wanyu/IteraTeR_v2 huggingface dataset:
Original:   Research has shown that for this reason, fathers tend to invest more resources in children that look and smell like them.
Revised:  However, "Human males do spend a lot of time investing in their kids and they invest quite heavily...That is a sharp contrast with other mammals, including our closest primate kin." Research has shown that for this reason, fathers tend to invest more resources in children that look and smell like them.
Edit intent: coherence
Original: Male/paternal role Males have less investment in potential offspring and are in general less adept in their nurturing skills due to a greater emphasis on genetic reproduction, because any children that their mate births may or may not be their own.
Revised: Male/paternal role Males have less investment in potential offspring and are generally less adept in their nurturing skills due to a greater emphasis on genetic reproduction, because any children that their mate births may or may not be their own.
Edit intent: fluency
Original: Parents play a significant role in determining the offspring's future mates, with greater influence on daughters.
Revised: Parents play a significant role in determining the offspring's future mates, with greiiiiiiater influence on daughters.
Edit intent: fluency
Original: Parents play a significant role in determining the offspring's future mates, with greiiiiiiater influence on daughters.
Revised: Parents play a significant role in determining the offspring's future mates, with greater influence on daughters.
Edit intent: fluency
Original:  The Dutch had captured the Zeelandia earlier in the year and the English recapture was the last battle before the wars end between England and Holland .
Revised:  The Dutch had captured the Zeelandia earlier in the year and the English recapture was the last battle before the wars end between England and the Dutch Republic .
Edit intent: clarity
Original:  News arrived two weeks later from the Netherlands to announce that the colony was to be restored to Holland according to the Treaty.
Revised:  News arrived two weeks later from the Netherlands to announce that the colony was to be restored to the Dutch Republic according to the Treaty.
Edit intent: clarity
Original: Harman after a four day lull occasioned by a lack of winds soon lost patience and on 17 October the English launched a combined land and sea assault after a heavy bombardment.
Revised: Harman after a four-day lull occasioned by a lack of winds soon lost patience and on 17 October the English launched a combined land and sea assault after a heavy bombardment.
Edit intent: fluency
Original: Background With the Anglo-Spanish war still raging, English privateers were harassing Spanish shipping.
Revised: Background Throughout the Anglo-Spanish war still raging, English privateers were harassing Spanish shipping.
Edit intent: clarity
Original: Background With the Anglo-Spanish war still raging, English privateers were harassing Spanish shipping.
Revised: Background With the Anglo-Spanish war English privateers harassed Spanish shipping.
Edit intent: clarity
Original:  These were mainly London merchants who, in a grinding war of attrition, were still able to roam the coast of the Spanish New World.
Revised:  These were mainly London merchants who, in a grinding war of attrition, were able to roam the coast of the Spanish New World.
Edit intent: clarity
Original:  In charge of one of these expeditions was veteran Christopher Newport  who had been in the Caribbean since 1602 and had continually returned.
Revised:  In charge of one of these expeditions was veteran Christopher Newport , who had been in the Caribbean since 1602 and had continually returned.
Edit intent: fluency
Original:  In charge of one of these expeditions was veteran Christopher Newport  who had been in the Caribbean since 1602 and had continually returned.
Revised:  In charge of one of these expeditions was veteran Christopher Newport who had been in the Caribbean since 1602.
Edit intent: coherence
Original: Williams pp. 180–181 In November 1602, at the smuggling outpost of Tortuga at northern Hispaniola, Newport had teamed up with Captain Michael Geare (another veteran of raiding the Spanish Main) who himself had teamed up with three French slavers to attack a pair of Spanish galleons expected soon at Puerto Caballos (modern-day Puerto Cortés, Honduras).
Revised: Williams pp. 180–181 In November 1602, at the smuggling outpost of Tortuga off the coast of northern Hispaniola, Newport had teamed up with Captain Michael Geare (another veteran of raiding the Spanish Main) who himself had teamed up with three French slavers to attack a pair of Spanish galleons expected soon at Puerto Caballos (modern-day Puerto Cortés, Honduras).
Edit intent: clarity
Original: Williams pp. 180–181 In November 1602, at the smuggling outpost of Tortuga at northern Hispaniola, Newport had teamed up with Captain Michael Geare (another veteran of raiding the Spanish Main) who himself had teamed up with three French slavers to attack a pair of Spanish galleons expected soon at Puerto Caballos (modern-day Puerto Cortés, Honduras).
Revised: Williams pp. 180–181 In November 1602, at the smuggling outpost of Tortuga at northern Hispaniola, Newport had teamed up with Captain Michael Geare (another veteran of raiding the Spanish Main) who had teamed up with three French slavers to attack a pair of Spanish galleons expected soon at Puerto Caballos (modern-day Puerto Cortés, Honduras).
Edit intent: clarity
Original:  Newport had successfully raided Puerto Caballos before  in May 1592, where he captured a 200-ton merchantmen.
Revised:  Newport had successfully raided Puerto Caballos before , in May 1592, where he captured a 200-ton merchantmen.
Edit intent: fluency
Original:  Newport had successfully raided Puerto Caballos before  in May 1592, where he captured a 200-ton merchantmen.
Revised:  Newport had successfully raided Puerto Caballos before in May 1592, when he captured a 200-ton merchantmen.
Edit intent: coherence
Original:  He knew the area well but the fleet needed supplies badly so they headed first for Jamaica.
Revised:  He knew the area well but the fleet needed supplies badly so it headed first for Jamaica.
Edit intent: clarity
Original:  One mechanism assures that the average firing rate of these neurons is kept reasonable through synaptic scaling.
Revised:  One mechanism assures that the average firing rate of these neurons is kept at a reasonable rate through synaptic scaling.
Edit intent: clarity
Original:  Hebbian plasticity, an ubiquitous form of homosynaptic, associative plasticity, is believed to underly learning and memory.
Revised:  Hebbian plasticity, an ubiquitous form of homosynaptic, associative plasticity, is believed to underlie learning and memory.
Edit intent: fluency
Original:  J Neurosci 33, 15915--15929.
Revised:  J Neurosci 33, 15915–15929.
Edit intent: fluency
Original:  The term is most commonly used in the medicinal and physiological fields, where it is describes the development or redevelopment of mineralized structures in organisms such as teeth or bone.
Revised:  The term is most commonly used in the medicinal and physiological fields, where it describes the development or redevelopment of mineralized structures in organisms such as teeth or bone.
Edit intent: fluency
Original:  Remineralization is normally viewed as it relates to the cycling of the major biologically-important elements such as carbon, nitrogen and phosphorus.
Revised:  Remineralisation is normally viewed as it relates to the cycling of the major biologically-important elements such as carbon, nitrogen and phosphorus.
Edit intent: fluency
Original: Remineralization in sediments Reactions Relative favorability of reduction reactions in marine sediments based on thermodynamic energetics.
Revised: Remineralisation in sediments Reactions Relative favorability of reduction reactions in marine sediments based on thermodynamic energetics.
Edit intent: fluency
Original:  A quarter of all organic material that exits the photic zone makes it to the seafloor without being remineralized and 90\% of that remaining material is remineralized in sediments itself.
Revised:  A quarter of all organic material that exits the photic zone makes it to the seafloor without being remineralised and 90\% of that remaining material is remineralized in sediments itself.
Edit intent: fluency
Original:  A quarter of all organic material that exits the photic zone makes it to the seafloor without being remineralized and 90\% of that remaining material is remineralized in sediments itself.
Revised:  A quarter of all organic material that exits the photic zone makes it to the seafloor without being remineralized and 90\% of that remaining material is remineralised in sediments itself.
Edit intent: fluency
Original:  Once in the sediment, organic remineralization may occur through a variety of reactions.
Revised:  Once in the sediment, organic remineralisation may occur through a variety of reactions.
Edit intent: fluency
Original:  The following reactions are the primary ways in which organic matter is remineralized , in them general organic matter (OM) is often represented by the shorthand: . Aerobic respiration is the most preferred remineralization reaction due to its high energy yield.
Revised:  The following reactions are the primary ways in which organic matter is remineralised , in them general organic matter (OM) is often represented by the shorthand: . Aerobic respiration is the most preferred remineralization reaction due to its high energy yield.
Edit intent: fluency
Original:  The following reactions are the primary ways in which organic matter is remineralized , in them general organic matter (OM) is often represented by the shorthand: . Aerobic respiration is the most preferred remineralization reaction due to its high energy yield.
Revised:  The following reactions are the primary ways in which organic matter is remineralized , in them general organic matter (OM) is often represented by the shorthand: . Aerobic respiration is the most preferred remineralisation reaction due to its high energy yield.
Edit intent: fluency
Original:  In instances in which the environment is suboxic or anoxic, organisms will prefer to utilize denitrification to remineralize organic matter as it provides the second largest amount of energy.
Revised:  In instances in which the environment is suboxic or anoxic, organisms will prefer to utilize denitrification to remineralise organic matter as it provides the second largest amount of energy.
Edit intent: fluency
Original: Remineralization in the open ocean Food web showing the flow of carbon in the open ocean|238x238px In most open ocean ecosystems only a small fraction of organic matter reaches the seafloor.
Revised: Remineralisation in the open ocean Food web showing the flow of carbon in the open ocean|238x238px In most open ocean ecosystems only a small fraction of organic matter reaches the seafloor.
Edit intent: fluency
Original:  As a result of this, the pool of remineralized carbon (which generally takes the form of carbon dioxide) tends to increase in th Most remineralization is done with dissolved organic carbon (DOC).
Revised:  As a result of this, the pool of remineralised carbon (which generally takes the form of carbon dioxide) tends to increase in th Most remineralization is done with dissolved organic carbon (DOC).
Edit intent: fluency
Original:  As a result of this, the pool of remineralized carbon (which generally takes the form of carbon dioxide) tends to increase in th Most remineralization is done with dissolved organic carbon (DOC).
Revised:  As a result of this, the pool of remineralized carbon (which generally takes the form of carbon dioxide) tends to increase in th Most remineralisation is done with dissolved organic carbon (DOC).
Edit intent: fluency
Original:  Studies have shown that it is larger sinking particles that transport matter down to the sea floor while suspended particles and dissolved organics are mostly consumed by remineralization .
Revised:  Studies have shown that it is larger sinking particles that transport matter down to the sea floor while suspended particles and dissolved organics are mostly consumed by remineralisation .
Edit intent: fluency
Original:  With the microbial community making up 90\% of marine biomass, it is particles smaller than the microbes (on the order of ) that will be taken up for remineralization
Revised:  With the microbial community making up 90\% of marine biomass, it is particles smaller than the microbes (on the order of ) that will be taken up for remineralisation
Edit intent: fluency
Original:  Career After some spells on several Indonesian Super League and Liga 1 clubs, he signed for the newly promoted club Aceh United for 2018 Liga 2 season.
Revised:  Club career After some spells on several Indonesian Super League and Liga 1 clubs, he signed for the newly promoted club Aceh United for 2018 Liga 2 season.
Edit intent: coherence
Original:  Dry-cleaning  and "very low moisture" systems are also often faster and less labor-intensive than wet-extraction systems.
Revised:  Dry and "very low moisture" systems are also often faster and less labor-intensive than wet-extraction systems.
Edit intent: coherence
Original: Why carpet cleaning is importantWow carpet cleaning can help you to kill dust mites and allergens for your health and safety
Revised: Why carpet cleaning is importantHow carpet cleaning can help you to kill dust mites and allergens for your health and safety
Edit intent: fluency
Original: Health Safety Considering of cleaning carpets regularly once every 6 months because of reasons that concern hygiene, but also for preserving the life of carpets.
Revised:  Safety Considering of cleaning carpets regularly once every 6 months because of reasons that concern hygiene, but also for preserving the life of carpets.
Edit intent: coherence
Original: Although there is an actual steam cleaning industrial process, in the context of carpet cleaning, "steam cleaning" is often mistaken for hot water soil extraction cleaning, which is professionally known as HWE.
Revised: Hot water extraction, sometimes mistakenly called "steam cleaning" is often mistaken for hot water soil extraction cleaning, which is professionally known as HWE.
Edit intent: coherence
Original:  The hot water soil extraction cleaning method uses equipment that sprays heated water and detergent on the carpet and simultaneously, the water and detergent is extracted, along with any dislodged and dissolved dirt.
Revised:  The hot water soil extraction cleaning method uses equipment that sprays heated water and detergent on the carpet and extracts it along with any dislodged and dissolved dirt.
Edit intent: coherence
Original:  Hot water extraction equipment may be a portable unit that plugs into an electrical outlet, or a truck mount carpet cleaner requiring long hoses from the truck or trailer.
Revised:  Hot water extraction equipment may be a portable electrical units, or for large jobs truck mount carpet cleaner requiring long hoses from the truck or trailer.
Edit intent: clarity
Original:  However, truck-mounted cleaning is much faster than portable equipment , and the extra heat will dissolve more spots and stains, and more vacuum suction power will reduce drying times .
Revised:  However, truck-mounted cleaning is much faster than portable equipment .
Edit intent: coherence
Original:  Next, a pressurized manual or automatic cleaning tool ( known as a wand ) passes over the surface to rinse out all pre-conditioner, residue, and particulates.
Revised:  Next, a pressurized manual or automatic cleaning tool known as a wand ) passes over the surface to rinse out all pre-conditioner, residue, and particulates.
Edit intent: fluency
Original:  Next, a pressurized manual or automatic cleaning tool ( known as a wand ) passes over the surface to rinse out all pre-conditioner, residue, and particulates.
Revised:  Next, a pressurized manual or automatic cleaning tool ( known as a wand passes over the surface to rinse out all pre-conditioner, residue, and particulates.
Edit intent: fluency
Original:  If an alkaline detergent is used on a woollen carpet, use of a mild acetic acid solution will  restore neutral fiber pH.
Revised:  If an alkaline detergent is used on a woollen carpet, a mild acetic acid solution will restore neutral fiber pH.
Edit intent: fluency
Original:  The acidic rinse thus neutralizes the alkaline residues, and can contribute to softening cleaned fabrics.
Edit intent: coherence
Original:  Carpet cleaning specialists try to find a balance between rapid drying ( attributable to lower flow rate through the cleaning jets of a spray system ) and the need to remove the most soil ( attributable to higher flow rate).
Revised:  Carpet cleaning specialists try to find a balance between rapid drying ( attributable to lower flow rate through the cleaning jets of a spray system ) and the need to remove the most soil ( 
Edit intent: clarity
Original:  The benefit of dry carpet cleaning, over wet solutions, is that dry chemical compounds don't attract dirt, like dried shampoo.
Revised:  The benefit of dry carpet cleaning, over wet solutions, is that dry chemical compounds do not attract dirt, like dried shampoo.
Edit intent: fluency
Original:  But it 's very difficult to remove all residues , the residues can cause allergies and biological compounds may cause discolourations on carpets.
Revised:  However, it is very difficult to remove all residues , the residues can cause allergies and biological compounds may cause discolourations on carpets.
Edit intent: fluency
Original:  But it 's very difficult to remove all residues , the residues can cause allergies and biological compounds may cause discolourations on carpets.
Revised:  But it 's very difficult to remove all residues . The residues can cause allergies and biological compounds may cause discolourations on carpets.
Edit intent: fluency
Original:  Dry residue is vacuumable immediately (20-30 min. drytime ), either separately or from a built-in unit of the cleaning-system machine.
Revised:  Dry residue is vacuumable immediately (20-30 min. drying time ), either separately or from a built-in unit of the cleaning-system machine.
Edit intent: fluency
Original:  Uri Zoller, Handbook of Detergents, Part E: P. 241, CRC Press, 29 October 2008
Edit intent: coherence
Original:    For people with dementia, the medication appropriateness tool for comorbid health conditions during dementia (MATCH-D) can help clinicians identify when and what to consider deprescribing   .
Revised:  For people with dementia, the medication appropriateness tool for comorbid health conditions during dementia (MATCH-D) can help clinicians identify when and what to consider deprescribing . .
Edit intent: fluency
Original: Further reading Polypharmacy Medication Appropriateness Tool for Comorbid Health Conditions During Dementia (MATCH-D) Beers Criteria Medication discontinuation%DIFDELCMD < %DIFDELCMD < %%% Overmedication Prescription cascade Drug interaction External Resources Scott IA, Hilmer SN, Reeve E, Potter K, Le Couteur D, Rigby D, Gnjidic D, Del Mar CB, Roughead EE, Page A, Jansen J. Reducing inappropriate polypharmacy: the process of deprescribing.
Revised: Further reading Polypharmacy Medication Appropriateness Tool for Comorbid Health Conditions During Dementia (MATCH-D) Medication discontinuation%DIFDELCMD < %DIFDELCMD < %%% Overmedication Prescription cascade Drug interaction External Resources Scott IA, Hilmer SN, Reeve E, Potter K, Le Couteur D, Rigby D, Gnjidic D, Del Mar CB, Roughead EE, Page A, Jansen J. Reducing inappropriate polypharmacy: the process of deprescribing.
Edit intent: coherence
Original: Further reading Polypharmacy Medication Appropriateness Tool for Comorbid Health Conditions During Dementia (MATCH-D) Beers Criteria Medication discontinuation%DIFDELCMD < %DIFDELCMD < %%% Overmedication Prescription cascade Drug interaction External Resources Scott IA, Hilmer SN, Reeve E, Potter K, Le Couteur D, Rigby D, Gnjidic D, Del Mar CB, Roughead EE, Page A, Jansen J. Reducing inappropriate polypharmacy: the process of deprescribing.
Revised: Further reading Polypharmacy Medication Appropriateness Tool for Comorbid Health Conditions During Dementia (MATCH-D) Beers Criteria %DIFDELCMD < %DIFDELCMD < %%% Overmedication Prescription cascade Drug interaction External Resources Scott IA, Hilmer SN, Reeve E, Potter K, Le Couteur D, Rigby D, Gnjidic D, Del Mar CB, Roughead EE, Page A, Jansen J. Reducing inappropriate polypharmacy: the process of deprescribing.
Edit intent: clarity
Original: Further reading Polypharmacy Medication Appropriateness Tool for Comorbid Health Conditions During Dementia (MATCH-D) Beers Criteria Medication discontinuation%DIFDELCMD < %DIFDELCMD < %%% Overmedication Prescription cascade Drug interaction External Resources Scott IA, Hilmer SN, Reeve E, Potter K, Le Couteur D, Rigby D, Gnjidic D, Del Mar CB, Roughead EE, Page A, Jansen J. Reducing inappropriate polypharmacy: the process of deprescribing.
Revised: Further reading Polypharmacy Medication Appropriateness Tool for Comorbid Health Conditions During Dementia (MATCH-D) Beers Criteria Medication discontinuation%DIFDELCMD < %DIFDELCMD < %%% Prescription cascade Drug interaction External Resources Scott IA, Hilmer SN, Reeve E, Potter K, Le Couteur D, Rigby D, Gnjidic D, Del Mar CB, Roughead EE, Page A, Jansen J. Reducing inappropriate polypharmacy: the process of deprescribing.
Edit intent: fluency
Original: Further reading Polypharmacy Medication Appropriateness Tool for Comorbid Health Conditions During Dementia (MATCH-D) Beers Criteria Medication discontinuation%DIFDELCMD < %DIFDELCMD < %%% Overmedication Prescription cascade Drug interaction External Resources Scott IA, Hilmer SN, Reeve E, Potter K, Le Couteur D, Rigby D, Gnjidic D, Del Mar CB, Roughead EE, Page A, Jansen J. Reducing inappropriate polypharmacy: the process of deprescribing.
Revised: Further reading Polypharmacy Medication Appropriateness Tool for Comorbid Health Conditions During Dementia (MATCH-D) Beers Criteria Medication discontinuation%DIFDELCMD < %DIFDELCMD < %%% Overmedication Beers Criteria Medication discontinuation Overmedication Prescription cascade Drug interaction External Resources Scott IA, Hilmer SN, Reeve E, Potter K, Le Couteur D, Rigby D, Gnjidic D, Del Mar CB, Roughead EE, Page A, Jansen J. Reducing inappropriate polypharmacy: the process of deprescribing.
Edit intent: fluency
Original: Further reading Polypharmacy Medication Appropriateness Tool for Comorbid Health Conditions During Dementia (MATCH-D) Beers Criteria Medication discontinuation%DIFDELCMD < %DIFDELCMD < %%% Overmedication Prescription cascade Drug interaction External Resources Scott IA, Hilmer SN, Reeve E, Potter K, Le Couteur D, Rigby D, Gnjidic D, Del Mar CB, Roughead EE, Page A, Jansen J. Reducing inappropriate polypharmacy: the process of deprescribing.
Revised: Further reading Polypharmacy Medication Appropriateness Tool for Comorbid Health Conditions During Dementia (MATCH-D) Beers Criteria Medication discontinuation%DIFDELCMD < %DIFDELCMD < %%% Overmedication Prescription cascade Drug interaction Further reading Scott IA, Hilmer SN, Reeve E, Potter K, Le Couteur D, Rigby D, Gnjidic D, Del Mar CB, Roughead EE, Page A, Jansen J. Reducing inappropriate polypharmacy: the process of deprescribing.
Edit intent: coherence
Original:  Deprescription is the opposite of a Medical prescription a drug.
Revised:  Deprescribing is the opposite of a Medical prescription a drug.
Edit intent: fluency
Original:  Deprescription is the opposite of a Medical prescription a drug.
Revised:  Deprescription is the opposite of prescribing a drug.
Edit intent: clarity
Original:  Deprescription has been shown to reduce the number of falls that people experience, but not to change the risk of having the first fall.
Revised:  Deprescribing has been shown to reduce the number of falls that people experience, but not to change the risk of having the first fall.
Edit intent: fluency