wanyu/IteraTeR_v2 huggingface dataset:
Original:  As media expert Natalia Lihacheva , Chairman of "Detector Media" NGO stated: "According to our monitoring, there is almost no day when Lyashko does not appear there for any reason".
Revised:  As media expert Natalia Lihacheva , Chairman of "Detector Media" NGO stated: "According to our monitoring, there is almost no day when Liashko does not appear there for any reason".
Edit intent: fluency
Original:  Family and personal life On 2 June 2018, Lyashko married Rosita Sayaranen, formalizing a 20-year partnership.
Revised:  Family and personal life On 2 June 2018, Liashko married Rosita Sayaranen, formalizing a 20-year partnership.
Edit intent: fluency
Original:  The couple have one daughter, Vladislava .
Revised:  The couple have one daughter, Vladyslava .
Edit intent: clarity
Original:  Lyashko 's private life is surrounded by rumours that he is gay, something Lyashko has always firmly denied.
Revised:  Liashko 's private life is surrounded by rumours that he is gay, something Lyashko has always firmly denied.
Edit intent: fluency
Original:  Lyashko 's private life is surrounded by rumours that he is gay, something Lyashko has always firmly denied.
Revised:  Lyashko 's private life is surrounded by rumours that he is gay, something Liashko has always firmly denied.
Edit intent: fluency
Original:  In early October 2010, a video shot in 1993 was leaked onto the internet in which a young man who looks and sounds like Lyashko talks about having sexual relations with another man, a certain high-ranking official.
Revised:  In early October 2010, a video shot in 1993 was leaked onto the internet in which a young man who looks and sounds like Liashko talks about having sexual relations with another man, a certain high-ranking official.
Edit intent: fluency
Original:  Lyashko had been rumored to be gay for a long time before the video appeared.
Revised:  Liashko had been rumored to be gay for a long time before the video appeared.
Edit intent: fluency
Original:  In an interview in October 2012, Lyashko was told by a spoof interviewer that the reporter's friend believed Lyashko represented sexual minorities in parliament.
Revised:  In an interview in October 2012, Liashko was told by a spoof interviewer that the reporter's friend believed Lyashko represented sexual minorities in parliament.
Edit intent: fluency
Original:  In an interview in October 2012, Lyashko was told by a spoof interviewer that the reporter's friend believed Lyashko represented sexual minorities in parliament.
Revised:  In an interview in October 2012, Lyashko was told by a spoof interviewer that the reporter's friend believed Liashko represented sexual minorities in parliament.
Edit intent: fluency
Original:  Lyashko was handed a mobile phone, spoke to the supposed friend and then promised to beat his face in while being filmed on camera.
Revised:  Liashko was handed a mobile phone, spoke to the supposed friend and then promised to beat his face in while being filmed on camera.
Edit intent: fluency
Original:  Lyashko had stressed in May 2011 he had nothing against sexual minorities.
Revised:  Liashko had stressed in May 2011 he had nothing against sexual minorities.
Edit intent: fluency
Original:  Out of all pitchforks: where came from and what reached Oleh Lyashko .
Revised:  Out of all pitchforks: where came from and what reached Oleh Liashko .
Edit intent: fluency
Original:  Journal of Climate and Applied Meterology , 24, 937–951Minnis, P., Harrison, E. F., & Stowe, L. L. (1993).
Revised:  Journal of Climate and Applied Meteorology , 24, 937–951Minnis, P., Harrison, E. F., & Stowe, L. L. (1993).
Edit intent: fluency
Original: Explosive volcanic eruptions affect the global climate mainly through injecting sulfur bearing gases into the stratosphere, which oxidize to form sulfate aerosols.
Revised:  bearing gases into the stratosphere, which oxidize to form sulfate aerosols.
Edit intent: coherence
Original:  Nature, 439(7077), 675. doi:10.1038/439675a Several studies have revealed that Krakatau’s effect in the heat content can be as long as one-century.
Revised:  Nature, 439(7077), 675. Several studies have revealed that Krakatau’s effect in the heat content can be as long as one-century.
Edit intent: clarity
Original: Pedro Paulo Soares Pereira (born 22 de abril de 1970, São Paulo, Brazil), is more known by the artistic name Mano Brown .
Revised: Pedro Paulo Soares Pereira (born 22 April 1970, São Paulo, Brazil), is more known by the artistic name Mano Brown .
Edit intent: style
Original: Pedro Paulo Soares Pereira (born 22 de abril de 1970, São Paulo, Brazil), is more known by the artistic name Mano Brown .
Revised: Pedro Paulo Soares Pereira (born 22 de abril de 1970, São Paulo, Brazil), better known by the artistic name Mano Brown .
Edit intent: clarity
Original:  He is a brazilian rapper, music producer and founding member of the hip hop group Racionais MC's, ao lado de Ice Blue (Paulo Eduardo Salvador), Edi Rock (Edivaldo Pereira Alves) e KL Jay (Kleber Geraldo Lelis Simões).
Revised:  He is a brazilian rapper, music producer and founding member of the hip hop group Racionais MC's, together with Ice Blue (Paulo Eduardo Salvador), Edi Rock (Edivaldo Pereira Alves) e KL Jay (Kleber Geraldo Lelis Simões).
Edit intent: clarity
Original:  He is a brazilian rapper, music producer and founding member of the hip hop group Racionais MC's, ao lado de Ice Blue (Paulo Eduardo Salvador), Edi Rock (Edivaldo Pereira Alves) e KL Jay (Kleber Geraldo Lelis Simões).
Revised:  He is a brazilian rapper, music producer and founding member of the hip hop group Racionais MC's, ao lado de Ice Blue (Paulo Eduardo Salvador), Edi Rock (Edivaldo Pereira Alves) and KL Jay (Kleber Geraldo Lelis Simões).
Edit intent: fluency
Original:  Rolling Stone, in 2008 choose the 100 greatest artists in brazilian music , Mano Brown was the 28°.
Revised:  Rolling Stone, in 2008 choose the 100 greatest artists in Brazilian music ; Mano Brown was the 28°.
Edit intent: fluency
Original:  The formation of neutral density surfaces from a given hydrographic observation requires only a call to a computational code (available for Matlab and Fortran), that contains the computational algorithm developed by Jackett and McDougall.  where b is an integrating scalar factor, which is function of space  .
Revised:  The formation of neutral density surfaces from a given hydrographic observation is achieved by means of a computational code (available for Matlab and Fortran), that contains the computational algorithm developed by Jackett and McDougall. where b is an integrating scalar factor, which is function of space .
Edit intent: clarity
Original: The neutral density ( ) or empirical neutral density is a density variable used in oceanography, introduced in 1997 by David R. Jackett and Trevor J. McDougall.
Revised: The neutral density ( ) or empirical neutral density is a density variable used in oceanography, introduced in 1997 by David R. Jackett and Trevor McDougall.
Edit intent: clarity
Original: Practical computation of The formation of neutral density surfaces from a given hydrographic observation requires only a call to a computational code that contains the algorithm developed by Jackett and McDougall.
Revised: Practical computation of The formation of neutral density surfaces from a given hydrographic observation requires only a call to a computational code that contains the algorithm developed by Jackett and URL
Edit intent: clarity
Original:  The complete code is available through the World Wide Web at URL . The code comes with documentation in the form of Readme files.
Edit intent: coherence
Original:  External links TEOS-10, Thermodynamic Equation Of Seawater Jackett, David R., Trevor J. McDougall, 1997: A Neutral Density Variable for the World's Oceans.
Revised:  External links Jackett, David R., Trevor J. McDougall, 1997: A Neutral Density Variable for the World's Oceans.
Edit intent: coherence
Original:  Oceanworld TAMU, URL Rui Xin Huang, 2010: Is the neutral surface really neutral?
Revised:  Rui Xin Huang, 2010: Is the neutral surface really neutral?
Edit intent: coherence
Original:  J. Phys. Oceanogr., 27, 237–263 It is function of the three state variables (salinity, temperature, and pressure) and the geographical location (longitude and latitude) and it has the typical units of density (M/V).
Revised:  J. Phys. Oceanogr., 27, 237–263 It is function of the three state variables (salinity, temperature, and pressure) and the geographical location (longitude and latitude) . It has the typical units of density (M/V).
Edit intent: coherence
Original:  The level surfaces of form the “neutral density surfaces” .
Revised:  Isosurfaces of form “neutral density surfaces” .
Edit intent: clarity
Original:  These surfaces are widely used in water masses analysis .
Revised:  These surfaces are widely used in water mass analyses .
Edit intent: fluency
Original:  Neutral density is a density variable that depends on the particular state of the ocean, and hence  a function of time as well, although this is often ignored.
Revised:  Neutral density is a density variable that depends on the particular state of the ocean, and hence is also a function of time as well, although this is often ignored.
Edit intent: coherence
Original:  Neutral density is a density variable that depends on the particular state of the ocean, and hence  a function of time as well, although this is often ignored.
Revised:  Neutral density is a density variable that depends on the particular state of the ocean, and hence a function of time , though this is often ignored.
Edit intent: coherence
Original:  In practice, its construction for a given hydrographic observation is achieved by means of a computational code (available for Matlab and Fortran), that contains the computational algorithm developed by Jackett and McDougall.
Revised:  In practice, its construction from a given hydrographic observation is achieved by means of a computational code (available for Matlab and Fortran), that contains the computational algorithm developed by Jackett and McDougall.
Edit intent: fluency
Original:  In practice, its construction for a given hydrographic observation is achieved by means of a computational code (available for Matlab and Fortran), that contains the computational algorithm developed by Jackett and McDougall.
Revised:  In practice, its construction for a given hydrographic dataset is achieved by means of a computational code (available for Matlab and Fortran), that contains the computational algorithm developed by Jackett and McDougall.
Edit intent: clarity
Original:  Mathematical expression A neutral density surface is the surface along which a given water mass will move , remaining neutrally buoyant . McDougall and Jackett McDougall, T. J. and D. R. Jackett, 1988: On the helical nature of neutral surfaces.
Revised:  Mathematical expression A neutral density surface is the surface along which a given water mass will move , remaining neutrally buoyant McDougall and Jackett McDougall, T. J. and D. R. Jackett, 1988: On the helical nature of neutral surfaces.
Edit intent: fluency
Original:  Thus, neutral surfaces are defined as the surfaces everywhere perpendicular to the vector .
Revised:  Thus, neutral surfaces are defined as surfaces everywhere perpendicular to the vector .
Edit intent: clarity
Original:  For such a surface to exist, its helicity H   must be zero ;Jackett, David R., Trevor J. McDougall, 1997: A Neutral Density Variable for the World's Oceans . J. Phys.
Revised:  For such a surface to exist, its helicity H () must be zero ;Jackett, David R., Trevor J. McDougall, 1997: A Neutral Density Variable for the World's Oceans . J. Phys.
Edit intent: fluency
Original:  Oceanogr. , 27, page 238 if this condition is respected, a scalar exists and it is the one which satisfies the following formula: where b  is an integrating scalar factor , which is function of space , and a residual term that is usually different from zero .
Revised:  Oceanogr. , 27, page 238 if this condition is respected, a scalar exists and it is the one which satisfies the following formula: () is an integrating scalar factor , which is function of space , and a residual term that is usually different from zero .
Edit intent: clarity
Original:  Oceanogr. , 27, page 238 if this condition is respected, a scalar exists and it is the one which satisfies the following formula: where b  is an integrating scalar factor , which is function of space , and a residual term that is usually different from zero .
Revised:  Oceanogr. , 27, page 238 if this condition is respected, a scalar exists and it is the one which satisfies the following formula: where b is an integrating scalar factor that is function of space , and a residual term that is usually different from zero .
Edit intent: coherence
Original:  Oceanogr. , 27, page 238 if this condition is respected, a scalar exists and it is the one which satisfies the following formula: where b  is an integrating scalar factor , which is function of space , and a residual term that is usually different from zero .
Revised:  Oceanogr. , 27, page 238 if this condition is respected, a scalar exists and it is the one which satisfies the following formula: where b is an integrating scalar factor , which is function of space .
Edit intent: coherence
Original:  In the real ocean, the condition of helicity equal to zero is not generally satisfied exactly .
Revised:  In the real ocean, the neutral helicity is generally small but not identically zero .
Edit intent: clarity
Original:  Therefore, and because of the non-linear terms in the equation of state, it is impossible to create analytically a Well-defined neutral density surface .Klocker et all., 2007, “Diapycnal motion due to neutral helicity” There will always be flow through the calculated surfaces, because of the presence of a neutral helicity.
Revised:  Therefore, it is impossible to create analytically a Well-defined neutral density surface .Klocker et all., 2007, “Diapycnal motion due to neutral helicity” There will always be flow through the calculated surfaces, because of the presence of a neutral helicity.
Edit intent: coherence
Original:  Therefore, and because of the non-linear terms in the equation of state, it is impossible to create analytically a Well-defined neutral density surface .Klocker et all., 2007, “Diapycnal motion due to neutral helicity” There will always be flow through the calculated surfaces, because of the presence of a neutral helicity.
Revised:  Therefore, and because of the non-linear terms in the equation of state, it is impossible to create analytically a Well-defined neutral density surface .Klocker et all., 2007, “Diapycnal motion due to neutral helicity” There will always be flow through any well-defined surface caused by neutral helicity.
Edit intent: clarity
Original:  Therefore, it is  possible to obtain only a best-fit approximate neutral surface, through which there is no flow of major proportions and along which it is generally accepted that flow takes place. is a Well-defined function and Jackett and McDougall  demonstrated that the inaccuracy due to the not exact neutrality is below the present instrumentation error in density.
Revised:  Therefore, it is only possible to obtain only a best-fit approximate neutral surface, through which there is no flow of major proportions and along which it is generally accepted that flow takes place. is a Well-defined function and Jackett and McDougall demonstrated that the inaccuracy due to the not exact neutrality is below the present instrumentation error in density.
Edit intent: fluency
Original:  Therefore, it is  possible to obtain only a best-fit approximate neutral surface, through which there is no flow of major proportions and along which it is generally accepted that flow takes place. is a Well-defined function and Jackett and McDougall  demonstrated that the inaccuracy due to the not exact neutrality is below the present instrumentation error in density.
Revised:  Therefore, it is possible to obtain only a best-fit approximate neutral surface, through which there is no flow of major proportions and along which it is generally accepted that flow takes place. is a Well-defined function and Jackett and McDougall demonstrated that the inaccuracy due to the non-exact neutrality () is below the present instrumentation error in density.
Edit intent: fluency
Original:  For how has been defined, neutral density surfaces can be considered the continuous analog of the commonly used potential density surfaces, which are defined over various discrete values of pressures (see for example Montgomery, R. B., 1938: Circulation in the upper layers of the southern North Atlantic, Pap.
Revised:  Given how has been defined, neutral density surfaces can be considered the continuous analog of the commonly used potential density surfaces, which are defined over various discrete values of pressures (see for example Montgomery, R. B., 1938: Circulation in the upper layers of the southern North Atlantic, Pap.
Edit intent: fluency
Original:  Printing Office, 173 pp. - ftp://ftp.nodc.noaa.gov/pub/data.nodc/woa/PUBLICATIONS/levitus_atlas_1982.pdf As this dataset consist of measurements of S and T at 33 standard depth levels at a 1° resolution, the solution of () for such a large dataset would be computationally very expensive.
Revised:  Printing Office, 173 pp. - ftp://ftp.nodc.noaa.gov/pub/data.nodc/woa/PUBLICATIONS/levitus_atlas_1982.pdf As this dataset consists of measurements of S and T at 33 standard depth levels at a 1° resolution, the solution of () for such a large dataset would be computationally very expensive.
Edit intent: fluency
Original: Ireland One definition of cottier in Ireland (c .1700 –1850) was a person who rented a simple cabin and between one and one and a half acres of land upon which to grow potatoes, oats, and possibly flax.
Revised: Ireland One definition of cottier in Ireland (c . 1700 –1850) was a person who rented a simple cabin and between one and one and a half acres of land upon which to grow potatoes, oats, and possibly flax.
Edit intent: fluency
Original:   Cottiers and Conacre in pre‐famine Ireland  , Journal of Peasant Studies, Michael Beames, pages 352-354, Volume 2, 1975 The ground was held on a year-to-year basis and rent was often paid in labour.
Revised:  " Cottiers and Conacre in pre‐famine Ireland , Journal of Peasant Studies, Michael Beames, pages 352-354, Volume 2, 1975 The ground was held on a year-to-year basis and rent was often paid in labour.
Edit intent: fluency
Original:   Cottiers and Conacre in pre‐famine Ireland  , Journal of Peasant Studies, Michael Beames, pages 352-354, Volume 2, 1975 The ground was held on a year-to-year basis and rent was often paid in labour.
Revised:  Cottiers and Conacre in pre‐famine Ireland " , Journal of Peasant Studies, Michael Beames, pages 352-354, Volume 2, 1975 The ground was held on a year-to-year basis and rent was often paid in labour.
Edit intent: fluency
Original:   Cottiers and Conacre in pre‐famine Ireland  , Journal of Peasant Studies, Michael Beames, pages 352-354, Volume 2, 1975 The ground was held on a year-to-year basis and rent was often paid in labour.
Revised:  Cottiers and Conacre in pre‐famine Ireland , Journal of Peasant Studies, Michael Beames, pp. 352-354, Volume 2, 1975 The ground was held on a year-to-year basis and rent was often paid in labour.
Edit intent: fluency
Original:  Chief Izuogu and his ally, Chief Iheme, were the founders of the kingdom of Arondizuogu, of which Chief Izuogu is belived to be the first king.
Revised:  Chief Izuogu and his ally, Chief Iheme, were the founders of the kingdom of Arondizuogu, of which Chief Izuogu is believed to be the first king.
Edit intent: fluency
Original:  He was a slave trader and commander who fought a his most famous battle on Ikpa Ora.
Revised:  He was a slave trader and commander who fought his most famous battle on Ikpa Ora.
Edit intent: fluency
Original: Chief Izuogu Mgbokpo of Amankwu, Arochukwu of the 18th century was a warrior in the Aro Confederacy.
Revised: Chief Izuogu Mgbokpo of Amankwu, Arochukwu was an 18th century was a warrior in the Aro Confederacy.
Edit intent: clarity
Original: Chief Izuogu Mgbokpo of Amankwu, Arochukwu of the 18th century was a warrior in the Aro Confederacy.
Revised: Chief Izuogu Mgbokpo of Amankwu, Arochukwu of the 18th century warrior in the Aro Confederacy.
Edit intent: clarity
Original:  It is said that his teeth were hammered off and his nails were plucked out by the jailer so that he could not say ' Bande Mataram' on his death.
Revised:  It is said that his teeth were hammered off and his nails were plucked out by the jailer so that he could not say ' vande Mataram' on his death.
Edit intent: fluency
Original: Surya Sen, also called Surya Kumar Sen (22 March 189412 January 1934), was a Bengali revolutionary who was influential in the Indian independence movement against British rule in Bengal and Indian subcontinent and is best known for leading the 1930 Chittagong armoury raid.
Revised: Surya Sen, also called Surya Kumar Sen (22 March 189412 January 1934), was a Bengali revolutionary who was influential in the Indian independence movement against British rule in India and is best known for leading the 1930 Chittagong armoury raid.
Edit intent: clarity
Original:  It is said that his teeth were hammered off and his nails were plucked out by the jailer so that he could not say ' vande Mataram' on his death.
Revised:  It is said that his teeth were hammered off and his nails were plucked out by the jailer so that he could not say ' Bande Mataram' on his death.
Edit intent: fluency
Original:  It is said that his teeth were hammered off and his nails were plucked out by the jailer so that he could not say ' Bande Mataram' on his death.
Revised:  It is said that his teeth were hammered off and his nails were plucked out by the jailer so that he could not say ' Vande Mataram' on his death.
Edit intent: fluency
Original:  He also served in high political offices during the Third Reich. 
Revised:  He also served in high political offices during the Third Reich. Selected works
Edit intent: clarity
Original:  He served as Governor of German South-West Africa from November 1905 until 20 May 1907.
Revised:  He served as Governor of German South West Africa from November 1905 until 20 May 1907.
Edit intent: fluency
Original:  Large I.Q variations have been found between racial groups and it is in opposition with the mainstream egalitarian ideology .
Revised:  While little variation has been found between racial groups and it is in opposition with the mainstream egalitarian ideology .
Edit intent: clarity
Original:  Similar to the RPM, subjects complete the pattern, identifying the missing piece of a 3x3 matrice from a list of eight options.
Revised:  Similar to the RPM, subjects complete the pattern, identifying the missing piece of a 3x3 matrix from a list of eight options.
Edit intent: fluency
Original:  RPM is based off pattern recognition and is a nonverbal group test, requiring the test taker to identify the missing element that completes the pattern.
Revised:  RPM is based on pattern recognition and is a nonverbal group test, requiring the test taker to identify the missing element that completes the pattern.
Edit intent: fluency
Original:  While total cerebral volume of African Americans were found to be lower, it was observed that African American participants had a proportionally larger orbitofrontal cortex and amygdala than Caucasians , but the limited number and age of participants, as well as potential participation bias, limit the legitimacy of these initial findings .
Revised:  While total cerebral volume of African Americans were found to be lower, it was observed that African American participants had a proportionally larger orbitofrontal cortex and amygdala than Caucasians .
Edit intent: coherence