wanyu/IteraTeR_v2 huggingface dataset:
Original:  The river takes 40\% of China’s waste  80\% of which is untreated.
Revised:  The river takes 40\% of China’s waste , 80\% of which is untreated.
Edit intent: fluency
Original:  Enviromentalist fear the water may not be safe to drink.
Revised:  Environmentalists fear the water may not be safe to drink.
Edit intent: fluency
Original:  The polution has caused a fall in the biodiversity of the Yangtze.
Revised:  The pollution has caused a fall in the biodiversity of the Yangtze.
Edit intent: fluency
Original:  Animal spices have fall from 126 in the mid 80s to 52 in 2002
Revised:  Animal species have fallen from 126 in the mid 80s to 52 in 2002
Edit intent: clarity
Original: The Yangtze is part of a plan to move 45 billion liters of water by 2050 to the north via canals.
Revised: The Yangtze is part of a plan to move 45 billion litres of water by 2050 to the north via canals.
Edit intent: fluency
Original:  Goode selected outgoing CP National Chairman as his running mate . Goode served in the for twenty-three years before he was elected to represent as a Democrat in 1996.
Revised:  Goode picked outgoing CP National Chairman as his running mate . Goode served in the for twenty-three years before he was elected to represent as a Democrat in 1996.
Edit intent: fluency
Original:  Goode selected outgoing CP National Chairman as his running mate . Goode served in the for twenty-three years before he was elected to represent as a Democrat in 1996.
Revised:  Goode selected outgoing CP National Chairman as his . Goode served in the for twenty-three years before he was elected to represent as a Democrat in 1996.
Edit intent: clarity
Original:  Goode selected outgoing CP National Chairman as his running mate . Goode served in the for twenty-three years before he was elected to represent as a Democrat in 1996.
Revised:  Goode selected outgoing CP National Chairman as his running mate . Goode served in the for twenty-three years before being elected to represent as a Democrat in 1996.
Edit intent: fluency
Original:  At the convention, Goode won a total of 203 out of the 403 votes cast , while Castle received 120 and Wells secured 58.
Revised:  At the convention, Goode won a total of 203 out of the 403 votes cast while Castle received 120 and Wells secured 58.
Edit intent: fluency
Original:  Pastor won the party's 2008 presidential nomination , and appeared on 37 state ballots  receiving 199,314 votes ( 0.15 \%) .
Revised:  Pastor won the party's 2008 presidential nomination and appeared on 37 state ballots receiving 199,314 votes ( 0.15 \%) .
Edit intent: fluency
Original:  Pastor won the party's 2008 presidential nomination , and appeared on 37 state ballots  receiving 199,314 votes ( 0.15 \%) .
Revised:  Pastor won the party's 2008 presidential nomination , and appeared on 37 state ballots , receiving 199,314 votes ( 0.15 \%) .
Edit intent: fluency
Original:  Pastor won the party's 2008 presidential nomination , and appeared on 37 state ballots  receiving 199,314 votes ( 0.15 \%) .
Revised:  Pastor won the party's 2008 presidential nomination , and appeared on 37 state ballots receiving 199,314 votes or 0.15 \%) .
Edit intent: clarity
Original:  Pastor won the party's 2008 presidential nomination , and appeared on 37 state ballots  receiving 199,314 votes ( 0.15 \%) .
Revised:  Pastor won the party's 2008 presidential nomination , and appeared on 37 state ballots receiving 199,314 votes ( 0.15 percent .
Edit intent: fluency
Original:  Fringe candidates Susan Ducey and received 15 and 6 votes, respectively.
Revised:  Candidates Susan Ducey and received 15 and 6 votes, respectively.
Edit intent: clarity
Revised:  'Some of the comments are obscene and, quite frankly, I worry that these people might be teaching our children,' she said. 
Edit intent: coherence
Revised:  PLATO has since confirmed the abusive comments were made by a teacher who is employed in the non-government education sector in Western Australia. 
Edit intent: coherence
Revised:  Last month the ongoing controversy even prompted a response from Prime Minister Howard who criticized the OBE method of teaching school children used in WA, describing it as 'gobbledegook' and that it could be 'dumbing down' the high school english syllabus. 
Edit intent: coherence
Revised:  When the member objected to being labelled a 'nazi' and the use of the term because her parents had suffered under the nazi regime, her response drew a further personal attack. 
Edit intent: coherence
Revised:  Minister Ravlich condemned the attacks as disgusting and said it was just one of many offensive postings appearing on the website. 
Edit intent: coherence
Revised:  'The website is littered with insults, foul language and abusive and racist comments,' said Ms Ravlich. 
Edit intent: coherence
Revised:  The minister said PLATO has only about sixty members and as such was not broadly representative of the 'thousands of dedicated and professional teachers in Western Australian schools
Edit intent: coherence
Original: A Western Australian teachers’ website has come under fire by the Education and Training minister for publishing racist comments.
Edit intent: coherence
Original:  Education and Training Minister, Ljiljanna Ravlich, today expressed concern about racist, abusive and offensive comments appearing on the anti-outcomes based education website PLATO.
Edit intent: coherence
Original: %DIFDELCMD < %DIFDELCMD < %%% Minister Ravlich said she was disgusted by some of the highly offensive comments made by members belonging to the group, People Lobbying Against Teaching Outcomes.
Revised: %DIFDELCMD < %DIFDELCMD < %%% 
Edit intent: coherence
Original:  'Some of the comments are obscene and, quite frankly, I worry that these people might be teaching our children,' she said.
Edit intent: coherence
Original: %DIFDELCMD < %DIFDELCMD < %%% PLATO has since confirmed the abusive comments were made by a teacher who is employed in the non-government education sector in Western Australia.
Revised: %DIFDELCMD < %DIFDELCMD < %%% 
Edit intent: coherence
Original:  The PLATO website was established to express dissent about the controversial Outcome Based Education system after Minister Ravlich insisted it continue to be used despite claims it was ineffective.
Edit intent: coherence
Original: %DIFDELCMD < %DIFDELCMD < %%% Last month the ongoing controversy even prompted a response from Prime Minister Howard who criticized the OBE method of teaching school children used in WA, describing it as 'gobbledegook' and that it could be 'dumbing down' the high school english syllabus.
Revised: %DIFDELCMD < %DIFDELCMD < %%% 
Edit intent: coherence
Original:  One member from the school teachers’ forum named, 'Fed up teacher,' launched a vicious and racist verbal attack on a member who posted a comment supporting the OBE system.
Edit intent: coherence
Original: %DIFDELCMD < %DIFDELCMD < %%% When the member objected to being labelled a 'nazi' and the use of the term because her parents had suffered under the nazi regime, her response drew a further personal attack.
Revised: %DIFDELCMD < %DIFDELCMD < %%% 
Edit intent: coherence
Original:  The posting by Fed up teacher said, 'the nazis had the right idea, it is a pity they didn't get to your parents before you were conceived, you really are a pathetic piece of trash that somehow escaped the final solution.'%DIFDELCMD < %DIFDELCMD < %%% Minister Ravlich condemned the attacks as disgusting and said it was just one of many offensive postings appearing on the website.
Revised:  %DIFDELCMD < %DIFDELCMD < %%% Minister Ravlich condemned the attacks as disgusting and said it was just one of many offensive postings appearing on the website.
Edit intent: coherence
Original:  The posting by Fed up teacher said, 'the nazis had the right idea, it is a pity they didn't get to your parents before you were conceived, you really are a pathetic piece of trash that somehow escaped the final solution.'%DIFDELCMD < %DIFDELCMD < %%% Minister Ravlich condemned the attacks as disgusting and said it was just one of many offensive postings appearing on the website.
Revised:  The posting by Fed up teacher said, 'the nazis had the right idea, it is a pity they didn't get to your parents before you were conceived, you really are a pathetic piece of trash that somehow escaped the final solution.'%DIFDELCMD < %DIFDELCMD < %%% 
Edit intent: coherence
Original:  'The website is littered with insults, foul language and abusive and racist comments,' said Ms Ravlich.
Edit intent: coherence
Original: %DIFDELCMD < %DIFDELCMD < %%% The minister said PLATO has only about sixty members and as such was not broadly representative of the 'thousands of dedicated and professional teachers in Western Australian schools.'
Revised: %DIFDELCMD < %DIFDELCMD < %%% 
Edit intent: coherence
Original:  May 31, 2006 by TheDailyMagnet
Revised:  by TheDailyMagnet
Edit intent: coherence
Original:   Education and Training Minister  , Ljiljanna Ravlich, today expressed concern about racist, abusive and offensive comments appearing on the anti-outcomes based education website PLATO.
Revised:  w: Education and Training Minister , Ljiljanna Ravlich, today expressed concern about racist, abusive and offensive comments appearing on the anti-outcomes based education website PLATO.
Edit intent: fluency
Original:   Education and Training Minister  , Ljiljanna Ravlich, today expressed concern about racist, abusive and offensive comments appearing on the anti-outcomes based education website PLATO.
Revised:  Education and Training Minister | , Ljiljanna Ravlich, today expressed concern about racist, abusive and offensive comments appearing on the anti-outcomes based education website PLATO.
Edit intent: fluency
Original: A Western Australian teachers’ website has come under fire by the Education and Training minister for publishing racist comments. w: Education and Training Minister | , Ljiljanna Ravlich, today expressed concern about racist, abusive and offensive comments appearing on the anti-outcomes based education website PLATO.
Revised: A Western Australian teachers’ website has come under fire by the Education and Training minister for publishing racist comments. Education and Training Minister | , Ljiljanna Ravlich, today expressed concern about racist, abusive and offensive comments appearing on the anti-outcomes based education website PLATO.
Edit intent: fluency
Original: A Western Australian teachers’ website has come under fire by the Education and Training minister for publishing racist comments. w: Education and Training Minister | , Ljiljanna Ravlich, today expressed concern about racist, abusive and offensive comments appearing on the anti-outcomes based education website PLATO.
Revised: A Western Australian teachers’ website has come under fire by the Education and Training minister for publishing racist comments. w: Education and Training Minister , Ljiljanna Ravlich, today expressed concern about racist, abusive and offensive comments appearing on the anti-outcomes based education website PLATO.
Edit intent: fluency
Original:  The minister said PLATO has only about sixty members and as such was not broadly representative of the 'thousands of dedicated and professional teachers in Western Australian schools  
Revised:  The minister said PLATO has only about sixty members and as such was not broadly representative of the 'thousands of dedicated and professional teachers in Western Australian schools .' 
Edit intent: fluency
Original:  Henry Paulson is nominated by President Bush to serve as the American Treasury Secretary, succeeding John Snow.
Edit intent: coherence
Original: Gottfrid Svartholm, owner of webhotel PRQ said "I was arrested for interrogation, and they begun to ask question about Pirate Bay, what I knew and what I had for connections to it.
Revised: Gottfrid Svartholm, owner of webhotel PRQ said "I was arrested for interrogation, and they begun to ask question about Pirate Bay, what I knew and what connections I had to it.
Edit intent: fluency
Original:  As well, the title of the main page said "The Police Bay" and the "search torrents" didn't work, yet the "browse torrents" was not.
Edit intent: coherence
Original: PRQ's data center after the raid Dan Glickman, CEO of the Motion Picture Association of America has applauded the move, citing it as a reminder that "there are no safe harbors for copyright thieves".
Revised:  Dan Glickman, CEO of the Motion Picture Association of America has applauded the move, citing it as a reminder that "there are no safe harbors for copyright thieves".
Edit intent: coherence
Original:  Purportedly, this move comes due to political pressure exerted by American media corporations.
Revised:  Purportedly, this move comes due to political pressure exerted by United States media corporations.
Edit intent: clarity
Original:  Dan Glickman, CEO of the Motion Picture Association of America  has applauded the move, citing it as a reminder that "there are no safe harbors for copyright thieves".
Revised:  Dan Glickman, CEO of the Motion Picture Association of America (MPAA), has applauded the move, citing it as a reminder that "there are no safe harbors for copyright thieves".
Edit intent: clarity
Original:  At current there are already some publications made available by proper officials , (see the MPAA link below) confirming the authenticity of the raid.
Revised:  At current there are already some publications made available by officials confirming the authenticity of the raid.
Edit intent: clarity
Original: Blocked Berliner Platz Up to 7,000 people took to the streets in w: Gießen today, protesting the planned introduction of tuition fees at Hessian universities.
Revised: Blocked Berliner Platz Up to 7,000 people took to the streets in Gießen today, protesting the planned introduction of tuition fees at Hessian universities.
Edit intent: fluency
Original:  Beginning at 1pm CEST (1100 UTC), students, pupils and ordinary citizens marched through much of downtown Gießen in the biggest demostration the city has seen in years.
Revised:  Beginning at 1pm CEST (1100 UTC), students, pupils and ordinary citizens marched through much of downtown Gießen in the city has seen in years.
Edit intent: fluency
Original: Blocked Berliner Platz Between 3,000 (police estimate) and 8,000 people (organiser's estimate) took to the streets in Gießen  today, protesting the planned introduction of tuition fees at Hessian universities.
Revised: Blocked Berliner Platz Between 3,000 (police estimate) and 8,000 people (organiser's estimate) took to the streets in Gießen , Germany today, protesting the planned introduction of tuition fees at Hessian universities.
Edit intent: style
Original:  Beginning at 1pm CEST (1100 UTC) , students, pupils and ordinary citizens marched through much of downtown Gießen, accompanied by a massive police presence, in the largest demonstration the city has seen in years.
Revised:  Beginning at 1pm CEST (1100 UTC) students, pupils and ordinary citizens marched through much of downtown Gießen, accompanied by a massive police presence, in the largest demonstration the city has seen in years.
Edit intent: fluency
Original:  Tour operators however are concerned that attacks such as this one will result in customers calling off trips to Kashmir  
Revised:  Tour operators however are concerned that attacks such as this one will result in customers calling off trips to Kashmir . 
Edit intent: fluency
Original:  In a close race , the junior minister for Education beat the minister for Immigration and Integration Rita Verdonk and backbencher Jelleke Veenendaal.
Revised:  In a close internal election , the junior minister for Education beat the minister for Immigration and Integration Rita Verdonk and backbencher Jelleke Veenendaal.
Edit intent: clarity
Original: On 31 May 2006, the party's president Jan van Zanen announced the result, which was broadcasted live on Dutch television.
Revised: On 31 May 2006, the party's president Jan van Zanen announced the result, which was broadcast live on Dutch television.
Edit intent: fluency
Original:  They voted mostly by telephone and via  Internet.
Revised:  They voted mostly by telephone and via the Internet.
Edit intent: fluency
Original:  After studying history and leading the VVD youth JOVD Rutte became manager for Unilever.
Revised:  After studying history and leading the VVD youth (JOVD) Rutte became manager for Unilever.
Edit intent: fluency
Original: Bruschke also said that Indonesia may not be reporting all human and or animal cases also stating that the virus is " permenantly infecteing pultry " in the country which makes it increasingly difficult for anyone to report outbreaks.
Revised: Bruschke also said that Indonesia may not be reporting all human or animal cases also stating that the virus is " permenantly infecteing pultry " in the country which makes it increasingly difficult for anyone to report outbreaks.
Edit intent: fluency
Original: Bruschke also said that Indonesia may not be reporting all human and or animal cases also stating that the virus is " permenantly infecteing pultry " in the country which makes it increasingly difficult for anyone to report outbreaks.
Revised: Bruschke also said that Indonesia may not be reporting all human and or animal cases also stating that the virus is " permanently infecting poultry " in the country which makes it increasingly difficult for anyone to report outbreaks.
Edit intent: fluency
Original:  According to Bruschke, China is "cooperating " but she also said that "[China] is a very big country" and that there are cases of infections in wild birds.
Revised:  According to Bruschke, China is cooperating but she also said that "[China] is a very big country" and that there are cases of infections in wild birds.
Edit intent: fluency
Original: A driver with Tyler Independent School District told Wikinews that the event is more complicated than in previous years.
Revised: A driver with told Wikinews that the event is more complicated than in previous years.
Edit intent: clarity
Original:  Officials even set up a simulated train track to test the drivers' skills  
Revised:  Officials even set up a simulated train track to test the drivers' skills . 
Edit intent: fluency
Original: Bus drivers from schools all over East Texas (US) showed off their skills on Saturday at a competitive driving "rodeo" held in Tyler , Texas.
Revised: Bus drivers from schools all over East , showed off their skills on Saturday at a competitive driving "rodeo" held in Tyler , Texas.
Edit intent: clarity
Original: Bus drivers from schools all over East Texas (US) showed off their skills on Saturday at a competitive driving "rodeo" held in Tyler , Texas.
Revised: Bus drivers from schools all over East Texas (US) showed off their skills on Saturday at a competitive driving "rodeo" held in , Texas.
Edit intent: clarity
Original:  245px|Pair of Blue Bird school busesA driver with told Wikinews that the event is more complicated than in previous years.
Revised:  245px|Pair of Blue Bird school buses A driver with told Wikinews that the event is more complicated than in previous years.
Edit intent: fluency
Original:  In its last legislative session, the Texas legislature cut school spending by over 5 billion (US) . Some school districts in North Texas have even resorted to selling advertising space on school buses to generate monies to shore up reduced budgets.
Revised:  In its last legislative session, the Texas legislature cut school spending by over 5 billion . Some school districts in North Texas have even resorted to selling advertising space on school buses to generate monies to shore up reduced budgets.
Edit intent: clarity
Original: Bus drivers from schools all over East , showed off their skills on Saturday at a competitive driving " rodeo " held in , Texas.
Revised: Bus drivers from schools all over East , showed off their skills on Saturday at a competitive driving " roadeo " held in , Texas.
Edit intent: fluency
Original:  The annual School Bus Rodeo was held in the parking lot at Robert E. Lee High School.
Revised:  The annual School Bus Roadeo was held in the parking lot at Robert E. Lee High School.
Edit intent: fluency
Original:  The annual School Bus Roadeo was held in the parking lot at Robert E. Lee High School . Drivers were required to adequately navigate a series of obstacles during the event.
Revised:  The annual School Bus Roadeo was held in the parking lot at . Drivers were required to adequately navigate a series of obstacles during the event.
Edit intent: clarity
Original: At least 8 species of unknown lifeforms were found which closely resemble scorpions.
Revised: At least eight species of unknown lifeforms were found which closely resemble scorpions.
Edit intent: fluency
Original:  Dimantman also said that the cave was sealed off from all outside contact, including the Sun for at least 5 million years, when parts of Israel were under the Mediterranean Sea.
Revised:  Dimantman also said that the cave has been sealed off from all outside contact, including the Sun for at least 5 million years, when parts of Israel were under the Mediterranean Sea.
Edit intent: fluency
Original:  Dimantman also said that the cave was sealed off from all outside contact, including the Sun for at least 5 million years, when parts of Israel were under the Mediterranean Sea.
Revised:  Dimantman also said that the cave was sealed off from the outside world, receiving no sunlight for at least 5 million years, when parts of Israel were under the Mediterranean Sea.
Edit intent: clarity
Original:  Scientists believe that they are are related.
Revised:  Scientists believe that they are related.
Edit intent: fluency
Original: There have been unconfirmed reports of several large chemical explosions at the ICI chemical plant in Billingham, Teeside , England.
Revised: There have been several large chemical explosions at the ICI chemical plant in Billingham, Teeside , England.
Edit intent: clarity
Original: There have been unconfirmed reports of several large chemical explosions at the ICI chemical plant in Billingham, Teeside , England.
Revised: There have been unconfirmed reports of several large chemical explosions at the ICI chemical plant in Billingham, Teesside , England.
Edit intent: fluency
Original: There have been several large chemical explosions at the Terra Nitrogen UK chemical plant ( now owned by ICI) in Billingham, Teesside, England.
Revised: There were been several large chemical explosions at the Terra Nitrogen UK chemical plant ( now owned by ICI) in Billingham, Teesside, England.
Edit intent: fluency
Original:  People living in Billingham and nearby Middlesbrough have been advised to stay inside and keep windows closed if at all possible.
Revised:  People living in Billingham and nearby Middlesbrough were advised to stay inside and keep windows closed if at all possible.
Edit intent: clarity
Original:  Cleveland Fire and Rescue previously declared the incident a "major emergency", but now say that the situation is under control , and they are currently reducing the number of crews on site at the Terra plant.
Revised:  Cleveland Fire and Rescue previously declared the incident a "major emergency", but 
Edit intent: coherence
Original:  Reports suggest the two trains , one a regional stop system vehicle and the other an , were not severely damaged in the incident .
Revised:  How the two trains , one a regional stop system vehicle and the other an , were not severely damaged in the incident .
Edit intent: coherence
Original:  Reports suggest the two trains , one a regional stop system vehicle and the other an , were not severely damaged in the incident .
Revised:  Reports suggest the two trains ended up travelling in opposite directions on the same track at the same time is uncertain at this stage. An investigation has been commenced to try and establish what the cause of the accident was .
Edit intent: coherence
Original: Two passenger trains collided head-on in the region of in Amsterdam, the capital of the Netherlands, local authorities have clarified .
Revised: Two passenger trains collided head-on in the region of in Amsterdam, the capital of the Netherlands, local authorities have confirmed .
Edit intent: clarity