wanyu/IteraTeR_full_sent huggingface dataset:
Original: %DIFDELCMD < %DIFDELCMD < %%% Drug Delivery Devices By combining glass, plastics, engineering, and analytical capabilities, the company can now develop and produce advanced, user-friendly drug delivery systems, such as pen injectors, auto-injectors, wearables, and inhalers.
Revised: %DIFDELCMD < %DIFDELCMD < %%% Drug Delivery Devices 
Edit intent: coherence
Original:   Based in Oceanside  (US), they have been acquired by Stevanato Group in 2016 and are specialized in injection molding for medical , aerospace, electronics and consumer markets.
Revised:  History page of Balda website Based in Oceanside (US), they have been acquired by Stevanato Group in 2016 and are specialized in injection molding for medical , aerospace, electronics and consumer markets.
Edit intent: meaning-changed
Original:   Based in Oceanside  (US), they have been acquired by Stevanato Group in 2016 and are specialized in injection molding for medical , aerospace, electronics and consumer markets.
Revised:  Based in Oceanside (US), they have been acquired by Stevanato Group in 2016 and are specialized in injection molding for medical market and turning machine service supporting the Aerospace, Medical, Electronic and Consumer industries. Balda website
Edit intent: meaning-changed
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. 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: Although there is an actual steam cleaning industrial process, in the context of carpet cleaning, "steam cleaning" , 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.
Edit intent: clarity
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 hot water and detergent on the carpet and simultaneously, the water and detergent is extracted, along with any dislodged and dissolved dirt.
Edit intent: fluency
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 into the carpet and simultaneously, the water and detergent is extracted, along with any dislodged and dissolved dirt.
Edit intent: clarity
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. Truck-mounted equipment may be used where electricity is unavailable, but may be unsuited to premises distant from a driveway or road, and require hoses to pass through windows to reach the upper floors of a building.
Revised:  Hot water extraction equipment may be a portable unit that plugs into an electrical outlet, or a truck mount carpet cleaner with long hoses may be used where electricity is unavailable, but may be unsuited to premises distant from a driveway or road, and require hoses to pass through windows to reach the upper floors of a building.
Edit intent: clarity
Original:  Truck-mounted equipment may be used where electricity is unavailable, but may be unsuited to premises distant from a driveway or road, and require hoses to pass through windows to reach the upper floors of a building. The hoses needed for truck-mount and professional portable carpet cleaning may present a trip hazard, and allow pets or children to escape through doors left ajar. Heated or air conditioned air can also be wasted when doors are left open for hoses. Truck-mounted carpet cleaning equipment minimizes the noise in the room being cleaned, but may cause noise and air pollution offensive to neighbors, and could violate anti-idling bylaws in some jurisdictions. 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:  Truck-mounted equipment may be used as this may be faster and more effective than portable equipment , and the extra heat will dissolve more spots and stains, and more vacuum suction power will reduce drying times .
Edit intent: clarity
Original:  Alkaline agents such as ammonia solution for synthetic carpets, or acidic solution (such as vinegar solution) for woollen carpets, are sprayed into the carpet, then agitated with a grooming brush or an automatic scrubbing machine.
Revised:  Alkaline agents such as ammonia solution for synthetic carpets, or mild acidic solutions such as dilute acetic acid for woollen carpets, are sprayed into the carpet, then agitated with a grooming brush or an automatic scrubbing machine.
Edit intent: meaning-changed
Original:  Extraction is , by far, the most important step in the hot water extraction process. Since the hot-water extraction method uses much more water than other methods like bonnet or shampoo cleaning, proper extraction and air flow are critical to avoid drying issues such as mold growth %DIFDELCMD < & %%%  browning of wool fibres.
Revised:  Thorough extraction is important to avoid problems such as mold growth %DIFDELCMD < & %%% browning of wool fibres.
Edit intent: coherence
Original:  Since the hot-water extraction method uses much more water than other methods like bonnet or shampoo cleaning, proper extraction and air flow are critical to avoid drying issues such as mold growth %DIFDELCMD < & %%%  browning of wool fibres.
Revised:  Since the hot-water extraction method uses much more water than other methods like bonnet or shampoo cleaning, proper extraction and air flow are critical to avoid drying issues such as mold growth %DIFDELCMD < & %%% and browning of wool fibres.
Edit intent: coherence
Original:  Since the hot-water extraction method uses much more water than other methods like bonnet or shampoo cleaning, proper extraction and air flow are critical to avoid drying issues such as mold growth %DIFDELCMD < & %%%  browning of wool fibres. Drying time may also be decreased by extra use of fans, de-humidifiers, and/or outdoor ventilation.
Revised:  Since the hot-water extraction method uses much more water than other methods like bonnet or shampoo cleaning, proper extraction and air flow are critical to avoid drying issues such as mold growth %DIFDELCMD < & %%% browning of wool 
Edit intent: coherence
Original:  Older surfaces, such as double jute-backed carpets and loose rugs with natural foundation yarns, could shrink after a wet treatment, leading to suppositions that wet-cleaning could also remove wrinkles. However, this notion is antiquated and this method could also occasionally tear seams or uproot strips. Newer carpets, such as with synthetic backing and foundation yarns, do not shrink, and they smooth easily; in such carpets, wrinkles indicate an underlying problem, such as delamination where the secondary backing becomes unstuck from the primary backing, that may need a certified carpet inspector to determine.
Edit intent: coherence
Original: %DIFDELCMD < %DIFDELCMD < %%% Wet-cleaning systems naturally require drying time, which may lead to concerns about very slow drying, the risk of soiling returning during drying as the moisture evaporates bringing the soils from deeper within the pile to the surface, as well as odors, bacteria, fungi, molds, and mildews.
Revised: %DIFDELCMD < %DIFDELCMD < %%% .
Edit intent: coherence
Original:  Pretreatments similar to those in dry-cleaning and "very low moisture" systems are employed, but require a longer dwell time of 15 to 20 minutes, because of lower amounts of carpet agitation. Ideal pretreatments should rinse easily and leave dry, powdery, or crystalline residue that can be flushed without contributing to re-soiling .
Revised:  using more fluid). Drying time may also be decreased by fans, de-humidifiers or simply opening windows .
Edit intent: meaning-changed
Original:  The funding for MediaSmarts is primarily derived from private sector sponsors and Canadian Government grants. "MediaSmarts - About Us", MediaSmarts The group partnered with Microsoft and Bell Canada to produce web resources for teachers and parents to protect kids online.
Revised:  The funding for MediaSmarts is primarily derived from private sector sponsors and federal government grants. The group has also partnered with Microsoft and Bell Canada to produce web resources for teachers and parents to protect kids online.
Edit intent: clarity
Original:  Research One of the large studies undertaken by MediaSmarts is   Young Canadians in a Wired World , a research study to investigate and track and the "behaviours, attitudes, and opinions"
Revised:  Research One of the large studies undertaken by MediaSmarts is Research In 2000, the organization released the results of Canada’s Children in a Wired World: The Parents’ View, Canada's first survey of Canadian parents on the subject of their children’s Internet use. Young Canadians in a Wired World , a research study to investigate and track and the "behaviours, attitudes, and opinions"
Edit intent: meaning-changed
Original:  Research One of the large studies undertaken by MediaSmarts is   Young Canadians in a Wired World , a research study to investigate and track and the "behaviours, attitudes, and opinions"
Revised:  Research One of the large studies undertaken by MediaSmarts is That same year, the organization launched a large research program called Young Canadians in a Wired World , a research study to investigate and track and the "behaviours, attitudes, and opinions"
Edit intent: meaning-changed
Original:  Research One of the large studies undertaken by MediaSmarts is   Young Canadians in a Wired World , a research study to investigate and track and the "behaviours, attitudes, and opinions"
Revised:  Research One of the large studies undertaken by MediaSmarts is Young Canadians in a Wired World (YCWW), an ongoing study to investigate and track and the "behaviours, attitudes, and opinions"
Edit intent: meaning-changed
Original:  of Internet use in Canadian children and youth . " MediaSmarts Research and Policy " , MediaSmarts Results from this   study, which indicate high levels of personal information collection by websites popular with children, "Market researchers target kids with online games", CBC News, February 4, 2008 have been cited to argue that parental supervision of child internet use alone "cannot adequately protect children" that have the highest levels of social internet use.
Revised:  of Internet use among Canadian children and youth . " MediaSmarts Research and Policy " , MediaSmarts Results from this study, which indicate high levels of personal information collection by websites popular with children, "Market researchers target kids with online games", CBC News, February 4, 2008 have been cited to argue that parental supervision of child internet use alone "cannot adequately protect children" that have the highest levels of social internet use.
Edit intent: clarity
Original:  of Internet use in Canadian children and youth . " MediaSmarts Research and Policy " , MediaSmarts Results from this   study, which indicate high levels of personal information collection by websites popular with children, "Market researchers target kids with online games", CBC News, February 4, 2008 have been cited to argue that parental supervision of child internet use alone "cannot adequately protect children" that have the highest levels of social internet use.
Revised:  of Internet use in Canadian children and youth —the largest and most comprehensive study of this kind in Canada. A year later, in 2001, the results of a " MediaSmarts Research and Policy " , MediaSmarts Results from this study, which indicate high levels of personal information collection by websites popular with children, "Market researchers target kids with online games", CBC News, February 4, 2008 have been cited to argue that parental supervision of child internet use alone "cannot adequately protect children" that have the highest levels of social internet use.
Edit intent: meaning-changed
Original:  of Internet use in Canadian children and youth . " MediaSmarts Research and Policy " , MediaSmarts Results from this   study, which indicate high levels of personal information collection by websites popular with children, "Market researchers target kids with online games", CBC News, February 4, 2008 have been cited to argue that parental supervision of child internet use alone "cannot adequately protect children" that have the highest levels of social internet use.
Revised:  of Internet use in Canadian children and youth . " groundbreaking " , MediaSmarts Results from this study, which indicate high levels of personal information collection by websites popular with children, "Market researchers target kids with online games", CBC News, February 4, 2008 have been cited to argue that parental supervision of child internet use alone "cannot adequately protect children" that have the highest levels of social internet use.
Edit intent: clarity
Original:  of Internet use in Canadian children and youth . " MediaSmarts Research and Policy " , MediaSmarts Results from this   study, which indicate high levels of personal information collection by websites popular with children, "Market researchers target kids with online games", CBC News, February 4, 2008 have been cited to argue that parental supervision of child internet use alone "cannot adequately protect children" that have the highest levels of social internet use.
Revised:  of Internet use in Canadian children and youth . " MediaSmarts Research and Policy " survey of almost 6,000 Canadian students was released by the organization: Young Canadians in a Wired World: The Students’ View. study, which indicate high levels of personal information collection by websites popular with children, "Market researchers target kids with online games", CBC News, February 4, 2008 have been cited to argue that parental supervision of child internet use alone "cannot adequately protect children" that have the highest levels of social internet use.
Edit intent: meaning-changed
Original:  of Internet use in Canadian children and youth . " MediaSmarts Research and Policy " , MediaSmarts Results from this   study, which indicate high levels of personal information collection by websites popular with children, "Market researchers target kids with online games", CBC News, February 4, 2008 have been cited to argue that parental supervision of child internet use alone "cannot adequately protect children" that have the highest levels of social internet use.
Revised:  of Internet use in Canadian children and youth . " MediaSmarts Research and Policy " , MediaSmarts Results from this In 2019, during the fourth phase of the study, the "Young Canadians in a Wired World" was renamed Young Canadians in a Wireless World. study, which indicate high levels of personal information collection by websites popular with children, "Market researchers target kids with online games", CBC News, February 4, 2008 have been cited to argue that parental supervision of child internet use alone "cannot adequately protect children" that have the highest levels of social internet use.
Edit intent: meaning-changed
Original:  of Internet use in Canadian children and youth . " MediaSmarts Research and Policy " , MediaSmarts Results from this   study, which indicate high levels of personal information collection by websites popular with children, "Market researchers target kids with online games", CBC News, February 4, 2008 have been cited to argue that parental supervision of child internet use alone "cannot adequately protect children" that have the highest levels of social internet use.
Revised:  of Internet use in Canadian children and youth . " MediaSmarts Research and Policy " , MediaSmarts Results from this Results from the ongoing study, which indicate high levels of personal information collection by websites popular with children, "Market researchers target kids with online games", CBC News, February 4, 2008 have been cited to argue that parental supervision of child internet use alone "cannot adequately protect children" that have the highest levels of social internet use.
Edit intent: meaning-changed
Original:  of Internet use in Canadian children and youth . " MediaSmarts Research and Policy " , MediaSmarts Results from this   study, which indicate high levels of personal information collection by websites popular with children, "Market researchers target kids with online games", CBC News, February 4, 2008 have been cited to argue that parental supervision of child internet use alone "cannot adequately protect children" that have the highest levels of social internet use.
Revised:  of Internet use in Canadian children and youth . " MediaSmarts Research and Policy " , MediaSmarts Results from this study, which indicate high levels of personal information collection by websites popular with children, have been cited to argue that parental supervision of child internet use alone "cannot adequately protect children" that have the highest levels of social internet use.
Edit intent: coherence
Original:  of Internet use in Canadian children and youth . " MediaSmarts Research and Policy " , MediaSmarts Results from this   study, which indicate high levels of personal information collection by websites popular with children, "Market researchers target kids with online games", CBC News, February 4, 2008 have been cited to argue that parental supervision of child internet use alone "cannot adequately protect children" that have the highest levels of social internet use.
Revised:  of Internet use in Canadian children and youth . " MediaSmarts Research and Policy " , MediaSmarts Results from this study, which indicate high levels of personal information collection by websites popular with children, "Market researchers target kids with online games", CBC News, February 4, 2008 have been cited to argue that parental supervision of child internet-use alone "cannot adequately protect children" that have the highest levels of social internet use.
Edit intent: fluency
Original:  of Internet use in Canadian children and youth . " MediaSmarts Research and Policy " , MediaSmarts Results from this   study, which indicate high levels of personal information collection by websites popular with children, "Market researchers target kids with online games", CBC News, February 4, 2008 have been cited to argue that parental supervision of child internet use alone "cannot adequately protect children" that have the highest levels of social internet use.
Revised:  of Internet use in Canadian children and youth . " MediaSmarts Research and Policy " , MediaSmarts Results from this study, which indicate high levels of personal information collection by websites popular with children, "Market researchers target kids with online games", CBC News, February 4, 2008 have been cited to argue that parental supervision of child internet use alone "cannot adequately protect children" who have the highest levels of social internet use.
Edit intent: fluency
Original:  Rebranding Formerly founded as Media Awareness Network, the organisation was relaunched on May 29, 2012 as MediaSmarts. The new brand was developed pro-bono by Toronto-based advertising agency, Brandworks."MNet launches its new brand for the digital age", MediaSmarts  Media Literacy Week Media Literacy Week "Media Literacy Week", Media Literacy Week is an annual national campaign hosted each autumn by MediaSmarts and the Canadian Teachers' Federation to promote digital and media literacy, with activities and events taking place in classrooms, libraries, museums  and community groups through over 90 collaborating organizations.
Revised:  In addition to YCWW research, MediaSmarts produces papers—both independently and in partnership with other organizations—on a variety of media issues, including digital literacy, privacy education, online civic engagement, food marketing, and Internet governance. Media Literacy Week Media Literacy Week "Media Literacy Week", Media Literacy Week is an annual national campaign hosted each autumn by MediaSmarts and the Canadian Teachers' Federation to promote digital and media literacy, with activities and events taking place in classrooms, libraries, museums and community groups through over 90 collaborating organizations.
Edit intent: meaning-changed
Original: MNet launches its new brand for the digital age", MediaSmarts  Media Literacy Week Media Literacy Week "Media Literacy Week", Media Literacy Week is an annual national campaign hosted each autumn by MediaSmarts and the Canadian Teachers' Federation to promote digital and media literacy, with activities and events taking place in classrooms, libraries, museums  and community groups through over 90 collaborating organizations.
Revised: MNet launches its new brand for the digital age", MediaSmarts Campaigns Media Literacy Week Media Literacy Week "Media Literacy Week", Media Literacy Week is an annual national campaign hosted each autumn by MediaSmarts and the Canadian Teachers' Federation to promote digital and media literacy, with activities and events taking place in classrooms, libraries, museums and community groups through over 90 collaborating organizations.
Edit intent: meaning-changed
Original: MNet launches its new brand for the digital age", MediaSmarts  Media Literacy Week Media Literacy Week "Media Literacy Week", Media Literacy Week is an annual national campaign hosted each autumn by MediaSmarts and the Canadian Teachers' Federation to promote digital and media literacy, with activities and events taking place in classrooms, libraries, museums  and community groups through over 90 collaborating organizations.
Revised: MNet launches its new brand for the digital age", MediaSmarts Media Literacy Week is a national campaign annually hosted each autumn by MediaSmarts and the Canadian Teachers' Federation to promote digital and media literacy, with activities and events taking place in classrooms, libraries, museums and community groups through over 90 collaborating organizations.
Edit intent: clarity
Original: MNet launches its new brand for the digital age", MediaSmarts  Media Literacy Week Media Literacy Week "Media Literacy Week", Media Literacy Week is an annual national campaign hosted each autumn by MediaSmarts and the Canadian Teachers' Federation to promote digital and media literacy, with activities and events taking place in classrooms, libraries, museums  and community groups through over 90 collaborating organizations.
Revised: MNet launches its new brand for the digital age", MediaSmarts Media Literacy Week Media Literacy Week "Media Literacy Week", Media Literacy Week is an annual national campaign hosted each autumn by MediaSmarts and the Canadian Teachers' Federation to promote digital and media literacy, with activities and events taking place in classrooms, libraries, museums , and community groups through over 90 collaborating organizations.
Edit intent: fluency