wanyu/IteraTeR_v2 huggingface dataset:
Original:  Shortly thereafter, both the Illinois House and Senatevoted to impeach him .
Revised:  Shortly thereafter, both the Illinois House impeached him before the Senate, which nearly unanimously convicted him and expelled him from office .
Edit intent: clarity
Original: The South Wales protestors gathered on the steps of the National Museum, Cardiff Before we boarded the minibus Saunders made a speech outlining the reasons for the march.
Revised: The South Wales protesters gathered on the steps of the National Museum, Cardiff Before we boarded the minibus Saunders made a speech outlining the reasons for the march.
Edit intent: fluency
Original:  Talk on the bus is mostly political and the news of yesterday's violence at the G-20 demonstrations, where a bank was stormed by protestors and 87 were arrested, is thick in the air.
Revised:  Talk on the bus is mostly political and the news of yesterday's violence at the G-20 demonstrations, where a bank was stormed by protesters and 87 were arrested, is thick in the air.
Edit intent: fluency
Original:  but many are standbys of organized labor , including the infamous "workers of the world, unite!".
Revised:  but many are standbys of organized labour , including the infamous "workers of the world, unite!".
Edit intent: fluency
Original:  Although one recipient of the protestors ' anger is the Bank of England, the march does not stop in the City, only passing through the streets by the London Exchange.
Revised:  Although one recipient of the protesters ' anger is the Bank of England, the march does not stop in the City, only passing through the streets by the London Exchange.
Edit intent: fluency
Original:  as it goes past a branch of HSBC the employees gather at the glass storefront and watch nervously.
Revised:  as it goes past a branch of HSBC the employees gather at the glass store front and watch nervously.
Edit intent: clarity
Original:  rather than continue into the very center of London the march turns east and, passing the Tower of London, proceeds into the poor, largely immigrant neighborhoods of the Tower Hamlets.
Revised:  rather than continue into the very centre of London the march turns east and, passing the Tower of London, proceeds into the poor, largely immigrant neighborhoods of the Tower Hamlets.
Edit intent: fluency
Original:  rather than continue into the very center of London the march turns east and, passing the Tower of London, proceeds into the poor, largely immigrant neighborhoods of the Tower Hamlets.
Revised:  rather than continue into the very center of London the march turns east and, passing the Tower of London, proceeds into the poor, largely immigrant neighbourhoods of the Tower Hamlets.
Edit intent: fluency
Original:  Cafferky is skeptical of the police explanation.
Revised:  Cafferky is sceptical of the police explanation.
Edit intent: fluency
Original:  Rather than reject violence outright, Cafferky argues that there needs to be "clear political understanding of the role of violence" and calls it " counterproductive ".
Revised:  Rather than reject violence outright, Cafferky argues that there needs to be "clear political understanding of the role of violence" and calls it " counter-productive ".
Edit intent: fluency
Original:  on the way, several of East London's school-aged youths join the march, and on reaching Cannery Town the group is some 300 strong.
Revised:  on the way, several of East London's school-aged youths join the march, and on reaching Canning Town the group is some 300 strong.
Edit intent: fluency
Original: The United States Bureau of Labor Statistics reported on Friday that the US economy lost 663,000 jobs in March, brining the unemployment rate up to 8.5\%, an increase from last month's jobless rate of 8.1\%.
Revised: The United States Bureau of Labor Statistics reported on Friday that the US economy lost 663,000 jobs in March, bringing the unemployment rate up to 8.5\%, an increase from last month's jobless rate of 8.1\%.
Edit intent: fluency
Original: The   United Stated Department of Justice has asked for corruption charges against former Alaska Senator Ted Stevens to be dropped because evidence was withheld from the defense team by the original prosecutors.
Revised: The The United Stated Department of Justice has asked for corruption charges against former Alaska Senator Ted Stevens to be dropped because evidence was withheld from the defense team by the original prosecutors.
Edit intent: fluency
Original: The Republican Party of Alaska is requesting United States Senator Mark Begich, Democrat-Alaska , to resign to pave way for a new election.
Revised: The Republican Party of Alaska is requesting United States Senator Mark Begich, Democrat , to resign to pave way for a new election.
Edit intent: fluency
Original:  This requested is based on the U.S. Justice Department withdrawning charges against former Senator Ted Stevens.
Revised:  This request is based on the U.S. Justice Department withdrawning charges against former Senator Ted Stevens.
Edit intent: fluency
Original:  This requested is based on the U.S. Justice Department withdrawning charges against former Senator Ted Stevens.
Revised:  This requested is based on the U.S. Justice Department withdrawing charges against former Senator Ted Stevens.
Edit intent: fluency
Original:  Stevens was original convicted in October just before the November election.
Revised:  Stevens was originally convicted in October just before the November election.
Edit intent: fluency
Original:  Given that the U.S. Justice Department has dropped charges that had effected the out come of the election, they may have re-elected Steven if it was done before the election.
Revised:  Given that the U.S. Justice Department has dropped charges that had affected the outcome of the election, they may have re-elected Steven if it was done before the election.
Edit intent: fluency
Original:  According to Party Chairman Randy Ruedrich, Begich won over Stevens only because “ a few thousand Alaskans thought that Senator Stevens was guilty of seven felonies.
Revised:  According to Party Chairman Randy Ruedrich, Begich won over Stevens only because " a few thousand Alaskans thought that Senator Stevens was guilty of seven felonies.
Edit intent: fluency
Original:  ” Alaska Governor Sarah Palin  through her SarahPAC spokeswoman  agreed.
Revised:  " Alaska Governor Sarah Palin through her SarahPAC spokeswoman agreed.
Edit intent: fluency
Original:  ” Alaska Governor Sarah Palin  through her SarahPAC spokeswoman  agreed.
Revised:  ” Alaska Governor Sarah Palin , through her SarahPAC spokeswoman agreed.
Edit intent: fluency
Original:  ” Alaska Governor Sarah Palin  through her SarahPAC spokeswoman  agreed.
Revised:  ” Alaska Governor Sarah Palin through her SarahPAC spokeswoman , agreed.
Edit intent: fluency
Original:  ” "  Today, with our country in a severe recession, it’s more important than ever that we have a senator focused on fixing our economy so Alaskans have the jobs they need to support their families," Begich also stated.
Revised:  " Today, with our country in a severe recession, it’s more important than ever that we have a senator focused on fixing our economy so Alaskans have the jobs they need to support their families," Begich also stated.
Edit intent: fluency
Original:  ” "  Today, with our country in a severe recession, it’s more important than ever that we have a senator focused on fixing our economy so Alaskans have the jobs they need to support their families," Begich also stated.
Revised:  ” " " Today, with our country in a severe recession, it’s more important than ever that we have a senator focused on fixing our economy so Alaskans have the jobs they need to support their families," Begich also stated.
Edit intent: fluency
Original:  The United Stated Department of Justice has asked for corruption charges against former Alaska Senator Ted Stevens to be dropped because evidence was withheld from the defense team by the original prosecutors.
Revised:  The US Department of Justice has asked for corruption charges against former Alaska Senator Ted Stevens to be dropped because evidence was withheld from the defense team by the original prosecutors.
Edit intent: fluency
Original:  The United Stated Department of Justice has asked for corruption charges against former Alaska Senator Ted Stevens to be dropped because evidence was withheld from the defense team by the original prosecutors.
Revised:  The United Stated Department of Justice has asked for corruption charges against former Senator Ted Stevens to be dropped because evidence was withheld from the defense team by the original prosecutors.
Edit intent: clarity
Original:  The Justice Department has stated that they will not retry Stevens.
Revised:  The Justice Department has stated that it will not retry Stevens.
Edit intent: fluency
Original:  Until last Wednesday, Mayor Begich was trailing in the count Begich indicate that he would not step down as he felt that Alaskans wanted a change and a senator that is "independent as Alaska."
Revised:  Alaska Senator Mark Begich Begich indicate that he would not step down as he felt that Alaskans wanted a change and a senator that is "independent as Alaska."
Edit intent: clarity
Original:  Alaska Senator Mark Begich Begich indicated that he would not step down as he felt that Alaskans wanted a change and a senator that is "independent as Alaska."
Revised:  Begich indicated that he would not step down as he felt that Alaskans wanted a change and a senator that is "independent as Alaska."
Edit intent: clarity
Original:  Ted Stevens Stevens was convicted in October on seven felony counts of lying on senate disclosure forms about gifts, largely in the form of free renovations to his home, received from an oil service company;
Revised:  Stevens was convicted in October on seven felony counts of lying on senate disclosure forms about gifts, largely in the form of free renovations to his home, received from an oil service company;
Edit intent: clarity
Original:  The church he founded in 1955 became infamous for leading pickets at the funerals of soldiers, as well as the funeral of , a young man killed in a homophobic attack in 1998.
Revised:  The church he founded in 1955 became infamous for leading pickets at the funerals of soldiers, as well as the funeral of , a young man killed in a attack in 1998.
Edit intent: clarity
Original:  Military funerals have not been the only sites of Westboro's protests: the funeral of film critic and concerts by pop acts and ( who the church described as "crotch-grabbing little perverts" ) have also been targets of Westboro's protests.
Revised:  Military funerals have not been the only sites of Westboro's protests: the funeral of film critic and concerts by pop acts and — who the church described as "crotch-grabbing little perverts" ) have also been targets of Westboro's protests.
Edit intent: fluency
Original:  Military funerals have not been the only sites of Westboro's protests: the funeral of film critic and concerts by pop acts and ( who the church described as "crotch-grabbing little perverts" ) have also been targets of Westboro's protests.
Revised:  Military funerals have not been the only sites of Westboro's protests: the funeral of film critic and concerts by pop acts and ( who the church described as "crotch-grabbing little perverts" — have also been targets of Westboro's protests.
Edit intent: fluency
Original:  The picketing of military funerals stems from a belief that God is punishing the United States for its acceptance of homosexuality.
Revised:  The picketing of military funerals stems from the postion that God is punishing the United States for its acceptance of homosexuality.
Edit intent: clarity
Original:  They were also banned from Canada after announcing a picket at the funeral of a . In 2008, the Phelpses were also banned from entering Australia after announcing a protest of actor 's funeral because he stared as a homosexual cowboy in the 2005 winning movie .
Edit intent: coherence
Original: At a downtown Binghamton, New York based immigration services center today, a gunman attacked.
Revised: A gunman attacked a downtown Binghamton, New York based immigration services center today, a gunman attacked.
Edit intent: fluency
Original: At a downtown Binghamton, New York based immigration services center today, a gunman attacked.
Revised: At a downtown Binghamton, New York-based immigration services center today, a gunman attacked.
Edit intent: fluency
Original:  The attacker blocked the rear building door with his car  then came in through the front door.
Revised:  The attacker blocked the rear building door with his car , then came in through the front door.
Edit intent: fluency
Original:  He then held over 40 hostages - some in a closet and the rest in the boiler room.
Revised:  The gunman held held over 40 hostages - some in a closet and the rest in the boiler room.
Edit intent: clarity
Original:  He then held over 40 hostages - some in a closet and the rest in the boiler room.
Revised:  He then held over 40 hostages , some in a closet and the rest in the boiler room.
Edit intent: fluency
Original:  Nearby residencies and businesses were evacuated, while a nursing home and the high school were place on lockdown.
Revised:  Nearby residencies and businesses were evacuated, while a nursing home and the high school were placed on lockdown.
Edit intent: fluency
Original:  About noon, the shooter release 10 hostagesthen another 10 out the back another 40 minutes later.
Revised:  About noon, the shooter released ten hostages, then another teb out the back another 40 minutes later.
Edit intent: fluency
Original:  About noon, the shooter release 10 hostagesthen another 10 out the back another 40 minutes later.
Revised:  About noon, the shooter release 10 hostagesthen another 10 out the back 40 minutes later.
Edit intent: fluency
Original:  At 2:40 p.m., the local police said the stand off had ended and a SWAT team was checking the building for anyone remaining.
Revised:  At 2:40 p.m., the local police said the standoff had ended and a SWAT team was checking the building for anyone remaining.
Edit intent: fluency
Original:  A national law enforcement source identify the shooter as 42-year-old Jiverly Voong.
Revised:  A national law enforcement source identified the shooter as 42-year-old Jiverly Voong.
Edit intent: fluency
Original:  About noon, the shooter released ten hostages, then another teb out the back 40 minutes later.
Revised:  About noon, the shooter released ten hostages, then another ten out the back 40 minutes later.
Edit intent: fluency
Original:  Both hospitals called in additional staff and canceled all elective surgeries.
Revised:  Both hospitals called in additional staff and cancelled all elective surgeries.
Edit intent: fluency
Original: An anonymous law enforcement official indicated the presume gunman's body was found in an office of the immigration services center building.
Revised: An anonymous law enforcement official indicated the presumed gunman's body was found in an office of the immigration services center building.
Edit intent: fluency
Original:  The attacker blocked the rear building door with his car , then came in through the front door.
Revised:  The attacker blocked the rear building door with his car and entered through the front door.
Edit intent: clarity
Original:  The gunman held held over 40 hostages, some in a closet and the rest in the boiler room.
Revised:  The gunman held over 40 hostages, some in a closet and the rest in the boiler room.
Edit intent: fluency
Original:  The news comes despite a report released by the US Labor Department on the same day, which said that the US economy shed 663,000 jobs in March, reaching an unemployment rate of 8.5\%, the highest since 1983.
Revised:  The news comes despite a report released by the US Labor Department on the same day, which said that the US economy shed 663,000 jobs in March, with the unemployment rate reaching 8.5\%, the highest since 1983.
Edit intent: clarity
Original: United States stock indexes posted a gain on Friday, posting a four-week long gaining streak.
Revised: United States stock indexes posted gains on Friday, posting a four-week long gaining streak.
Edit intent: fluency
Original: United States stock indexes posted a gain on Friday, posting a four-week long gaining streak.
Revised: United States stock indexes posted a gain on Friday, marking a four-week long gaining streak.
Edit intent: fluency
Original:  The index hasn't been at 8,000 or higher since February.
Revised:  The index hasn't been at 8,000 since February.
Edit intent: clarity
Original:  The broader Standard & Poor's 500 was eight points, or one percent, higher at the closing bell.
Revised:  The broader Standard & Poor's 500 gained eight points, or one percent, higher at the closing bell.
Edit intent: clarity
Original:  The broader Standard & Poor's 500 was eight points, or one percent, higher at the closing bell.
Revised:  The broader Standard & Poor's 500 was eight points, or one percent, by the closing bell.
Edit intent: clarity
Original:  In markets abroad , both the German DAX and the Japanese Nikkei indexes remained even, whilst the British FTSE slipped 2.3\%.
Revised:  In other markets , both the German DAX and the Japanese Nikkei indexes remained even, whilst the British FTSE slipped 2.3\%.
Edit intent: clarity
Original: The broader Standard & Poor's 500 gained eight points, or one percent, by the closing bell.
Revised: The broader S & Poor's 500 gained eight points, or one percent, by the closing bell.
Edit intent: fluency
Original: The broader Standard & Poor's 500 gained eight points, or one percent, by the closing bell.
Revised: The broader Standard & P 500 gained eight points, or one percent, by the closing bell.
Edit intent: clarity
Original:  The Nasdaq Composite Index had the largest gains of the three indexes, up 1.2\% to 1,622.
Revised:  The Nasdaq Composite had the largest gains of the three indexes, up 1.2\% to 1,622.
Edit intent: fluency
Original:  "What's new and exciting about Adam is [it is] the first time we've managed to show that a computer can not only think up new scientific ideas, but experimentally test them and decide whether they're true," said Ross King, a computer science professor and lead researcher at Aberystwyth University in Wales , “ Adam makes up its own mind what to do.
Revised:  "What's new and exciting about Adam is [it is] the first time we've managed to show that a computer can not only think up new scientific ideas, but experimentally test them and decide whether they're true," said Ross King, a computer science professor and lead researcher at Aberystwyth University , “ Adam makes up its own mind what to do.
Edit intent: clarity
Original: Adam is a robot developed by Welsh w:Aberystwyth University |Aberystwyth University researchers which combines artificial intelligence, robotics and automation to independently conduct and analyse biological laboratory research.
Revised: Adam is a robot developed by Welsh Aberystwyth University researchers which combines artificial intelligence, robotics and automation to independently conduct and analyse biological laboratory research.
Edit intent: fluency
Original: Adam has spawned controversy amongst researchers.
Revised: Adam has spawned discussion amongst researchers.
Edit intent: clarity
Original:  William Melek, is an assistant professor of mechanical engineering at Ontario's University of Waterloo  has noted that to set up the AI needed for subsequent experiments involving new biological variables and criteria, the human expertise would be time consuming to customize it.
Revised:  William Melek, an assistant professor of mechanical engineering at Ontario's University of Waterloo has noted that to set up the AI needed for subsequent experiments involving new biological variables and criteria, the human expertise would be time consuming to customize it.
Edit intent: coherence
Original:  William Melek, is an assistant professor of mechanical engineering at Ontario's University of Waterloo  has noted that to set up the AI needed for subsequent experiments involving new biological variables and criteria, the human expertise would be time consuming to customize it.
Revised:  William Melek, is an assistant professor of mechanical engineering at Ontario's University of Waterloo , has noted that to set up the AI needed for subsequent experiments involving new biological variables and criteria, the human expertise would be time consuming to customize it.
Edit intent: fluency
Original: Map of Waziristan, Pakistan A suspected United States drone missile attack in North West Pakistan has left 13 people dead, local security officials say.
Revised: Map of Waziristan, A suspected United States drone missile attack in North West Pakistan has left 13 people dead, local security officials say.
Edit intent: fluency
Original: Map of Waziristan, Pakistan A suspected United States drone missile attack in North West Pakistan has left 13 people dead, local security officials say.
Revised: Map of Waziristan, Pakistan PakistanA suspected United States drone missile attack in North West Pakistan has left 13 people dead, local security officials say.
Edit intent: style
Original:  Ten of them are militants and the identity of the other three - whether they are militants or civilians - is not yet confirmed," a local official told AFP, asking to remain anonymous.
Revised:  Ten of them are militants and the identity of the other three — whether they are militants or civilians - is not yet confirmed," a local official told AFP, asking to remain anonymous.
Edit intent: fluency
Original:  Ten of them are militants and the identity of the other three - whether they are militants or civilians - is not yet confirmed," a local official told AFP, asking to remain anonymous.
Revised:  Ten of them are militants and the identity of the other three - whether they are militants or civilians — is not yet confirmed," a local official told AFP, asking to remain anonymous.
Edit intent: fluency
Original:  The apparent target was the home of Tariq Khan, a local Wazir tribesman, who has been described as a 'facilitator of the Taliban'    .
Revised:  The apparent target was the home of Tariq Khan, a local Wazir tribesman, who has been described as a 'facilitator of the Taliban' . .
Edit intent: fluency
Original:  The Indymedia group of websites reported a demonstration on the 29th November against the occupation of Palestine, and against the deportation of Palestinian refugees.
Revised:  The Indymedia group of websites reported a demonstration on the 29th November against the deportation of Palestinian refugees.
Edit intent: clarity
Original:  The Indymedia group of websites reported a demonstration on the 29th November against the deportation of Palestinian refugees.
Revised:  The Indymedia group of websites reported a demonstration on the 29th against the deportation of Palestinian refugees.
Edit intent: clarity
Original:  The websites report that 15,000 marched against Bush in Ottawa on the 30th November the sites also carried Text Photos, and a Video of the protests.
Revised:  They also report 15,000 marched against Bush in Ottawa on the 30th November the sites also carried Text Photos, and a Video of the protests.
Edit intent: clarity
Original:  The websites report that 15,000 marched against Bush in Ottawa on the 30th November the sites also carried Text Photos, and a Video of the protests.
Revised:  The websites report that 15,000 marched against Bush in Ottawa on the 30th and haveText Photos, and a Video of the protests.
Edit intent: clarity
Original:  They also report 15,000  marched against Bush in Ottawa on the 30th and haveText Photos, and a Video of the protests.
Revised:  They also report 15,000 people marched against Bush in Ottawa on the 30th and haveText Photos, and a Video of the protests.
Edit intent: clarity