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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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 293501 | 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. | 2 | Did this hazard significantly impact your city before 2021? | 4 | Yes | 01/20/2022 02:27:05 | |||
| 293502 | Cities 2021 | 2021 | 843399 | Wandsworth 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. | 10 | Future expected magnitude of hazard | 3 | High | The council is considering hazards in the context of the 2021 CCC "Independent Assessment of UK Climate Risk". The report identified more than 60 risks.London in particular is at risk from various direct impacts, including:- Flooding: sea level rise and incidence of tidal flooding; surface water and river flooding- Heatwaves especially as London suffers from the heat island effect with risks to human health, wellbeing and productivity from increased exposure to heat in homes and other buildings- Drought- Storminess and extreme eventsIndirectly, the residents of Wandsworth are some of the highest consumers in the country. Key areas for adaptation therefore relate to indirect impacts around• Risks to supply of food, goods and vital services due to climate-related collapse of supply chains and distribution networks• Risks to people and the economy from failure of the power system• Multiple other risks to the UK from impacts overseas | 01/20/2022 02:27:05 | ||
| 293503 | Cities 2021 | 2021 | 859114 | Saku City | 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. | 13 | Description of the stakeholder engagement processes | 1 | 01/20/2022 02:27:05 | ||||
| 293504 | Cities 2021 | 2021 | 57347 | Pingtung County Government | Taiwan, Greater China | East Asia | 3. Adaptation | Adaptation Planning Process | 3.4 | Does your local/regional government apply a Monitoring and Evaluation (M&E) system for monitoring the implementation of adaptation goals and targets as part of the climate adaptation plan (or integrated climate action plan)? | 1 | Response | 1 | Monitoring & Evaluation (M&E) system | 01/20/2022 02:27:05 | |||
| 293505 | Cities 2021 | 2021 | 59657 | City of Beaverton, OR | United States of America | North America | 2. Climate Hazards and Vulnerability | Climate Risk and Vulnerability Assessment | 2.0a | Please select the primary process or methodology used to undertake the risk and vulnerability assessment of your city. | 2 | Description | 1 | Risk assessment methodology | Question not applicable | 01/20/2022 02:27:05 | ||
| 293506 | Cities 2021 | 2021 | 43970 | Alcaldía Distrital de Barranquilla | Colombia | Latin America | 6. Opportunities | Climate Action Planning | 6.14 | Does your city report to the national Measurement, Reporting and Verification (MRV) system (if in place)? | 2 | Comment | 1 | MRV system | 01/20/2022 02:27:05 | |||
| 293507 | Cities 2021 | 2021 | 31173 | Comune di Milano | Italy | 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. | 14 | Web link | 20 | https://www.comune.milano.it/comune/amministrazione-trasparente/organizzazione/articolazione-degli-uffici/organigramma/direzione-transizione-ambientale/dp-citta-resilienti | 01/20/2022 02:27:05 | |||
| 293508 | Cities 2021 | 2021 | 44187 | Goyang City | Republic of Korea | 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. | 3 | Description of collaboration | 3 | 01/20/2022 02:27:05 | ||||
| 293509 | Cities 2021 | 2021 | 54078 | City of Hayward, CA | 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 | Population displacement | 01/20/2022 02:27:05 | |||
| 293510 | Cities 2021 | 2021 | 859088 | Wako City | Japan | East 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. | 2 | Comment | 1 | Please explain | Question not applicable | 01/20/2022 02:27:05 | ||
| 293511 | Cities 2021 | 2021 | 43907 | City of Indianapolis, IN | 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 | |||
| 293512 | Cities 2021 | 2021 | 63941 | Broward County, FL | 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 | 2 | Building and Infrastructure | 01/20/2022 02:27:05 | |||
| 293513 | Cities 2021 | 2021 | 74414 | Boulder County, CO | United States of America | North America | 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 | 4 | Boulder County revised and updated the Boulder County Environmental Sustainability Plan in 2018. The Water section of the plan includes the goal to ensure leadership and exemplify best practices in water efficiency and water quality efforts that ensure sufficient clean water for current and future natural landscapes and generations. The plan includes strategies such as improving water efficiency and maintaining the water supply on county agricultural properties, assessing current and future drought and related vulnerabilities, and protecting watershed health. | 01/20/2022 02:27:05 | |||
| 293514 | Cities 2021 | 2021 | 863201 | Sanggau Regency | Indonesia | Southeast Asia and Oceania | 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 | |||
| 293515 | Cities 2021 | 2021 | 36492 | Comune di Parma | Italy | 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. | 3 | Year of publication or approval from local government | 1 | 2001 | 01/20/2022 02:27:05 | |||
| 293516 | Cities 2021 | 2021 | 54396 | Can Tho City | Viet Nam | 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. | 14 | Update/revision process in place for the Adaptation Plan | 3 | Question not applicable | 01/20/2022 02:27:05 | |||
| 293517 | Cities 2021 | 2021 | 862814 | South-East Region of Ireland (Kilkenny, Carlow, Wexford, and Waterford Counties) | 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. | 7 | Sectors/areas adaptation action applies to | 3 | Spatial Planning | 01/20/2022 02:27:05 | |||
| 293518 | Cities 2021 | 2021 | 859060 | Shosanbetsu Village | 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. | 2 | Action | 0 | 01/20/2022 02:27:05 | ||||
| 293519 | Cities 2021 | 2021 | 60003 | Baguio City | Philippines | Southeast Asia and Oceania | 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 | 3 | Extreme Precipitation > Monsoon | 01/20/2022 02:27:05 | |||
| 293520 | Cities 2021 | 2021 | 50366 | Ayuntamiento de Cuernavaca | 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. | 3 | Identify the climate hazards most significantly impacting the selected areas | 1 | Extreme hot temperature > Extreme hot days | 01/20/2022 02:27:05 | |||
| 293521 | Cities 2021 | 2021 | 54386 | Tainan City Government | Taiwan, Greater 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. | 7 | Please identify which vulnerable populations are affected | 2 | Women & girls | 01/20/2022 02:27:05 | |||
| 293522 | Cities 2021 | 2021 | 56276 | New Taipei City Government | Taiwan, Greater China | East 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. | 6 | Select the initiatives related to this adaptation goal that your city has committed to | 9 | Other, please specify: New Taipei City joined the ”Cities Race to Zero” in 2021. | 01/20/2022 02:27:05 | |||
| 293523 | Cities 2021 | 2021 | 839980 | Municipalidad de Avellaneda | Argentina | Latin 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. | 9 | Type of plan | 1 | Integrated mitigation / adaptation | 01/20/2022 02:27:05 | |||
| 293524 | Cities 2021 | 2021 | 54341 | Toyama City | Japan | East 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. | 3 | Target year of goal | 4 | 2023 | 01/20/2022 02:27:05 | |||
| 293525 | Cities 2021 | 2021 | 35449 | Stadt Zürich | 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 | 3 | Energy | 01/20/2022 02:27:05 | |||
| 293526 | Cities 2021 | 2021 | 54510 | Umeå kommun | Sweden | Europe | 6. Opportunities | Finance and Economic Opportunities | 6.6 | Has your city tested their climate actions through pilot/demonstration projects? | 1 | Pilot/demonstration projects | 1 | Tested by city government | Question not applicable | 01/20/2022 02:27:05 | ||
| 293527 | Cities 2021 | 2021 | 59538 | City of Mississauga, 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. | 6 | Co-benefit area | 1 | Enhanced resilience | 01/20/2022 02:27:05 | |||
| 293528 | Cities 2021 | 2021 | 826207 | Junta Intermunicipal de Medio Ambiente Region Valles (JIMAV) | Mexico | Latin 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'. | 5 | Financing model identified | 3 | 01/20/2022 02:27:05 | ||||
| 293529 | Cities 2021 | 2021 | 73530 | Town of Lexington, MA | 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 | Drafting Sustainable Building PolicyDesigning High Performance Net Zero Buildings | 01/20/2022 02:27:05 | |||
| 293530 | Cities 2021 | 2021 | 50566 | City of Anchorage, AK | 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 | With high energy costs, there is great interest in energy efficiency. The Municipality is working to develop a comprehensive efficiency project to gain economies of scale. The Municipality is also working to create a CPACE program and a Green Bank in order to offer financing for private businesses and residents to implement clean energy technology. | 01/20/2022 02:27:05 | |||
| 293531 | Cities 2021 | 2021 | 859151 | Kato 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. | 6 | Co-benefit area | 0 | 01/20/2022 02:27:05 | ||||
| 293532 | Cities 2021 | 2021 | 43930 | Gemeente Den Haag | Netherlands | 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 | Spatial Planning | 01/20/2022 02:27:05 | |||
| 293533 | Cities 2021 | 2021 | 58590 | City of Easton, PA | 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) | 6 | 01/20/2022 02:27:05 | ||||
| 293534 | Cities 2021 | 2021 | 74575 | Dane County, WI | 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. | 9 | Future change in intensity | 2 | Increasing | 01/20/2022 02:27:05 | |||
| 293535 | Cities 2021 | 2021 | 43970 | Alcaldía Distrital de Barranquilla | Colombia | Latin America | 6. Opportunities | Finance and Economic Opportunities | 6.8 | Has your city established a fund to invest in climate projects? | 2 | Can the city take foreign debt and/or investments? | 1 | Funds | 01/20/2022 02:27:05 | |||
| 293536 | Cities 2021 | 2021 | 3417 | New York City, NY | United States of America | North 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. | 1 | Which of the impacts has your cities measured | 1 | Response | Safeguarding impacts from climate resilience actions (e.g. city measures percentage of the population safeguarded against climate hazards) | 01/20/2022 02:27:05 | ||
| 293537 | Cities 2021 | 2021 | 31175 | Ville de Paris | France | 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 | Population is directly impacted during heatwaves (at home, in transportation, on workplace and public spaces), and vulnerable population is the most at risk (homeless people, elderly, outdoor workers, children)... The risks are related to public health issues, economic impacts, sanitary issues, increasing demand for water and water stress. Some facilities are also at risk, we can face challenges such as water euthrophication, degradation of electric or telecommunication facilities, and power cuts due to fragility of the electric network. Biodiversity in gardens and woods could also be affected. | 01/20/2022 02:27:05 | |||
| 293538 | Cities 2021 | 2021 | 859068 | Hanamaki 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 | ||
| 293539 | Cities 2021 | 2021 | 859088 | Wako City | Japan | East Asia | 0. Introduction | 0.1 | Please give a general description and introduction to your city including your city’s reporting boundary in the table below. | 2 | Description of city | 1 | Please complete | 和光市は埼玉県の自治体です。 | 01/20/2022 02:27:05 | |||
| 293540 | Cities 2021 | 2021 | 54390 | Hsinchu County Government | Taiwan, Greater China | East Asia | 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'. | 3 | Stage of project development | 1 | 01/20/2022 02:27:05 | ||||
| 293541 | Cities 2021 | 2021 | 60223 | Panevėžio miesto savivaldybė | Lithuania | Europe | 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 | 84613 | 01/20/2022 02:27:05 | ||
| 293542 | Cities 2021 | 2021 | 73695 | Uranga | Argentina | Latin America | 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 | ||
| 293543 | Cities 2021 | 2021 | 54364 | City of Kuala Lumpur | Malaysia | Southeast Asia and Oceania | 0. Introduction | 0.1 | Please give a general description and introduction to your city including your city’s reporting boundary in the table below. | 1 | Administrative boundary | 1 | Please complete | City / Municipality | 01/20/2022 02:27:05 | |||
| 293544 | Cities 2021 | 2021 | 54395 | Taoyuan City Government | Taiwan, Greater 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. | 7 | Sectors/areas adaptation action applies to | 4 | Building and Infrastructure | 01/20/2022 02:27:05 | |||
| 293545 | Cities 2021 | 2021 | 44210 | Yeosu City | Republic of Korea | 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. | 3 | Current probability of hazard | 6 | High | 01/20/2022 02:27:05 | |||
| 293546 | Cities 2021 | 2021 | 49339 | City and County of Honolulu, HI | 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 | 31 | 01/20/2022 02:27:05 | ||||
| 293547 | Cities 2021 | 2021 | 37241 | City of Berkeley, CA | 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. | 3 | Current probability of hazard | 6 | High | 01/20/2022 02:27:05 | |||
| 293548 | Cities 2021 | 2021 | 850585 | Municipality of Ambato | Ecuador | Latin 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 | ||
| 293549 | 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. | 7 | Does the assessment identify vulnerable populations? | 5 | No | 01/20/2022 02:27:05 | |||
| 293550 | Cities 2021 | 2021 | 54085 | City of Savannah, GA | 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'. | 4 | Status of financing | 5 | Project not funded and seeking full funding | 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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