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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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 117701 | Cities 2021 | 2021 | 42120 | City of Salvador | Brazil | 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. | 1 | Factors that affect ability to adapt | 1 | Housing | 01/20/2022 02:27:05 | |||
| 117702 | Cities 2021 | 2021 | 831618 | Yaoundé 4 | Cameroon | Africa | 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. | 8 | Areas/sectors covered by the risk and vulnerability assessment | 2 | Waste Management | 01/20/2022 02:27:05 | |||
| 117703 | Cities 2021 | 2021 | 73695 | Uranga | 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. | 12 | Please describe the impacts experienced so far, and how you expect the hazard to impact in the future | 11 | Pérdida de rendimiento de actividades productivas. Afectación a la salud. | 01/20/2022 02:27:05 | |||
| 117704 | Cities 2021 | 2021 | 74453 | City of Highland Park, IL | 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. | 10 | Future expected magnitude of hazard | 1 | High | 01/20/2022 02:27:05 | |||
| 117705 | Cities 2021 | 2021 | 826429 | Município de Figueira da Foz | Portugal | Europe | 6. Opportunities | Finance and Economic Opportunities | 6.9 | Has your city taken steps to decarbonize the investments held by the city retirement funds and/or municipal investments, e.g. by making a commitment to divest from fossil fuels and/or increase sustainable investments? | 1 | Response | 2 | Investments held by the city retirement funds, e.g. by making a commitment to divest from fossil fuels and/or increase sustainable investments? | Question not applicable | 01/20/2022 02:27:05 | ||
| 117706 | Cities 2021 | 2021 | 859066 | Ashoro-Town | Japan | East Asia | 2. Climate Hazards and Vulnerability | Climate Hazards | 2.3a | Please report on how climate change impacts health outcomes and health services in your city. | 6 | Please identify which vulnerable populations are affected by these climate-related impacts | 0 | Question not applicable | 01/20/2022 02:27:05 | |||
| 117707 | Cities 2021 | 2021 | 54611 | Alcaldia de Manizales | Colombia | 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. | 5 | Means of implementation | 10 | Assessment and evaluation activities | 01/20/2022 02:27:05 | |||
| 117708 | Cities 2021 | 2021 | 36426 | Rīgas valstspilsētas pašvaldība | Latvia | Europe | 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 | 16 | 0 | Sources of information: Riga City Council, City Development Department, https://www.rdpad.lv/projekti/Riga Energy Agency, https://rea.riga.lv/lv/projekti | 01/20/2022 02:27:05 | ||
| 117709 | Cities 2021 | 2021 | 54085 | City of Savannah, GA | 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. | 5 | Social impact of hazard overall | 2 | Increased demand for public services | 01/20/2022 02:27:05 | |||
| 117710 | Cities 2021 | 2021 | 61427 | Municipality of Nacala | Mozambique | Africa | 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 | 33 | Disaster preparedness | 01/20/2022 02:27:05 | |||
| 117711 | Cities 2021 | 2021 | 54088 | City of Peterborough, ON | Canada | North America | 6. Opportunities | Finance and Economic Opportunities | 6.9 | Has your city taken steps to decarbonize the investments held by the city retirement funds and/or municipal investments, e.g. by making a commitment to divest from fossil fuels and/or increase sustainable investments? | 2 | Please provide more details about how your city is taking steps to decarbonize the investments | 2 | Investments held by the city retirement funds, e.g. by making a commitment to divest from fossil fuels and/or increase sustainable investments? | Question not applicable | 01/20/2022 02:27:05 | ||
| 117712 | Cities 2021 | 2021 | 35912 | Surat Municipal Corporation | India | South and West 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. | 5 | Means of implementation | 31 | Education | 01/20/2022 02:27:05 | |||
| 117713 | Cities 2021 | 2021 | 50381 | Municipio de Torreón | Mexico | 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. | 4 | Current magnitude of hazard | 12 | High | 01/20/2022 02:27:05 | |||
| 117714 | Cities 2021 | 2021 | 53879 | City of Jersey City, NJ | United States of America | North America | 6. Opportunities | Climate Action Planning | 6.13 | How many people within your city are employed in green jobs/industries? | 2 | If you measure green jobs in your city, please also indicate if you analyze demographic variables | 1 | Green jobs/industries | Question not applicable | 01/20/2022 02:27:05 | ||
| 117715 | Cities 2021 | 2021 | 826427 | Município de Valongo | Portugal | 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. | 7 | Please identify which vulnerable populations are affected | 4 | Other, please specify: População em geral | 01/20/2022 02:27:05 | |||
| 117716 | Cities 2021 | 2021 | 859154 | Hokuei Town | Japan | 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. | 10 | Has your local government assessed the synergies, trade-offs, and co-benefits, if any, of the main mitigation and adaptation actions you identified? | 0 | Question not applicable | 01/20/2022 02:27:05 | |||
| 117717 | Cities 2021 | 2021 | 36286 | Comune di Ferrara | Italy | 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. | 6 | Most relevant assets / services affected overall | 3 | Food & agriculture | 01/20/2022 02:27:05 | |||
| 117718 | Cities 2021 | 2021 | 31176 | Prefeitura do Rio de Janeiro | Brazil | Latin America | 1. Governance and Data Management | Governance | 1.5 | Please describe to what extent the planning process is transparent and open. | 2 | The climate adaptation/mitigation plan makes the criteria and process for prioritizing climate actions explicit | 1 | Planning process | Question not applicable | 01/20/2022 02:27:05 | ||
| 117719 | Cities 2021 | 2021 | 74531 | Santa Fe County, NM | United States of America | 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. | 3 | Projected population | 1 | Please complete | 155641 | 01/20/2022 02:27:05 | ||
| 117720 | Cities 2021 | 2021 | 73755 | Legazpi City | Philippines | Southeast Asia and Oceania | 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'. | 4 | Status of financing | 4 | Project not funded and seeking full funding | 01/20/2022 02:27:05 | |||
| 117721 | Cities 2021 | 2021 | 60236 | Trelleborgs kommun | Sweden | 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. | 10 | Majority funding source | 2 | Local | 01/20/2022 02:27:05 | |||
| 117722 | Cities 2021 | 2021 | 37261 | City of Pietermaritzburg | South Africa | Africa | 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) | 6 | 0 | 01/20/2022 02:27:05 | |||
| 117723 | Cities 2021 | 2021 | 3429 | Stockholms stad | Sweden | 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. | 10 | Future expected magnitude of hazard | 1 | Medium | 01/20/2022 02:27:05 | |||
| 117724 | Cities 2021 | 2021 | 60392 | Municipalidad de San Isidro (Lima) | Peru | 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. | 3 | Target year of goal | 2 | 2050 | 01/20/2022 02:27:05 | |||
| 117725 | Cities 2021 | 2021 | 54611 | Alcaldia de Manizales | Colombia | 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. | 3 | Target year of goal | 90 | 2050 | 01/20/2022 02:27:05 | |||
| 117726 | Cities 2021 | 2021 | 859176 | Aka Village | Japan | East Asia | 2. Climate Hazards and Vulnerability | Climate Hazards | 2.1a | Have you identified the most vulnerable geographic areas in your city? | 1 | Response | 1 | Vulnerable geographic areas | Question not applicable | 01/20/2022 02:27:05 | ||
| 117727 | Cities 2021 | 2021 | 43921 | Grad Zagreb | Croatia | 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. | 8 | Areas/sectors covered by the risk and vulnerability assessment | 1 | Environment, Biodiversity and Forestry | 01/20/2022 02:27:05 | |||
| 117728 | Cities 2021 | 2021 | 827048 | Zhenjiang Municipal 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. | 4 | Climate hazards factored into plan that addresses climate change adaptation | 10 | Mass movement > Landslide | 01/20/2022 02:27:05 | |||
| 117729 | Cities 2021 | 2021 | 60029 | City of Cagayan de Oro | Philippines | Southeast Asia and Oceania | 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 | 9 | Transport | 01/20/2022 02:27:05 | |||
| 117730 | Cities 2021 | 2021 | 50572 | City of Saint Paul, MN | United States of America | North 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 | 2 | Supports | 01/20/2022 02:27:05 | |||
| 117731 | Cities 2021 | 2021 | 35912 | Surat Municipal Corporation | India | South and West 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. | 11 | Total cost of the project (currency) | 77 | 0 | 01/20/2022 02:27:05 | |||
| 117732 | Cities 2021 | 2021 | 859087 | Shiki City | Japan | East Asia | 6. Opportunities | Finance and Economic Opportunities | 6.9 | Has your city taken steps to decarbonize the investments held by the city retirement funds and/or municipal investments, e.g. by making a commitment to divest from fossil fuels and/or increase sustainable investments? | 1 | Response | 1 | Municipal investments, e.g. by divesting from fossil fuels | Question not applicable | 01/20/2022 02:27:05 | ||
| 117733 | Cities 2021 | 2021 | 58513 | City of Medford, MA | 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. | 6 | Most relevant assets / services affected overall | 8 | Emergency services | 01/20/2022 02:27:05 | |||
| 117734 | Cities 2021 | 2021 | 49334 | City of Richmond, VA | United States of America | North America | 6. Opportunities | Collaboration | 6.2 | Does your city collaborate in partnership with businesses and/or industries in your city on sustainability projects? | 0 | 0 | Intending to undertake in the next 2 years | The business community will be engaged in the development of the city's climate action plan, RVAgreen 2050. | 01/20/2022 02:27:05 | |||
| 117735 | Cities 2021 | 2021 | 31149 | Dímos Athinaíon | Greece | 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. | 7 | Sectors/areas adaptation action applies to | 17 | Spatial Planning | 01/20/2022 02:27:05 | |||
| 117736 | Cities 2021 | 2021 | 826207 | Junta Intermunicipal de Medio Ambiente Region Valles (JIMAV) | Mexico | Latin America | 6. Opportunities | Climate Action Planning | 6.12 | Describe how your city plans to enhance ambition and scale up Climate Action Plan (integrated/adaptation/mitigation) and actions to achieve climate neutrality, net zero emissions, carbon neutrality or 100% renewables. | 0 | 0 | Desde 2017, nuestra intermunicipalidad ha gestionado recursos financieros para la implementación de acciones que durante el proceso de elaboración del Programa Regional y los Programas Municipales de Cambio Climático fueron resaltados como prioritarios, por lo que buscamos para 2021 incrementar la tendencia de gestión de recursos cuyos fondos atenderán problemáticas socioambientales con niveles de atención a "corto" y "mediano" plazo, buscando en años consecuentes atender los de "largo" plazo. | 01/20/2022 02:27:05 | ||||
| 117737 | Cities 2021 | 2021 | 1184 | City of Austin, TX | 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. | 5 | Does this goal align with a requirement from a higher level of government? | 2 | Yes | 01/20/2022 02:27:05 | |||
| 117738 | Cities 2021 | 2021 | 827048 | Zhenjiang Municipal People's Government | China | 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. | 6 | Co-benefit area | 17 | Reduced GHG emissions | 01/20/2022 02:27:05 | |||
| 117739 | Cities 2021 | 2021 | 54530 | City of Brighton & Hove | United Kingdom of Great Britain and Northern Ireland | Europe | 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 | ||
| 117740 | Cities 2021 | 2021 | 58868 | Regional Municipality of Durham, ON | Canada | North 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. | 8 | Areas/sectors covered by the risk and vulnerability assessment | 1 | 01/20/2022 02:27:05 | ||||
| 117741 | Cities 2021 | 2021 | 50578 | City of Windsor, ON | Canada | 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. | 13 | Total cost provided by the majority funding source (currency) | 56 | 01/20/2022 02:27:05 | ||||
| 117742 | Cities 2021 | 2021 | 834406 | Municipality of San Pedro Tlaquepaque | Mexico | Latin America | 6. Opportunities | Finance and Economic Opportunities | 6.11 | Does your city have its own credit rating? | 1 | Does your city have a credit rating? | 1 | International | Question not applicable | 01/20/2022 02:27:05 | ||
| 117743 | Cities 2021 | 2021 | 35912 | Surat Municipal Corporation | India | South and West 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. | 6 | Co-benefit area | 15 | Ecosystem preservation and biodiversity improvement | 01/20/2022 02:27:05 | |||
| 117744 | Cities 2021 | 2021 | 826237 | Alcaldia de Madrid | Colombia | 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. | 3 | Year of publication or approval from local government | 0 | Question not applicable | 01/20/2022 02:27:05 | |||
| 117745 | Cities 2021 | 2021 | 31151 | Stadt Basel | Switzerland | 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. | 8 | Areas/sectors covered by the risk and vulnerability assessment | 8 | Commercial | 01/20/2022 02:27:05 | |||
| 117746 | Cities 2021 | 2021 | 50560 | City of Oakland, CA | 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. | 3 | Target year of goal | 1 | 2030 | 01/20/2022 02:27:05 | |||
| 117747 | Cities 2021 | 2021 | 60273 | Prefeitura de Extrema | Brazil | 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. | 8 | Future change in frequency | 1 | Increasing | 01/20/2022 02:27:05 | |||
| 117748 | Cities 2021 | 2021 | 54706 | Prefeitura Municipal de Boa Vista | Brazil | 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. | 6 | Most relevant assets / services affected overall | 4 | Commercial | 01/20/2022 02:27:05 | |||
| 117749 | Cities 2021 | 2021 | 74671 | Kadıköy | Turkey | 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. | 1 | Publication title and attach the document | 1 | Kadıköy Municipality Sustainable Energy Action Plan | 01/20/2022 02:27:05 | |||
| 117750 | Cities 2021 | 2021 | 31108 | City of Houston, TX | United States of America | North America | 6. Opportunities | Finance and Economic Opportunities | 6.9 | Has your city taken steps to decarbonize the investments held by the city retirement funds and/or municipal investments, e.g. by making a commitment to divest from fossil fuels and/or increase sustainable investments? | 2 | Please provide more details about how your city is taking steps to decarbonize the investments | 1 | Municipal investments, e.g. by divesting from fossil fuels | Question not applicable | 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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