
Edit intent: fluency
Original:  Some sparse vegetation can be located across the sands   .
Revised:  Some sparse vegetation can be located across the sands . .
Edit intent: fluency
Original: Origin The sands were allegedly accumulating during the most recent ice age by the aeolian processes forming cliffs of lower parts of nearby river Dnieper.
Revised: Origin The sands are thought to be formed during the most recent ice age by the aeolian processes forming cliffs of lower parts of nearby river Dnieper.
Edit intent: clarity
Original: Geography The Oleshky Desert is located in Oleshky Raion, Kherson Oblast, 30 km (~20 mi) east of Kherson.
Revised: Geography The Oleshky Desert is located in Kherson Raion, Kherson Oblast, 30 km (~20 mi) east of Kherson.
Edit intent: fluency
Original: The Wounaan language,  Noanamá and Woun Meu, is a Chocoan language, with some 10,000 speakers on the border between Panama and Colombia.
Revised: The Wounaan language, also known as Noanamá and Woun Meu, is a Chocoan language, with some 10,000 speakers on the border between Panama and Colombia.
Edit intent: clarity
Original: The Wounaan language,  Noanamá and Woun Meu, is a Chocoan language, with some 10,000 speakers on the border between Panama and Colombia.
Revised: The Wounaan language, Noanamá and Woun Meu, is a Chocoan language, with around 10,000 speakers on the border between Panama and Colombia.
Edit intent: clarity
Original:  Suicides in Japan are also often used to atone for wrongdoing  
Revised:  Suicides in Japan are also often used to atone for wrongdoing . 
Edit intent: fluency
Original:  For example, honor suicides have been committed by military figures when faced with defeat, such as Adolf Hitler, Władysław Raginis, Yoshitsugu Saito, Jozef Gabčík and Hans Langsdorff.
Revised:  For example, honor suicides have been committed by military figures when faced with defeat, such as Władysław Raginis, Yoshitsugu Saito, Jozef Gabčík and Hans Langsdorff.
Edit intent: clarity
Original: Honor suicide is a process whereby a person commits suicide to escape the shame of an immoral  action, such as having had extra-marital sexual relations or defeat in battle.
Revised: Honor suicide is a process whereby a person commits suicide to escape the shame of an immoral or dishonorable action, such as having had extra-marital sexual relations or defeat in battle.
Edit intent: clarity
Original: Honor suicide is a process whereby a person commits suicide to escape the shame of an immoral  action, such as having had extra-marital sexual relations or defeat in battle.
Revised: Honor suicide is a process whereby a person commits suicide to escape the shame of an immoral action, such as having had extra-marital sexual affairs, partaking in a scandal, or suffering defeat in battle.
Edit intent: clarity
Original:  Seppuku is a type of ritual suicide that was practiced by samurai to avoid capture .
Revised:  Seppuku is a type of ritual suicide that was practiced by samurai to avoid the shame of being held prisoner .
Edit intent: clarity
Original: Honor suicide is a process whereby a person commits suicide to escape the shame of an immoral or dishonorable action, such as having had extra-marital sexual affairs, partaking in a scandal, or suffering defeat in battle.
Revised: Honor suicide is a process whereby a person dies by suicide to escape the shame of an immoral or dishonorable action, such as having had extra-marital sexual affairs, partaking in a scandal, or suffering defeat in battle.
Edit intent: clarity
Original:  It is distinguished from regular suicide in that the subject is actively deciding to either privately or publicly kill themself for the sake of restoring or protecting honor.
Revised:  It is distinguished from regular suicide in that the subject is actively deciding to either privately or publicly kill themselves for the sake of restoring or protecting honor.
Edit intent: fluency
Original:  For example, honor suicides have been committed by military figures when faced with defeat, such as Władysław Raginis, Yoshitsugu Saito, Jozef Gabčík and Hans Langsdorff.
Revised:  For example, honor suicides have been undertaken by military figures when faced with defeat, such as Władysław Raginis, Yoshitsugu Saito, Jozef Gabčík and Hans Langsdorff.
Edit intent: clarity
Original: Honor suicide is a process whereby a person dies by suicide to escape the shame of an immoral or dishonorable action, such as having had extra-marital sexual affairs, partaking in a scandal, or suffering defeat in battle.
Revised: Honor suicide is a process whereby a person commits suicide to escape the shame of an immoral or dishonorable action, such as having had extra-marital sexual affairs, partaking in a scandal, or suffering defeat in battle.
Edit intent: clarity
Original:  It is distinguished from regular suicide in that the subject is actively deciding to either privately or publicly kill themselves for the sake of restoring or protecting honor.
Revised:  It is distinguished from regular suicide in that the subject is actively deciding to either privately or publicly kill themself for the sake of restoring or protecting honor.
Edit intent: fluency
Original:  For example, honor suicides have been undertaken by military figures when faced with defeat, such as Władysław Raginis, Yoshitsugu Saito, Jozef Gabčík and Hans Langsdorff.
Revised:  For example, honor suicides have been committed by military figures when faced with defeat, such as Władysław Raginis, Yoshitsugu Saito, Jozef Gabčík and Hans Langsdorff.
Edit intent: clarity
Original: Yang Berbahagia Datuk Seri Panglima Osu bin Sukam (Jawi: اوسو بن سوكم;
Revised:  Datuk Seri Panglima Osu bin Sukam (Jawi: اوسو بن سوكم;
Edit intent: coherence
Original: Datuk Seri Panglima Osu bin Sukam (Jawi: اوسو بن سوكم;
Revised:  Osu bin Sukam (Jawi: اوسو بن سوكم;
Edit intent: coherence
Original: Election results + Parliament of Malaysia : P175 Papar, Sabah Percentage figures based on total turnout (including votes for candidates not listed).
Revised: Election results + Parliament of Malaysia Percentage figures based on total turnout (including votes for candidates not listed).
Edit intent: coherence
Original: 84\%9,561 64 81.11\%Norbert Chin Chuan Siong (IND)1101.16\%John Dagul (IND) 320.34\% Duig Sumpang (IND)120.13\% 1999N18 Kawang, P153 PaparOsu Sukam (UMNO)7,017 57.19\%Ariah Tengku Ahmad (PBS)4,80439.
Revised: 84\%9,561 64 81.11\%Norbert Chin Chuan Siong (IND)1101.16\%John Dagul (IND) 320.34\% Duig Sumpang (IND)120.13\% 1999Osu Sukam (UMNO)7,017 57.19\%Ariah Tengku Ahmad (PBS)4,80439.
Edit intent: coherence
Original:  Until 14 July 2005, he was a member of a ruling United Malays National Organisation (UMNO) party .
Revised:  Until 14 July 2005, he was a member of a ruling United Malays National Organisation (UMNO) .
Edit intent: clarity
Original:  Play parties began in the 1830's in the United States as a route around strict religious practices banning dancing and the playing of musical instruments.
Revised:  Play parties began in the 1830s in the United States as a route around strict religious practices banning dancing and the playing of musical instruments.
Edit intent: fluency
Original:  Though the performance of play parties dwindled in the 1950's , music educators use them as ways to incorporate music and dance in their classrooms.
Revised:  Though the performance of play parties dwindled in the 1950s , music educators use them as ways to incorporate music and dance in their classrooms.
Edit intent: fluency
Original:  Some traditional examples of play-parties are: Skip to My Lou, Coffee Grows on White Oak Trees, Shoot the Buffalo, Buffalo Gals Won't You Come Out Tonight, B.I.N.G.O., Pop Goes the Weasel, Old Dan Tucker. 
Revised:  Some traditional examples of play-parties are: Skip to My Lou, Coffee Grows on White Oak Trees, Shoot the Buffalo, Buffalo Gals Won't You Come Out Tonight, B.I.N.G.O., Pop Goes the Weasel, Old Dan Tucker. References
Edit intent: coherence
Original:  Following non-payment and a failed appeal, the full fine of US$120  was re-affirmed by a ruling in 2008.
Revised:  Following non-payment and a failed appeal, the full fine of US$120 million was re-affirmed by a ruling in 2008.
Edit intent: clarity
Original: Statements about the Qedarites in the annals of the Assyrian kings of Ashurbanipal and his son Esarhaddon indicate that the term Kedar was almost synonymous with Arabia.
Revised: Statements about the Qedarites in the annals of the Assyrian kings Esarhaddon and his son Esarhaddon indicate that the term Kedar was almost synonymous with Arabia.
Edit intent: clarity
Original: Statements about the Qedarites in the annals of the Assyrian kings of Ashurbanipal and his son Esarhaddon indicate that the term Kedar was almost synonymous with Arabia.
Revised: Statements about the Qedarites in the annals of the Assyrian kings of Ashurbanipal and his son Ashurbanipal indicate that the term Kedar was almost synonymous with Arabia.
Edit intent: fluency
Original:  Hisham Ibn Muhammad al-Kalbi (737–819 CE) established a genealogical link between Ishmael and Muhammad using writings that drew on biblical and Palmyran sources, and the ancient oral traditions of the Arabs.
Revised:  Hisham Ibn Muhammad al-Kalbi (737–819 CE) attempted to establish a genealogical link between Ishmael and Muhammad using writings that drew on biblical and Palmyran sources, and the ancient oral traditions of the Arabs.
Edit intent: clarity
Original:  Gonzales Suarez, Federico, Historia General de la Republica del Ecuador (3ª edición), 1964, Ediciones Esfel.
Edit intent: coherence
Original:  He joined Pedro de Añasco  and founded de town of Timbío the 1rst of november 1535, after partaking of the battle of Mastales.
Revised:  He joined Pedro de Añasco ´s expedition and founded de town of Timbío the 1rst of november 1535, after partaking of the battle of Mastales.
Edit intent: clarity
Original:  He joined Pedro de Añasco  and founded de town of Timbío the 1rst of november 1535, after partaking of the battle of Mastales.
Revised:  He joined Pedro de Añasco and founded de town of Timbío on November 1rst of november 1535, after partaking of the battle of Mastales.
Edit intent: fluency
Original:  He joined Pedro de Añasco  and founded de town of Timbío the 1rst of november 1535, after partaking of the battle of Mastales.
Revised:  He joined Pedro de Añasco and founded de town of Timbío the 1rst , 1535.
Edit intent: coherence
Original:  He undertook many expiditions down the Cauca river where he aquiered the nom de guerre "Atila del Cauca".
Revised:  He undertook many expiditions down the Cauca river where he acquired the nom de guerre "Atila del Cauca".
Edit intent: fluency
Original:  On december 24 1536 he and his troops took the hill called "el Azafate" in order to secure the route that Benalcazar would take to found the city of Popayan (13 de enero de 1537).
Revised:  On December 24th, 1536 he and his troops took the hill called "el Azafate" in order to secure the route that Benalcazar would take to found the city of Popayan (13 de enero de 1537).
Edit intent: fluency
Original:  On december 24 1536 he and his troops took the hill called "el Azafate" in order to secure the route that Benalcazar would take to found the city of Popayan (13 de enero de 1537).
Revised:  On december 24 1536 he and his troops took the hill called "el Azafate" in order to secure the route that Benalcazar would take to found the city of Popayán (January 13th, 1537).
Edit intent: clarity
Original:  Under orders of Benalcazar he went after the reveling Capt.
Revised:  Under orders from Benalcazar he went after the reveling Capt.
Edit intent: fluency
Original:  Under orders of Benalcazar he went after the reveling Capt.
Revised:  Under orders of Benalcazar he went after the revelling Capt.
Edit intent: fluency
Original: He was born in Jerez de la Frontera, Spain.
Revised: He was born in Jérez de la Frontera, Spain.
Edit intent: fluency
Original:  He also took part in the conquests of Nicaragua, Perú, Ecuador y Colombia.
Revised:  He took part in the conquests of Nicaragua, Perú, Ecuador y Colombia.
Edit intent: clarity
Original:  He also took part in the conquests of Nicaragua, Perú, Ecuador y Colombia.
Revised:  He also took part in the conquests of Nicaragua, Perú, Ecuador and Colombia. De
Edit intent: fluency
Original:  Ampudia accompanied Pedro de Alvarado to Perú and then took part of the foundation of the city of San Francisco de Quito (6 December 1534).
Revised:  Ampudia accompanied Pedro de Alvarado to Perú and then took part of the foundation of the city of San Francisco de Quito on December 6, 1534.
Edit intent: clarity
Original:  Juan de Ampudia was, with Diego de Tapia, one of the first mayors ( i.e. alcaldes) of the Quito city government.
Revised:  Juan de Ampudia was, with Diego de Tapia, one of the first mayors ( alcaldes) of the Quito city government.
Edit intent: coherence
Original:  He undertook many expeditions down the Cauca river where he acquired the nom de guerre "Atila del Cauca".
Revised:  He undertook many expeditions down the Cauca River where he acquired the nom de guerre "Atila del Cauca".
Edit intent: fluency
Original:  Under orders from Benalcazar he went after the revelling Capt.
Revised:  Under orders from Benalcazar he went after the rebelling Captain
Edit intent: fluency
Original:  Osorio and died of spear wounds on his way back to Popayan (1541).
Revised:  Osorio and died of spear wounds on his way back to Popayán in 1541.
Edit intent: fluency
Original:   Gonzales Suarez, Federico, "Historia General de la Republica del Ecuador (3ª edición)", 1964, Ediciones Esfel.
Revised:  Further reading Gonzales Suarez, Federico, "Historia General de la Republica del Ecuador (3ª edición)", 1964, Ediciones Esfel.
Edit intent: clarity
Original:  URL Lucas Fernandez de Piedrahita: "Historia General de las Conquistas del Nuevo Reyno de Granada" Amberes (1688) - (facsimile)- Carvajal S.A. Category:  1541 deaths Category: Conquistadors Category:Year of birth unknown Category:Year of birth missi
Revised:  URL Lucas Fernandez de Piedrahita: "Historia General de las Conquistas del Nuevo Reyno de Granada" Amberes (1688) - (facsimile)- Carvajal S.A. Category: Year of birth unknown Category: 1541 deaths Category: Conquistadors Category:Year of birth unknown Category:Year of birth missi
Edit intent: fluency
Original:  Each ingredient also available retail trough internet, food quality and priced  more than $20 a pound.
Revised:  Each ingredient also available retail trough internet, food quality and priced no more than $20 a pound.
Edit intent: clarity
Original:  Cache price in California or Oregon is $279.99 as of September 28, 2016 for a week supply total 900 ml of two part solution.
Revised:  Cash price in California or Oregon is $279.99 as of September 28, 2016 for a week supply total 900 ml of two part solution.
Edit intent: fluency
Original: ]] An abrupt climate change (or climate tpping) occurs when the climate system is forced to transition to a new climate state at a rate that is determined by the climate system energy-balance, and which is more rapid than the rate of change of the external forcing , therefore different to forcing events . Past events include the end of the Carboniferous Rainforest Collapse, Younger Dryas, Dansgaard-Oeschger events, Heinrich events and possibly also the Paleocene–Eocene Thermal Maximum.
Revised: ]] An abrupt climate change (or climate tpping) occurs when the climate system is forced to transition to a new climate state at a rate that is determined by the climate system energy-balance, and which is more rapid than the rate of change of the external forcing . Past events include the end of the Carboniferous Rainforest Collapse, Younger Dryas, Dansgaard-Oeschger events, Heinrich events and possibly also the Paleocene–Eocene Thermal Maximum.
Edit intent: coherence
Original: ]] An abrupt climate change (or climate tpping) occurs when the climate system is forced to transition to a new climate state at a rate that is determined by the climate system energy-balance, and which is more rapid than the rate of change of the external forcing.
Revised: ]] An abrupt climate change (or climate tpping) occurs when the climate system is forced to transition at a rate that is determined by the climate system energy-balance, and which is more rapid than the rate of change of the external forcing.
Edit intent: clarity
Original: ]] An abrupt climate change (or climate tipping) occurs when the climate system is forced to transition at a rate that is determined by the climate system energy-balance, and which is more rapid than the rate of change of the external forcing, though it may include sudden forcing events such as meteorite impacts.
Revised: ]] An abrupt climate change occurs when the climate system is forced to transition at a rate that is determined by the climate system energy-balance, and which is more rapid than the rate of change of the external forcing, though it may include sudden forcing events such as meteorite impacts.
Edit intent: clarity
Original:  Changes in ocean circulation such as  Increasing frequency of El Niño events Potential disruption to the thermohaline circulation, such as that which may have occurred during the Younger Dryas event.
Revised:  Changes in ocean circulation such as : Increasing frequency of El Niño events Potential disruption to the thermohaline circulation, such as that which may have occurred during the Younger Dryas event.
Edit intent: fluency
Original:  URL Spain moved on as an anchor at Lynchburg, Virginia's WSET (TV).
Revised:  URL Spain is now an anchor at Lynchburg, Virginia's WSET (TV).
Edit intent: clarity
Original:  After a major News Department shakeup, Mark Spain, Paige Kelton's last broadcasts were on or about September 1, 2014.
Revised:  After a major News Department shakeup, Mark Spain, Paige Kelton's last broadcasts were on or about September 1, 
Edit intent: clarity
Original:  He flew 138 missions and received the Air Medal, the Distinguished Flying Cross, and eight other URL He also spent 30 years as a newspaper columnist and participated in the famed Indian occupation of Alcatraz Island in URL Career Dr. Chavers has spent 35 years as a consultant in Indian URL has written 25 books, including The National Indian Grant Directory, How to Write Winning Proposals, "Modern American Indian Leaders," "Racism in Indian Country," and Exemplary Programs in Indian Education.
Revised:  He flew 138 missions and received the Air Medal, the Distinguished Flying Cross, and eight other URL He also spent 30 years as a newspaper columnist and participated in the famed Indian occupation of Alcatraz Island in URL Career Dr. Chavers has spent 35 years as a consultant in Indian education has written 25 books, including The National Indian Grant Directory, How to Write Winning Proposals, "Modern American Indian Leaders," "Racism in Indian Country," and Exemplary Programs in Indian Education.
Edit intent: fluency
Original:  Catchingthedream.org, About Us He initiated the Exemplary Programs in Indian Education (EPIE) Movement in 1988, which has founded 39 such programs in Indian schools.
Revised:  He initiated the Exemplary Programs in Indian Education (EPIE) Movement in 1988, which has founded 39 such programs in Indian schools.
Edit intent: coherence
Original:  Career Dr. Chavers has spent 35 years as a consultant in Indian education has written 25 books, including The National Indian Grant Directory, How to Write Winning Proposals, "Modern American Indian Leaders," "Racism in Indian Country," and Exemplary Programs in Indian Education.
Revised:  Career Chavers has spent 35 years as a consultant in Indian education has written 25 books, including The National Indian Grant Directory, How to Write Winning Proposals, "Modern American Indian Leaders," "Racism in Indian Country," and Exemplary Programs in Indian Education.
Edit intent: clarity
Original:  As director of Catching the Dream, Dr. Chavers has helped 679 Native American students finish college.
Revised:  As director of Catching the Dream, Chavers has helped 679 Native American students finish college.
Edit intent: clarity
Original:  The product is listed on the U.S. Food and Drug Administration's inactive ingredient list  & .
Revised:  The product is listed on the U.S. Food and Drug Administration's inactive ingredient list . & .
Edit intent: fluency
Original: Pharmaceutical glaze may contain denatured alcoholic solution of 20–51\% shellac  , waxes, and titanium dioxide as an opacifying agent.
Revised: Pharmaceutical glaze may contain of 20–51\% shellac , waxes, and titanium dioxide as an opacifying agent.
Edit intent: clarity