wanyu/IteraTeR_v2 huggingface dataset:
Original:  Increasingly, supportive housing may be required as unemployment increases, for newly emerging groups such as newly legalized gay and lesbian partners, multi-generational immigrant groups in the new multicultural world, and for those adolescents aging out of their parents' homes to new community options.
Revised:  Increasingly, supportive housing may be required as unemployment increases, for newly emerging groups such as newly legalized gay and lesbian partners, multi-generational immigrant groups in the new multicultural world, and for those adolescents ageing out of their parents' homes to new community options.
Edit intent: fluency
Original:  One of the 2000s textbooks on Supported/ ive Housing is a report on state projects in the US for older adults which includes use of the home and community-based ( HCBS ) waiver, efforts to reform more than 43 congregate residential categories in states, use of housing subsidies for low income persons, assisted living options, "comprehensive case/care management", and technical area such as "at-risk" housing and non-profit development ( Pynoos et al ., 2004).
Revised:  One of the 2000 textbooks on Supported/ ive Housing is a report on state projects in the US for older adults which includes use of the home and community-based ( HCBS ) waiver, efforts to reform more than 43 congregate residential categories in states, use of housing subsidies for low income persons, assisted living options, "comprehensive case/care management", and technical area such as "at-risk" housing and non-profit development ( Pynoos et al ., 2004).
Edit intent: fluency
Original:  One of the 2000s textbooks on Supported/ ive Housing is a report on state projects in the US for older adults which includes use of the home and community-based ( HCBS ) waiver, efforts to reform more than 43 congregate residential categories in states, use of housing subsidies for low income persons, assisted living options, "comprehensive case/care management", and technical area such as "at-risk" housing and non-profit development ( Pynoos et al ., 2004).
Revised:  One of the 2000s textbooks on Supported/ vie Housing is a report on state projects in the US for older adults which includes use of the home and community-based ( HCBS ) waiver, efforts to reform more than 43 congregate residential categories in states, use of housing subsidies for low income persons, assisted living options, "comprehensive case/care management", and technical area such as "at-risk" housing and non-profit development ( Pynoos et al ., 2004).
Edit intent: fluency
Original:  One of the 2000s textbooks on Supported/ ive Housing is a report on state projects in the US for older adults which includes use of the home and community-based ( HCBS ) waiver, efforts to reform more than 43 congregate residential categories in states, use of housing subsidies for low income persons, assisted living options, "comprehensive case/care management", and technical area such as "at-risk" housing and non-profit development ( Pynoos et al ., 2004).
Revised:  One of the 2000s textbooks on Supported/ ive Housing is a report on state projects in the US for older adults which includes use of the home and community-based ( HOBS ) waiver, efforts to reform more than 43 congregate residential categories in states, use of housing subsidies for low income persons, assisted living options, "comprehensive case/care management", and technical area such as "at-risk" housing and non-profit development ( Pynoos et al ., 2004).
Edit intent: fluency
Original:  The CICH evaluation reported that 95\% of those individuals were in independent housing after 12 months.
Revised:  The CITE evaluation reported that 95\% of those individuals were in independent housing after 12 months.
Edit intent: clarity
Original: "Supportive Housing is Cost-Effective ," National Alliance to End Homelessness The use of supportive housing has been shown to be cost-effective, resulting in reductions in the use of shelter, ambulance, police/jail, health care, emergency room, behavior health, and other service costs.
Revised: "Supportive Housing is Cost-Effective ," National Alliance to End Homelessness The use of supportive housing has been shown to be cost-effective, resulting in reductions in the use of shelter, ambulance, police/jail, health care, emergency room, behaviour health, and other service costs.
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Original:  "Denver First Housing Collaborative: Cost Benefit Analysis and Program Outcomes report " When paired with low-income housing (or mixed-income housing), government subsidies (such as section 8 or Housing choice vouchers) and other revenue generating operations, supportive housing residences are claimed by their supporters to be capable of supporting themselves and even turning a profit (which can be used for enhanced services and amenities for the residents by a non-profit organization ).
Revised:  "Denver First Housing Collaborative: Cost Benefit Analysis and Program Outcomes report " When paired with low-income housing (or mixed-income housing), government subsidies (such as section 8 or Housing choice vouchers) and other revenue generating operations, supportive housing residences are claimed by their supporters to be capable of supporting themselves and even turning a profit (which can be used for enhanced services and amenities for the residents by a non-profit organisation ).
Edit intent: fluency
Original:  Impact on neighborhoods Supportive housing can help people facing health challenges to continue to live in the community.
Revised:  Impact on neighbourhoods Supportive housing can help people facing health challenges to continue to live in the community.
Edit intent: fluency
Original:  However, proposals for new housing projects often faced local opposition, largely based on fears regarding adverse effects on property values and crime rates, local businesses, and the quality of life in the surrounding neighborhood .
Revised:  However, proposals for new housing projects often faced local opposition, largely based on fears regarding adverse effects on property values and crime rates, local businesses, and the quality of life in the surrounding neighbourhood .
Edit intent: fluency
Original:  A 2008 study in Toronto, Canada reported: There is no evidence linking supportive housing to property values and crime rates Supportive housing tenants contribute to local businesses Neighbors do not think the supportive housing buildings have a negative impact Positive contributions of supportive housing tenants to the community One of the benefits of supportive housing which is integrated into the community Carling, P.J., Randolph, F.L., Blanch, A.K., & Ridgeway, P. (1988).
Revised:  A 2008 study in Toronto, Canada reported: There is no evidence linking supportive housing to property values and crime rates Supportive housing tenants contribute to local businesses Neighbours do not think the supportive housing buildings have a negative impact Positive contributions of supportive housing tenants to the community One of the benefits of supportive housing which is integrated into the community Carling, P.J., Randolph, F.L., Blanch, A.K., & Ridgeway, P. (1988).
Edit intent: fluency
Original:  Neighborhoods have been studied as part of the development of community support, and as places for the development of personal connections and neighborhood relations.
Revised:  Neighborhoods have been studied as part of the development of community support, and as places for the development of personal connections and neighbourhood relations.
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Original:  In addition, a capacity-based approach to neighborhood development can be made integral to the development of supportive housing, including aspects of neighborhood asset building.
Revised:  In addition, a capacity-based approach to neighbourhood development can be made integral to the development of supportive housing, including aspects of neighborhood asset building.
Edit intent: fluency
Original:  In addition, a capacity-based approach to neighborhood development can be made integral to the development of supportive housing, including aspects of neighborhood asset building.
Revised:  In addition, a capacity-based approach to neighborhood development can be made integral to the development of supportive housing, including aspects of neighbourhood asset building.
Edit intent: fluency
Original:  In many ways, these projects can be a return to neighborhood-based control of services' planning which resulted in the 1990s in new housing developments, after school programs, parent support groups, respite care and similar initiatives in the field of children's mental health,King, B. & Meyers, J. (1996).
Revised:  In many ways, these projects can be a return to neighbourhood-based control of services' planning which resulted in the 1990s in new housing developments, after school programs, parent support groups, respite care and similar initiatives in the field of children's mental health,King, B. & Meyers, J. (1996).
Edit intent: fluency
Original:  In many ways, these projects can be a return to neighborhood-based control of services' planning which resulted in the 1990s in new housing developments, after school programs, parent support groups, respite care and similar initiatives in the field of children's mental health,King, B. & Meyers, J. (1996).
Revised:  In many ways, these projects can be a return to neighborhood-based control of services' planning which resulted in the 1990 in new housing developments, after school programs, parent support groups, respite care and similar initiatives in the field of children's mental health,King, B. & Meyers, J. (1996).
Edit intent: clarity
Original:  Some projects fail to materialize because of a real or perceived lack of government program funds, charitable grants, bank loans or a combination of such funding to pay for the cost of creating and operating financially viable supportive housing.
Revised:  Some projects fail to materialise because of a real or perceived lack of government program funds, charitable grants, bank loans or a combination of such funding to pay for the cost of creating and operating financially viable supportive housing.
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Original: Supportive Housing Cookbook, 2004|www.atlastahouse.org Other organizations , however, have accessed diverse mix and match funding for highly visible community demonstrations for special population groups.
Revised: Supportive Housing Cookbook, 2004|www.atlastahouse.org Other organisations , however, have accessed diverse mix and match funding for highly visible community demonstrations for special population groups.
Edit intent: fluency
Original:  Enterprise Community Partners is one of many nonprofit organizations that finances supportive housing through tax credits, grants and loans.
Revised:  Enterprise Community Partners is one of many nonprofit organisations that finances supportive housing through tax credits, grants and loans.
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Original:  Consultants specialize in the creative use of housing financing, and supportive housing consultants and technical assistance collaboratives are now available for assistance to localities.
Revised:  Consultants specialise in the creative use of housing financing, and supportive housing consultants and technical assistance collaboratives are now available for assistance to localities.
Edit intent: fluency
Original:  Consultants specialize in the creative use of housing financing, and supportive housing consultants and technical assistance collaboratives are now available for assistance to localities.
Revised:  Consultants specialize in the creative use of housing financing, and supportive housing consultants and technical assistance collaborative are now available for assistance to localities.
Edit intent: fluency
Original:  The housing communities and institutes in the US, as early as the early 1980s , included Institute for Community Economics, McAuley Institute, Women's Institute for Housing and Economic Development, Habitat for Humanity, the Housing Technical Assistance Project of the ARCs , Local Support Corporation ( LISC ), University of Vermont ( Center for Community Change through Housing and Support), Creative Management Associates, Enterprise Foundation, and National Housing Coalition.
Revised:  The housing communities and institutes in the US, as early as the early 1980 , included Institute for Community Economics, McAuley Institute, Women's Institute for Housing and Economic Development, Habitat for Humanity, the Housing Technical Assistance Project of the ARCs , Local Support Corporation ( LISC ), University of Vermont ( Center for Community Change through Housing and Support), Creative Management Associates, Enterprise Foundation, and National Housing Coalition.
Edit intent: fluency
Original:  The housing communities and institutes in the US, as early as the early 1980s , included Institute for Community Economics, McAuley Institute, Women's Institute for Housing and Economic Development, Habitat for Humanity, the Housing Technical Assistance Project of the ARCs , Local Support Corporation ( LISC ), University of Vermont ( Center for Community Change through Housing and Support), Creative Management Associates, Enterprise Foundation, and National Housing Coalition.
Revised:  The housing communities and institutes in the US, as early as the early 1980s , included Institute for Community Economics, Macaulay Institute, Women's Institute for Housing and Economic Development, Habitat for Humanity, the Housing Technical Assistance Project of the ARCs , Local Support Corporation ( LISC ), University of Vermont ( Center for Community Change through Housing and Support), Creative Management Associates, Enterprise Foundation, and National Housing Coalition.
Edit intent: fluency
Original:  The housing communities and institutes in the US, as early as the early 1980s , included Institute for Community Economics, McAuley Institute, Women's Institute for Housing and Economic Development, Habitat for Humanity, the Housing Technical Assistance Project of the ARCs , Local Support Corporation ( LISC ), University of Vermont ( Center for Community Change through Housing and Support), Creative Management Associates, Enterprise Foundation, and National Housing Coalition.
Revised:  The housing communities and institutes in the US, as early as the early 1980s , included Institute for Community Economics, McAuley Institute, Women's Institute for Housing and Economic Development, Habitat for Humanity, the Housing Technical Assistance Project of the ARC , Local Support Corporation ( LISC ), University of Vermont ( Center for Community Change through Housing and Support), Creative Management Associates, Enterprise Foundation, and National Housing Coalition.
Edit intent: fluency
Original:  The housing communities and institutes in the US, as early as the early 1980s , included Institute for Community Economics, McAuley Institute, Women's Institute for Housing and Economic Development, Habitat for Humanity, the Housing Technical Assistance Project of the ARCs , Local Support Corporation ( LISC ), University of Vermont ( Center for Community Change through Housing and Support), Creative Management Associates, Enterprise Foundation, and National Housing Coalition.
Revised:  The housing communities and institutes in the US, as early as the early 1980s , included Institute for Community Economics, McAuley Institute, Women's Institute for Housing and Economic Development, Habitat for Humanity, the Housing Technical Assistance Project of the ARCs , Local Support Corporation ( LIST ), University of Vermont ( Center for Community Change through Housing and Support), Creative Management Associates, Enterprise Foundation, and National Housing Coalition.
Edit intent: fluency
Original:  The housing communities and institutes in the US, as early as the early 1980s , included Institute for Community Economics, McAuley Institute, Women's Institute for Housing and Economic Development, Habitat for Humanity, the Housing Technical Assistance Project of the ARCs , Local Support Corporation ( LISC ), University of Vermont ( Center for Community Change through Housing and Support), Creative Management Associates, Enterprise Foundation, and National Housing Coalition.
Revised:  The housing communities and institutes in the US, as early as the early 1980s , included Institute for Community Economics, McAuley Institute, Women's Institute for Housing and Economic Development, Habitat for Humanity, the Housing Technical Assistance Project of the ARCs , Local Support Corporation ( LISC ), University of Vermont ( Enter for Community Change through Housing and Support), Creative Management Associates, Enterprise Foundation, and National Housing Coalition.
Edit intent: fluency
Original:  Government policies and plans Where traditional solutions—institutions, charitable organizations or other methods—are recognized as inadequate solutions for the situation, national, regional and local officials have come to believe that homelessness is a problem that can and should be solved by other means.
Revised:  Government policies and plans Where traditional solutions—institutions, charitable organisations or other methods—are recognized as inadequate solutions for the situation, national, regional and local officials have come to believe that homelessness is a problem that can and should be solved by other means.
Edit intent: fluency
Original:  Government policies and plans Where traditional solutions—institutions, charitable organizations or other methods—are recognized as inadequate solutions for the situation, national, regional and local officials have come to believe that homelessness is a problem that can and should be solved by other means.
Revised:  Government policies and plans Where traditional solutions—institutions, charitable organizations or other methods—are recognised as inadequate solutions for the situation, national, regional and local officials have come to believe that homelessness is a problem that can and should be solved by other means.
Edit intent: fluency
Original:  In addition to homelessness, the movement today is to downsize or close psychiatric centers (e.g., Olmstead initiative)"...
Revised:  In addition to homelessness, the movement today is to downsize or close psychiatric centres (e.g., Olmstead initiative)"...
Edit intent: fluency
Original:  In addition to homelessness, the movement today is to downsize or close psychiatric centers (e.g., Olmstead initiative)"...
Revised:  In addition to homelessness, the movement today is to downsize or close psychiatric centers (e.g., Olmsted initiative)"...
Edit intent: fluency
Original:  The goal: put the homeless people with complex situations and needs into permanent or transitional "supportive" housing with counseling services that help them get healthy lifestyles of their own choosing.
Revised:  The goal: put the homeless people with complex situations and needs into permanent or transitional "supportive" housing with counselings services that help them get healthy lifestyles of their own choosing.
Edit intent: fluency
Original:  Beginning in the late 1990s , appropriations bills have increased funding for HUD's homeless assistance programs and targeted at least 30 percent of funding to permanent supportive housing.
Revised:  Beginning in the late 1990 , appropriations bills have increased funding for HUD's homeless assistance programs and targeted at least 30 percent of funding to permanent supportive housing.
Edit intent: clarity
Original:  From this effort spawned the United States Interagency Council on Homelessness's Opening Doors Strategic Plan to Prevent and End Homelessness in 2010.
Revised:  From this effort spawned the United States Inter agency Council on Homelessness's Opening Doors Strategic Plan to Prevent and End Homelessness in 2010.
Edit intent: fluency
Original:  With a focus on permanent supportive housing as a means of ending chronic homelessness, the plan outlines an interagency effort aligning mainstream housing, health, education, and human services.
Revised:  With a focus on permanent supportive housing as a means of ending chronic homelessness, the plan outlines an inter agency effort aligning mainstream housing, health, education, and human services.
Edit intent: fluency
Original:  "Opening Doors: Federal Strategic Plan to Prevent and End Homelessness ." Lack of expertise in development and operations One impediment to the development of additional housing stock where it is otherwise needed, permissible and feasible is the lack of real estate acquisition, development & financing expertise in the government agencies and non-profit (non-governmental) organizations interested in serving those who need and want supportive housing.
Revised:  "Opening Doors: Federal Strategic Plan to Prevent and End Homelessness ." Lack of expertise in development and operations One impediment to the development of additional housing stock where it is otherwise needed, permissible and feasible is the lack of real estate acquisition, development & financing expertise in the government agencies and non-profit (non-governmental) organisations interested in serving those who need and want supportive housing.
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Original:  The US Housing and Urban Development Department is trying to bridge that information and knowledge gap with the availability of regular reports on market and housing conditions throughout the nation, and statistics on all kinds of housing developments (e.g., homeownership , multifamily structures).
Revised:  The US Housing and Urban Development Department is trying to bridge that information and knowledge gap with the availability of regular reports on market and housing conditions throughout the nation, and statistics on all kinds of housing developments (e.g., home ownership , multifamily structures).
Edit intent: fluency
Original:  Per a study published in JAMA in 2009, a supportive housing development called 1811 Eastlake saved taxpayers $4 million in the first year of operation alone, because these residents are now off the streets and out of emergency rooms and in a safe, steady and supportive living environment.
Revised:  Per a study published in JAMS in 2009, a supportive housing development called 1811 Eastlake saved taxpayers $4 million in the first year of operation alone, because these residents are now off the streets and out of emergency rooms and in a safe, steady and supportive living environment.
Edit intent: clarity
Original:  1811 Eastlake provided assistance to homeless people with extensive health issues and still saw a savings of nearly $30,000 per tenant per year in publicly funded services, all while achieving improved housing and health outcomes.
Revised:  1811 East lake provided assistance to homeless people with extensive health issues and still saw a savings of nearly $30,000 per tenant per year in publicly funded services, all while achieving improved housing and health outcomes.
Edit intent: fluency
Original:  This represents a 35.7\% ($15,006 per person) annual cost saving for the first year following enrollment in CEP .
Revised:  This represents a 35.7\% ($15,006 per person) annual cost saving for the first year following enrolment in CAP .
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Original:  The cost-benefits can be viewed as immeasurable when viewed through the lenses of benefits to self, family, friends, neighbors, community organizations , health, safety and welfare (government), and local communities.
Revised:  The cost-benefits can be viewed as immeasurable when viewed through the lenses of benefits to self, family, friends, neighbours, community organisations , health, safety and welfare (government), and local communities.
Edit intent: fluency