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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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 122751 | Cities 2021 | 2021 | 834126 | Dobong-gu District of Seoul | Republic of Korea | 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. | 12 | Total cost provided by the local government (currency) | 2 | 103425000 | 01/20/2022 02:27:05 | |||
| 122752 | Cities 2021 | 2021 | 31114 | City of Sydney | Australia | Southeast Asia and Oceania | 6. Opportunities | Finance and Economic Opportunities | 6.11 | Does your city have its own credit rating? | 2 | Rating agency | 2 | Domestic | 01/20/2022 02:27:05 | |||
| 122753 | Cities 2021 | 2021 | 50568 | City of Saskatoon, SK | 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 | 5 | Increased risk to already vulnerable populations | 01/20/2022 02:27:05 | |||
| 122754 | Cities 2021 | 2021 | 20113 | City of 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. | 7 | Please identify which vulnerable populations are affected | 5 | Unemployed persons | 01/20/2022 02:27:05 | |||
| 122755 | Cities 2021 | 2021 | 36410 | City of Memphis, TN | 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? | 1 | Our climate adaptation plan is regional in scope and scale. This means that the recommendations take a regional lens in terms of research, analysis, and design. They do not, for example, recommend specific dimensions for resizing local culverts or designate the detailed boundaries of a proposed water detention area. Instead, they seek to identify resilience opportunities that can only be achieved when planning at a regional scale, such as watershed or aquifer management. Even with this caveat about spatial scale, the recommendations do attempt to be site specific wherever practical and pair recommendations with specific jurisdictions, agencies, and collaborators whenever possible. | 01/20/2022 02:27:05 | |||
| 122756 | Cities 2021 | 2021 | 54088 | City of Peterborough, ON | Canada | North America | 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. | 2 | Comment | 1 | Please explain | Question not applicable | 01/20/2022 02:27:05 | ||
| 122757 | Cities 2021 | 2021 | 59657 | City of Beaverton, OR | 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 | 3 | Medium | 01/20/2022 02:27:05 | |||
| 122758 | Cities 2021 | 2021 | 43910 | City of Columbus, OH | 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. | 13 | Total cost provided by the majority funding source (currency) | 2 | 01/20/2022 02:27:05 | ||||
| 122759 | Cities 2021 | 2021 | 833284 | West Midlands Combined Authority | United Kingdom of Great Britain and Northern Ireland | 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 | 4 | Social inclusion, social justice | 01/20/2022 02:27:05 | |||
| 122760 | Cities 2021 | 2021 | 50572 | City of Saint Paul, MN | 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 | 5 | Increased demand for public services | 01/20/2022 02:27:05 | |||
| 122761 | Cities 2021 | 2021 | 54102 | City of Albany, NY | United States of America | North America | 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. | 7 | If the city boundary is different from the plan boundary, please explain why | 1 | 01/20/2022 02:27:05 | ||||
| 122762 | Cities 2021 | 2021 | 73879 | Roskilde Kommune | Denmark | 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. | 6 | Primary author of assessment | 3 | Dedicated city team | 01/20/2022 02:27:05 | |||
| 122763 | Cities 2021 | 2021 | 834190 | Kurashiki City | Japan | East Asia | 1. Governance and Data Management | Governance | 1.1 | Please attach the letter from your city’s Mayor requesting the relevant local government department to participate in the Green Climate Cities (GCC) program. | 0 | 0 | Question not applicable | 01/20/2022 02:27:05 | ||||
| 122764 | Cities 2021 | 2021 | 834157 | Hang Tuah Jaya Municipal Council | Malaysia | Southeast Asia and Oceania | 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. | 6 | Boundary of plan relative to city boundary (reported in 0.1) | 1 | Same - covers entire city and nothing else | 01/20/2022 02:27:05 | |||
| 122765 | Cities 2021 | 2021 | 50782 | Dhaka City | Bangladesh | South and West Asia | 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. | 1 | Reason | 1 | Please explain | Question not applicable | 01/20/2022 02:27:05 | ||
| 122766 | 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. | 6 | Co-benefit area | 20 | Disaster Risk Reduction | 01/20/2022 02:27:05 | |||
| 122767 | Cities 2021 | 2021 | 50549 | City of Fort Worth, 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. | 6 | Most relevant assets / services affected overall | 4 | Water supply & sanitation | 01/20/2022 02:27:05 | |||
| 122768 | Cities 2021 | 2021 | 37261 | City of Pietermaritzburg | South Africa | Africa | 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. | 1 | Climate Hazards | 2 | Storm and wind > Lightning / thunderstorm | 01/20/2022 02:27:05 | |||
| 122769 | Cities 2021 | 2021 | 834219 | Municipality of Corrientes | 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. | 6 | Most relevant assets / services affected overall | 5 | Environment, biodiversity, forestry | 01/20/2022 02:27:05 | |||
| 122770 | Cities 2021 | 2021 | 840935 | Prefeitura de Brasiléia | Brazil | 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 | 0 | 01/20/2022 02:27:05 | ||||
| 122771 | Cities 2021 | 2021 | 859113 | Iiyama City | Japan | East Asia | 6. Opportunities | Climate Action Planning | 6.13 | How many people within your city are employed in green jobs/industries? | 1 | Number of people in your city employed in green jobs and/or industries | 1 | Green jobs/industries | Question not applicable | 01/20/2022 02:27:05 | ||
| 122772 | Cities 2021 | 2021 | 54608 | Alcaldia de Montería | Colombia | 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 | 2 | Migration from rural areas to cities | 01/20/2022 02:27:05 | |||
| 122773 | Cities 2021 | 2021 | 848138 | Prefeitura de Conde (Paraíba) | Brazil | 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. | 7 | Comment | 0 | 01/20/2022 02:27:05 | ||||
| 122774 | Cities 2021 | 2021 | 35885 | Tel Aviv-Yafo Municipality | Israel | Middle East | 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 | 15 | 01/20/2022 02:27:05 | ||||
| 122775 | Cities 2021 | 2021 | 31052 | City of Cardiff | 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. | 2 | Did this hazard significantly impact your city before 2021? | 2 | Yes | 01/20/2022 02:27:05 | |||
| 122776 | Cities 2021 | 2021 | 840024 | Perth and Kinross | 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. | 6 | Most relevant assets / services affected overall | 5 | Transport | 01/20/2022 02:27:05 | |||
| 122777 | Cities 2021 | 2021 | 36410 | City of Memphis, TN | 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'. | 8 | Total cost of project | 3 | 01/20/2022 02:27:05 | ||||
| 122778 | Cities 2021 | 2021 | 16581 | City of Seattle, WA | 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? | 3 | If you analyse demographic variables, please indicate which variables from the list below | 1 | Green jobs/industries | 01/20/2022 02:27:05 | |||
| 122779 | Cities 2021 | 2021 | 8242 | Helsingin kaupunki | Finland | 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 | Improved access to data for informed decision-making | 01/20/2022 02:27:05 | |||
| 122780 | Cities 2021 | 2021 | 859071 | Yahaba 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). | 2 | Further information | 1 | Response | Question not applicable | 01/20/2022 02:27:05 | ||
| 122781 | Cities 2021 | 2021 | 46473 | Ayuntamiento de Zaragoza | Spain | 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 | 5 | En cuanto a las amenazas por incendios forestales, el término municipal de Zaragoza se caracteriza principalmente por áreas de categorías de incendios tipo 5 (bajo peligro y media importancia de protección), salvo algunas áreas al norte de municipio y alrededor del área urbana de Zaragoza catalogados como tipo 3 (alto/medio peligro y alta/media importancia de protección) y otras de menor tamaño distribuidas en todo el término municipal de tipo 6 (Alto peligro y baja importancia de protección). La época de peligro de incendios forestales es entre el 1 de abril y el 15 de octubre | 01/20/2022 02:27:05 | |||
| 122782 | Cities 2021 | 2021 | 842165 | Mezitli | 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. | 7 | Please identify which vulnerable populations are affected | 1 | Persons with disabilities | 01/20/2022 02:27:05 | |||
| 122783 | Cities 2021 | 2021 | 848407 | Junta Intermunicipal de Medio Ambiente del Ayuquila Alto | Mexico | Latin America | 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 | |||
| 122784 | Cities 2021 | 2021 | 834256 | Municipality of La Antigua Guatemala | Guatemala | 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. | 7 | Please identify which vulnerable populations are affected | 1 | Low-income households | 01/20/2022 02:27:05 | |||
| 122785 | Cities 2021 | 2021 | 50375 | Ayuntamiento de Chihuahua | Mexico | 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. | 11 | Total cost of the project (currency) | 6 | 1000000 | 01/20/2022 02:27:05 | |||
| 122786 | Cities 2021 | 2021 | 859253 | Mora kommun | 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. | 8 | Future change in frequency | 3 | None | 01/20/2022 02:27:05 | |||
| 122787 | Cities 2021 | 2021 | 73695 | Uranga | Argentina | Latin America | 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 | |||
| 122788 | Cities 2021 | 2021 | 54119 | City of Palo Alto, CA | United States of America | 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 | 1 | Exploring public private partnerships | 01/20/2022 02:27:05 | |||
| 122789 | Cities 2021 | 2021 | 19233 | Município de Torres Vedras | Portugal | Europe | 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 | 7 | Requalificação de zonas ribeirinhas para constituição de corredores ecológicos em área urbana (p.e. Parque do Choupal, Parque Verde da Várzea, Vala do Amiais e Ribeira da Conquinha - em projeto) | 01/20/2022 02:27:05 | |||
| 122790 | Cities 2021 | 2021 | 859112 | Omachi 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. | 13 | Total cost provided by the majority funding source (currency) | 0 | 01/20/2022 02:27:05 | ||||
| 122791 | Cities 2021 | 2021 | 63941 | Broward County, FL | United States of America | North America | 2. Climate Hazards and Vulnerability | Climate Hazards | 2.3a | Please report on how climate change impacts health outcomes and health services in your city. | 3 | Identify the climate hazards most significantly impacting the selected areas | 1 | Extreme hot temperature > Extreme hot days | 01/20/2022 02:27:05 | |||
| 122792 | Cities 2021 | 2021 | 35886 | Comune di Torino | Italy | Europe | 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 | |||
| 122793 | Cities 2021 | 2021 | 73669 | San Luis Obispo, CA | 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 | 9 | 01/20/2022 02:27:05 | ||||
| 122794 | Cities 2021 | 2021 | 826450 | Durham County Council | United Kingdom of Great Britain and Northern Ireland | 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. | 12 | Total cost provided by the local government (currency) | 2 | 0 | 01/20/2022 02:27:05 | |||
| 122795 | Cities 2021 | 2021 | 50394 | Prefeitura Municipal de João Pessoa | 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. | 7 | Please identify which vulnerable populations are affected | 7 | Low-income households | 01/20/2022 02:27:05 | |||
| 122796 | Cities 2021 | 2021 | 59552 | City of Davis, CA | United States of America | North America | 3. Adaptation | Adaptation Planning Process | 3.5 | Please explain how your city has addressed vulnerable groups through transformative action. | 0 | 0 | 01/20/2022 02:27:05 | |||||
| 122797 | Cities 2021 | 2021 | 852443 | Ferndale, MI | 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. | 12 | Please describe the impacts experienced so far, and how you expect the hazard to impact in the future | 1 | A major flood in 2014, continued flooding subsequent years. Expecting an increase in flooding, the capacity of the stormwater system is fixed (combined system). | 01/20/2022 02:27:05 | |||
| 122798 | Cities 2021 | 2021 | 3203 | City of Chicago, 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. | 7 | Please identify which vulnerable populations are affected | 2 | Low-income households | 01/20/2022 02:27:05 | |||
| 122799 | Cities 2021 | 2021 | 54529 | City of Leicester | United Kingdom of Great Britain and Northern Ireland | 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. | 5 | Means of implementation | 5 | Education | 01/20/2022 02:27:05 | |||
| 122800 | Cities 2021 | 2021 | 859253 | Mora kommun | Sweden | Europe | 1. Governance and Data Management | Data Management | 1.8 | Please describe your city’s climate data management plan including data collection, storing, quality assurance/checking (QA/QC) and updating of the plan, and attach reference document. | 0 | 0 | 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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