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2021 Cities - Vulnerability and Adaptation
This is a filtered view based on 2021 Full Cities Dataset.
| Row number | Questionnaire | Year Reported to CDP | Account Number | Organization | Country | CDP Region | Parent Section | Section | Question Number | Question Name | Column Number | Column Name | Row Number | Row Name | Response Answer | Comments | File Name | Last update |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 290401 | Cities 2021 | 2021 | 31149 | Dímos Athinaíon | Greece | Europe | 2. Climate Hazards and Vulnerability | Climate Risk and Vulnerability Assessment | 2.0c | Please explain why your city does not have a climate risk and vulnerability assessment. | 2 | Comment | 1 | Please explain | Question not applicable | 01/20/2022 02:27:05 | ||
| 290402 | Cities 2021 | 2021 | 54520 | Ville de Lausanne | Switzerland | Europe | 3. Adaptation | Adaptation Actions | 3.0 | Please describe the main actions you are taking to reduce the risk to, and vulnerability of, your city’s infrastructure, services, citizens, and businesses from climate change as identified in the Climate Hazards section. | 6 | Co-benefit area | 1 | Disaster preparedness | 01/20/2022 02:27:05 | |||
| 290403 | Cities 2021 | 2021 | 31184 | Prefeitura de São Paulo | Brazil | Latin America | 6. Opportunities | Opportunities | 6.1 | Has your city measured the wider social and economic impacts of delivering climate actions/projects/policies? If so, please provide more details on which benefits are being measured and/or a link to more information. | 3 | Further information | 1 | Response | 01/20/2022 02:27:05 | |||
| 290404 | Cities 2021 | 2021 | 54282 | Hangzhou City People's Government | China | East Asia | 3. Adaptation | Adaptation Planning | 3.2a | Please provide more information on your plan that addresses climate change adaptation and/or resilience and attach the document. Please provide details on the boundary of your plan, and where this differs from your city’s boundary, please provide an explanation. | 5 | Year of adoption of adaptation plan by local government | 0 | 01/20/2022 02:27:05 | ||||
| 290405 | Cities 2021 | 2021 | 59588 | Town of Chapel Hill, NC | United States of America | North America | 3. Adaptation | Adaptation Actions | 3.0 | Please describe the main actions you are taking to reduce the risk to, and vulnerability of, your city’s infrastructure, services, citizens, and businesses from climate change as identified in the Climate Hazards section. | 14 | Web link | 3 | https://www.townofchapelhill.org/things-to-do/get-involved/chapel-hill-peoples-academy | 01/20/2022 02:27:05 | |||
| 290406 | Cities 2021 | 2021 | 54034 | City of Grand Rapids, MI | United States of America | North America | 3. Adaptation | Adaptation Goals | 3.3 | Please describe the main goals of your city’s adaptation efforts and the metrics / KPIs for each goal. | 4 | Description of metric / indicator used to track goal | 1 | Percent Urban Tree Canopy. Urban tree canopy (UTC) covers 34% (9,775 acres) of the City of Grand Rapids. The trees that make up this urban forest provide a multitude of economic, environmental, and social benefits, conservatively valued at approximately $2.64 million annually based on carbon sequestration, air pollutant removal, and stormwater mitigation/treatment. Despite efforts to expand UTC in Grand Rapids, impacts from the Emerald Ash Borer (EAB), new development, and other factors have resulted in a net loss of 203 acres in tree canopy since a 2008 study based on 2005 aerial imagery. This is equivalent to losing 17 football fields per year over the nine year span. To increase UTC in Grand Rapids, existing trees must be protected and additional trees be planted to retain and expand the benefits of the urban forest. Current canopy is 6% below the City’s goal of 40% average tree canopy cover set in 2011. To reach the City’s urban canopy goal, 1,640 acres are needed to be planted, or 23% of all available space. Of the 37 neighborhoods within the city, 19 of these neighborhoods are below the citywide average of 34% UTC. At this time we do not have a date set to achieve this goal by. | 01/20/2022 02:27:05 | |||
| 290407 | Cities 2021 | 2021 | 850304 | Vyas Municipality | Nepal | South and West Asia | 3. Adaptation | Adaptation Goals | 3.3 | Please describe the main goals of your city’s adaptation efforts and the metrics / KPIs for each goal. | 5 | Does this goal align with a requirement from a higher level of government? | 0 | 01/20/2022 02:27:05 | ||||
| 290408 | Cities 2021 | 2021 | 54488 | Trondheim kommune | Norway | Europe | 3. Adaptation | Adaptation Planning | 3.2a | Please provide more information on your plan that addresses climate change adaptation and/or resilience and attach the document. Please provide details on the boundary of your plan, and where this differs from your city’s boundary, please provide an explanation. | 3 | Sectors/areas covered by plan that addresses climate change adaptation | 1 | Transport (Mobility) | 01/20/2022 02:27:05 | |||
| 290409 | Cities 2021 | 2021 | 54603 | Alcaldia de Pasto | Colombia | Latin America | 2. Climate Hazards and Vulnerability | Climate Hazards | 2.2 | Please identify and describe the factors that most greatly affect your city’s ability to adapt to climate change and indicate how those factors either support or challenge this ability. | 2 | Indicate if this factor either supports or challenges the ability to adapt | 4 | 01/20/2022 02:27:05 | ||||
| 290410 | Cities 2021 | 2021 | 859114 | Saku City | Japan | East Asia | 3. Adaptation | Adaptation Actions | 3.0 | Please describe the main actions you are taking to reduce the risk to, and vulnerability of, your city’s infrastructure, services, citizens, and businesses from climate change as identified in the Climate Hazards section. | 7 | Sectors/areas adaptation action applies to | 1 | Building and Infrastructure | 01/20/2022 02:27:05 | |||
| 290411 | Cities 2021 | 2021 | 73666 | Cuyahoga County, OH | United States of America | North America | 2. Climate Hazards and Vulnerability | Climate Hazards | 2.1 | Please list the most significant climate hazards faced by your city and indicate the probability and consequence of these hazards, as well as the expected future change in frequency and intensity. Please also select the most relevant assets or services that are affected by the climate hazard and provide a description of the impact. | 2 | Did this hazard significantly impact your city before 2021? | 8 | Yes | 01/20/2022 02:27:05 | |||
| 290412 | Cities 2021 | 2021 | 859158 | Izumo City | Japan | East Asia | 1. Governance and Data Management | Governance | 1.0 | Please detail sustainability goals and targets (e.g. GHG reductions) that are incorporated into your city’s master plan and describe how these are addressed in the table below. | 1 | Sustainability goals and targets | 1 | Emissions reduction targets | 01/20/2022 02:27:05 | |||
| 290413 | Cities 2021 | 2021 | 54611 | Alcaldia de Manizales | Colombia | Latin America | 0. Introduction | City Details | 0.6 | Please provide further details about the geography of your city. | 1 | Land area of the city boundary as defined in question 0.1 (in square km) | 1 | Please complete | 508 | 01/20/2022 02:27:05 | ||
| 290414 | Cities 2021 | 2021 | 60268 | Prefeitura de Brumadinho | Brazil | Latin America | 3. Adaptation | Adaptation Actions | 3.0 | Please describe the main actions you are taking to reduce the risk to, and vulnerability of, your city’s infrastructure, services, citizens, and businesses from climate change as identified in the Climate Hazards section. | 14 | Web link | 1 | http://www.brumadinho.mg.gov.br | 01/20/2022 02:27:05 | |||
| 290415 | Cities 2021 | 2021 | 31108 | City of Houston, TX | United States of America | North America | 2. Climate Hazards and Vulnerability | Climate Hazards | 2.1 | Please list the most significant climate hazards faced by your city and indicate the probability and consequence of these hazards, as well as the expected future change in frequency and intensity. Please also select the most relevant assets or services that are affected by the climate hazard and provide a description of the impact. | 8 | Future change in frequency | 3 | Increasing | 01/20/2022 02:27:05 | |||
| 290416 | Cities 2021 | 2021 | 31176 | Prefeitura do Rio de Janeiro | Brazil | Latin America | 3. Adaptation | Adaptation Actions | 3.0 | Please describe the main actions you are taking to reduce the risk to, and vulnerability of, your city’s infrastructure, services, citizens, and businesses from climate change as identified in the Climate Hazards section. | 12 | Total cost provided by the local government (currency) | 9 | 01/20/2022 02:27:05 | ||||
| 290417 | Cities 2021 | 2021 | 60400 | Municipalidad de Temuco | Chile | Latin America | 2. Climate Hazards and Vulnerability | Climate Hazards | 2.1 | Please list the most significant climate hazards faced by your city and indicate the probability and consequence of these hazards, as well as the expected future change in frequency and intensity. Please also select the most relevant assets or services that are affected by the climate hazard and provide a description of the impact. | 5 | Social impact of hazard overall | 3 | Other, please specify: Mayor probabilidad de pérdida de la biodiversidad | 01/20/2022 02:27:05 | |||
| 290418 | Cities 2021 | 2021 | 31182 | City of San Francisco, CA | United States of America | North America | 6. Opportunities | Finance and Economic Opportunities | 6.5 | List any mitigation, adaptation, water related or resilience projects you have planned within your city for which you hope to attract financing and provide details on the estimated costs and status of the project. If your city does not have any relevant projects, please select 'No relevant projects' under 'Project Area'. | 9 | Total investment cost needed | 2 | 600000 | 01/20/2022 02:27:05 | |||
| 290419 | Cities 2021 | 2021 | 59537 | City of Denton, TX | United States of America | North America | 3. Adaptation | Adaptation Actions | 3.0 | Please describe the main actions you are taking to reduce the risk to, and vulnerability of, your city’s infrastructure, services, citizens, and businesses from climate change as identified in the Climate Hazards section. | 5 | Means of implementation | 6 | Policy and regulation | 01/20/2022 02:27:05 | |||
| 290420 | Cities 2021 | 2021 | 10806 | London Borough of Enfield | United Kingdom of Great Britain and Northern Ireland | Europe | 2. Climate Hazards and Vulnerability | Climate Risk and Vulnerability Assessment | 2.0d | If the city’s climate change risk assessment has been conducted more than 4 years ago, what update/revision process does your city have in place? | 2 | Provide more details on the update / revision process for your climate risk or vulnerability assessment | 1 | Update/revision process | Question not applicable | 01/20/2022 02:27:05 | ||
| 290421 | Cities 2021 | 2021 | 50571 | City of Victoria, BC | Canada | North America | 6. Opportunities | Finance and Economic Opportunities | 6.5 | List any mitigation, adaptation, water related or resilience projects you have planned within your city for which you hope to attract financing and provide details on the estimated costs and status of the project. If your city does not have any relevant projects, please select 'No relevant projects' under 'Project Area'. | 9 | Total investment cost needed | 2 | 01/20/2022 02:27:05 | ||||
| 290422 | Cities 2021 | 2021 | 35912 | Surat Municipal Corporation | India | South and West Asia | 6. Opportunities | Finance and Economic Opportunities | 6.7 | Has your city received/secured funding for any climate projects (e.g. energy efficiency, renewable energy, low emission vehicles, waste management, flood defence etc.) from an International Financial Institution (e.g. World Bank, Asian Development Bank, etc.)? | 1 | Funding received/secured for low carbon projects or climate adaptation | 1 | Funding received/secured | Question not applicable | 01/20/2022 02:27:05 | ||
| 290423 | Cities 2021 | 2021 | 35897 | Municipality of Campinas | Brazil | Latin America | 3. Adaptation | Adaptation Actions | 3.0 | Please describe the main actions you are taking to reduce the risk to, and vulnerability of, your city’s infrastructure, services, citizens, and businesses from climate change as identified in the Climate Hazards section. | 8 | Action description and implementation progress | 4 | Por meio da Operação Estiagem, a cidade realiza campanhas de educação para o uso racional da água. A campanha também visa evitar incêndios florestais, que representam riscos à saúde pública e aos fragmentos remanescentes de vegetação nativa.Não foi contabilizado custos do projeto visto que a recuperação de áreas degradadas apresenta financiamento difuso nas três esferas de governo (Federal, Estadual e Municipal) nas ações educativas planejadas. | 01/20/2022 02:27:05 | |||
| 290424 | Cities 2021 | 2021 | 832497 | Bridgend County Borough Council | United Kingdom of Great Britain and Northern Ireland | Europe | 0. Introduction | City Details | 0.6 | Please provide further details about the geography of your city. | 1 | Land area of the city boundary as defined in question 0.1 (in square km) | 1 | Please complete | 285 | 01/20/2022 02:27:05 | ||
| 290425 | Cities 2021 | 2021 | 13506 | Nottingham City Council | United Kingdom of Great Britain and Northern Ireland | Europe | 6. Opportunities | Collaboration | 6.2a | Please provide some key examples of how your city collaborates with business and/or industries in the table below. | 1 | Collaboration area | 7 | Energy | 01/20/2022 02:27:05 | |||
| 290426 | Cities 2021 | 2021 | 859178 | Ureshino City | Japan | East Asia | 0. Introduction | City Details | 0.3 | Please provide information about your city’s Mayor or equivalent legal representative authority in the table below. | 3 | Current term end year | 1 | Please complete | 01/20/2022 02:27:05 | |||
| 290427 | Cities 2021 | 2021 | 54060 | City of Greater Sudbury / Grand Sudbury, ON | Canada | North America | 0. Introduction | City Details | 0.5 | Please provide details of your city’s current population. Report the population in the year of your reported inventory, if possible. | 1 | Current population | 1 | Please complete | 161531 | 01/20/2022 02:27:05 | ||
| 290428 | Cities 2021 | 2021 | 31051 | Coventry City Council | United Kingdom of Great Britain and Northern Ireland | Europe | 6. Opportunities | Collaboration | 6.2a | Please provide some key examples of how your city collaborates with business and/or industries in the table below. | 2 | Type of collaboration | 17 | Knowledge or data sharing | 01/20/2022 02:27:05 | |||
| 290429 | Cities 2021 | 2021 | 859191 | Nakatane Town | Japan | East Asia | 3. Adaptation | Adaptation Planning | 3.2b | Please explain why there is no published plan that addresses climate change adaptation and/or resilience and outline any future arrangements you have to create a plan. | 1 | Reason | 1 | Please explain | Question not applicable | 01/20/2022 02:27:05 | ||
| 290430 | Cities 2021 | 2021 | 50358 | Gobierno Municipal de Toluca de Lerdo | Mexico | Latin America | 2. Climate Hazards and Vulnerability | Climate Risk and Vulnerability Assessment | 2.0b | Please attach and provide details on your climate change risk and vulnerability assessment. Please provide details on the boundary of your assessment, and where this differs from your city’s boundary, please provide an explanation. | 4 | Boundary of assessment relative to city boundary (reported in 0.1) | 3 | Larger – covers the whole city and adjoining areas | 01/20/2022 02:27:05 | |||
| 290431 | Cities 2021 | 2021 | 50549 | City of Fort Worth, TX | United States of America | North America | 3. Adaptation | Adaptation Actions | 3.0 | Please describe the main actions you are taking to reduce the risk to, and vulnerability of, your city’s infrastructure, services, citizens, and businesses from climate change as identified in the Climate Hazards section. | 7 | Sectors/areas adaptation action applies to | 7 | Building and Infrastructure | 01/20/2022 02:27:05 | |||
| 290432 | Cities 2021 | 2021 | 827048 | Zhenjiang Municipal People's Government | China | East Asia | 2. Climate Hazards and Vulnerability | Climate Hazards | 2.1 | Please list the most significant climate hazards faced by your city and indicate the probability and consequence of these hazards, as well as the expected future change in frequency and intensity. Please also select the most relevant assets or services that are affected by the climate hazard and provide a description of the impact. | 6 | Most relevant assets / services affected overall | 4 | Law & order | 01/20/2022 02:27:05 | |||
| 290433 | Cities 2021 | 2021 | 59538 | City of Mississauga, ON | Canada | North America | 6. Opportunities | Opportunities | 6.0 | Please indicate the opportunities your city has identified as a result of addressing climate change and describe how the city is positioning itself to take advantage of these opportunities. | 2 | Describe how the city is maximizing this opportunity | 3 | Pursuing opportunities to generate renewable energy on municipally owned buildings through the implementation of the Climate Change Action Plan and the Corporate Green Buildings Standard | 01/20/2022 02:27:05 | |||
| 290434 | Cities 2021 | 2021 | 859055 | Masaki Town | Japan | East Asia | 1. Governance and Data Management | Governance | 1.0 | Please detail sustainability goals and targets (e.g. GHG reductions) that are incorporated into your city’s master plan and describe how these are addressed in the table below. | 2 | Description | 0 | 01/20/2022 02:27:05 | ||||
| 290435 | Cities 2021 | 2021 | 50382 | Municipio de Mérida | Mexico | Latin America | 3. Adaptation | Adaptation Goals | 3.3 | Please describe the main goals of your city’s adaptation efforts and the metrics / KPIs for each goal. | 2 | Climate hazards that adaptation goal addresses | 2 | Biological hazards > Water-borne disease | 01/20/2022 02:27:05 | |||
| 290436 | Cities 2021 | 2021 | 834251 | Municipality of Coronel Dominguez | Argentina | Latin America | 2. Climate Hazards and Vulnerability | Climate Hazards | 2.1 | Please list the most significant climate hazards faced by your city and indicate the probability and consequence of these hazards, as well as the expected future change in frequency and intensity. Please also select the most relevant assets or services that are affected by the climate hazard and provide a description of the impact. | 5 | Social impact of hazard overall | 6 | Fluctuating socio-economic conditions | 01/20/2022 02:27:05 | |||
| 290437 | Cities 2021 | 2021 | 54336 | City of Hamamatsu | Japan | East Asia | 6. Opportunities | Collaboration | 6.2a | Please provide some key examples of how your city collaborates with business and/or industries in the table below. | 2 | Type of collaboration | 1 | Knowledge or data sharing | 01/20/2022 02:27:05 | |||
| 290438 | Cities 2021 | 2021 | 52897 | City of Aspen, CO | United States of America | North America | 3. Adaptation | Adaptation Actions | 3.0 | Please describe the main actions you are taking to reduce the risk to, and vulnerability of, your city’s infrastructure, services, citizens, and businesses from climate change as identified in the Climate Hazards section. | 6 | Co-benefit area | 5 | Disaster preparedness | 01/20/2022 02:27:05 | |||
| 290439 | Cities 2021 | 2021 | 834190 | Kurashiki City | Japan | East Asia | 3. Adaptation | Adaptation Actions | 3.0 | Please describe the main actions you are taking to reduce the risk to, and vulnerability of, your city’s infrastructure, services, citizens, and businesses from climate change as identified in the Climate Hazards section. | 7 | Sectors/areas adaptation action applies to | 0 | 01/20/2022 02:27:05 | ||||
| 290440 | Cities 2021 | 2021 | 59669 | City of North Vancouver, BC | Canada | North America | 2. Climate Hazards and Vulnerability | Climate Hazards | 2.1 | Please list the most significant climate hazards faced by your city and indicate the probability and consequence of these hazards, as well as the expected future change in frequency and intensity. Please also select the most relevant assets or services that are affected by the climate hazard and provide a description of the impact. | 5 | Social impact of hazard overall | 4 | Other, please specify: Decreased public safety | 01/20/2022 02:27:05 | |||
| 290441 | Cities 2021 | 2021 | 859145 | Oyamazaki Town | Japan | East Asia | 3. Adaptation | Adaptation Planning Process | 3.6 | Please explain how your city is evaluating inclusion and equity in the design, implementation or monitoring of the city's climate actions (equity assessments). | 1 | How city is evaluating inclusion and equity | 1 | Response | Question not applicable | 01/20/2022 02:27:05 | ||
| 290442 | Cities 2021 | 2021 | 50392 | Prefeitura de Vitória | Brazil | Latin America | 3. Adaptation | Adaptation Actions | 3.0 | Please describe the main actions you are taking to reduce the risk to, and vulnerability of, your city’s infrastructure, services, citizens, and businesses from climate change as identified in the Climate Hazards section. | 7 | Sectors/areas adaptation action applies to | 1 | Building and Infrastructure | 01/20/2022 02:27:05 | |||
| 290443 | Cities 2021 | 2021 | 840915 | Prefeitura de Curvelo | Brazil | Latin America | 6. Opportunities | Opportunities | 6.0 | Please indicate the opportunities your city has identified as a result of addressing climate change and describe how the city is positioning itself to take advantage of these opportunities. | 1 | Opportunity | 3 | Development of circular economy models and businesses | 01/20/2022 02:27:05 | |||
| 290444 | Cities 2021 | 2021 | 36223 | Antananarivo | Madagascar | Africa | 2. Climate Hazards and Vulnerability | Climate Hazards | 2.2 | Please identify and describe the factors that most greatly affect your city’s ability to adapt to climate change and indicate how those factors either support or challenge this ability. | 2 | Indicate if this factor either supports or challenges the ability to adapt | 1 | Challenges | 01/20/2022 02:27:05 | |||
| 290445 | Cities 2021 | 2021 | 859070 | Iwate Town | Japan | East Asia | 6. Opportunities | Finance and Economic Opportunities | 6.8 | Has your city established a fund to invest in climate projects? | 1 | Funds to invest in climate projects | 1 | Funds | Question not applicable | 01/20/2022 02:27:05 | ||
| 290446 | Cities 2021 | 2021 | 54461 | Gemeente Groningen | Netherlands | Europe | 2. Climate Hazards and Vulnerability | Climate Hazards | 2.1 | Please list the most significant climate hazards faced by your city and indicate the probability and consequence of these hazards, as well as the expected future change in frequency and intensity. Please also select the most relevant assets or services that are affected by the climate hazard and provide a description of the impact. | 3 | Current probability of hazard | 2 | High | 01/20/2022 02:27:05 | |||
| 290447 | Cities 2021 | 2021 | 1850 | Birmingham City Council | United Kingdom of Great Britain and Northern Ireland | Europe | 2. Climate Hazards and Vulnerability | Climate Hazards | 2.1 | Please list the most significant climate hazards faced by your city and indicate the probability and consequence of these hazards, as well as the expected future change in frequency and intensity. Please also select the most relevant assets or services that are affected by the climate hazard and provide a description of the impact. | 12 | Please describe the impacts experienced so far, and how you expect the hazard to impact in the future | 1 | Events have highlighted vulnerable zones in the city - in Selly Oak, Witton and Northfield; for large scale events (10,000 residents). More frequent localised events, continue to occur across the city through local storm events. | 01/20/2022 02:27:05 | |||
| 290448 | Cities 2021 | 2021 | 826396 | Munícipio de Sintra | Portugal | Europe | 2. Climate Hazards and Vulnerability | Climate Risk and Vulnerability Assessment | 2.0b | Please attach and provide details on your climate change risk and vulnerability assessment. Please provide details on the boundary of your assessment, and where this differs from your city’s boundary, please provide an explanation. | 2 | Web link | 3 | 01/20/2022 02:27:05 | ||||
| 290449 | Cities 2021 | 2021 | 859126 | Iwata City | Japan | East Asia | 6. Opportunities | Finance and Economic Opportunities | 6.7 | Has your city received/secured funding for any climate projects (e.g. energy efficiency, renewable energy, low emission vehicles, waste management, flood defence etc.) from an International Financial Institution (e.g. World Bank, Asian Development Bank, etc.)? | 1 | Funding received/secured for low carbon projects or climate adaptation | 1 | Funding received/secured | Question not applicable | 01/20/2022 02:27:05 | ||
| 290450 | Cities 2021 | 2021 | 74673 | İzmir Metropolitan Municipality | Turkey | Europe | 2. Climate Hazards and Vulnerability | Climate Hazards | 2.1 | Please list the most significant climate hazards faced by your city and indicate the probability and consequence of these hazards, as well as the expected future change in frequency and intensity. Please also select the most relevant assets or services that are affected by the climate hazard and provide a description of the impact. | 5 | Social impact of hazard overall | 6 | Increased demand for public services | 01/20/2022 02:27:05 |
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Description
This data is collected through the CDP-ICLEI Unified Reporting System. When using this data, please cite both organisations using the following wording: ‘This data was collected in partnership by CDP and ICLEI - Local Governments for Sustainability’.
This dataset contains a subset of the related full cities dataset, covering Climate Risk and Vulnerability Assessment and Adaptation Action questions for publicly disclosing cities in 2021. The platform is still open and the dataset is updated daily to reflect new submissions.
To view the cities 2021 questionnaire guidance, including all questions asked to cities in 2021, visit https://www.cdp.net/en/guidance/guidance-for-cities.
For any questions, including guidance on how to reference this data in your own work, please contact cities@cdp.net.
Please note that this dataset may contain data from cities or, in some instances, groups of cities at different administrative levels. This includes metropolitan areas, combined authorities, and some regional councils.
When using the inventory data for aggregation, comparison and trend analysis, please note that the inventory data is based on non-verified self-reported city inputs. The reported inventory may not include all emission sources within the city boundary.
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