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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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 268951 | Cities 2021 | 2021 | 54614 | Prefeitura da Cidade de São José do Rio Preto | 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. | 4 | Please describe how the factor supports or challenges the adaptive capacity of your city | 3 | São José do Rio Preto está em 3º lugar no ranking do Índice dos Desafios da Gestão Municipal - IDGM de 2021 entre os 100 maiores municípios do Brasil. Aparece em 9º lugar no Ranking do Saneamento 2021, e também no ranking do Índice de Desenvolvimento Urbano para Longevidade (IDL) 2020, em 14º lugar. | 01/20/2022 02:27:05 | |||
| 268952 | Cities 2021 | 2021 | 54253 | Wollongong City Council | Australia | Southeast Asia and Oceania | 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? | 1 | Yes | 01/20/2022 02:27:05 | |||
| 268953 | Cities 2021 | 2021 | 2185 | Bristol City Council | United Kingdom of Great Britain and Northern Ireland | 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. | 4 | Please describe how the factor supports or challenges the adaptive capacity of your city | 2 | Access to data for use in adaptation planning is increasing and is a priority for improvement in the foreseeable future. Notable data assets include, flood mapping, including climate scenarios and prototype heat mapping portal. Work is being done with partner organisations such as the Met Office, University of Bristol, UWE etc to increase access to data. | 01/20/2022 02:27:05 | |||
| 268954 | Cities 2021 | 2021 | 60114 | Miasto Gdynia | Poland | Europe | 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 | |||
| 268955 | Cities 2021 | 2021 | 54037 | City of Des Moines, IA | 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 | 1 | Persons living in sub-standard housing | 01/20/2022 02:27:05 | |||
| 268956 | Cities 2021 | 2021 | 54538 | Bath and North East Somerset | 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 | 2 | Land use planning | 01/20/2022 02:27:05 | |||
| 268957 | 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 | 3 | Persons with disabilities | 01/20/2022 02:27:05 | |||
| 268958 | Cities 2021 | 2021 | 840915 | Prefeitura de Curvelo | 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 | Water | 01/20/2022 02:27:05 | |||
| 268959 | Cities 2021 | 2021 | 49172 | City of St. Petersburg, FL | United States of America | North America | 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 | |||
| 268960 | Cities 2021 | 2021 | 73762 | Malang City | Indonesia | Southeast Asia and Oceania | 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 | ||
| 268961 | Cities 2021 | 2021 | 834403 | Municipality of San Martín de los Andes | Argentina | 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 | 5 | Improved public health | 01/20/2022 02:27:05 | |||
| 268962 | Cities 2021 | 2021 | 859063 | Atsuma Town | 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. | 1 | Reason | 1 | Please explain | Question not applicable | 01/20/2022 02:27:05 | ||
| 268963 | Cities 2021 | 2021 | 54396 | Can Tho City | Viet Nam | Southeast Asia and Oceania | 2. Climate Hazards and Vulnerability | Climate Hazards | 2.3a | Please report on how climate change impacts health outcomes and health services in your city. | 4 | Identify the climate-related health issues faced by your city | 1 | Food & Nutrition Security | 01/20/2022 02:27:05 | |||
| 268964 | Cities 2021 | 2021 | 43907 | City of Indianapolis, IN | United States of America | North America | 6. Opportunities | Finance and Economic Opportunities | 6.11 | Does your city have its own credit rating? | 3 | Rating | 1 | International | Question not applicable | 01/20/2022 02:27:05 | ||
| 268965 | Cities 2021 | 2021 | 36159 | Município de Lisboa | Portugal | Europe | 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 | 5 | Extreme hot temperature > Heat wave | 01/20/2022 02:27:05 | |||
| 268966 | Cities 2021 | 2021 | 31446 | Taipei 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. | 13 | Total cost provided by the majority funding source (currency) | 5 | 850000 | 01/20/2022 02:27:05 | |||
| 268967 | Cities 2021 | 2021 | 859127 | Kikugawa City | Japan | East Asia | 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. | 9 | Please explain | 0 | Question not applicable | 01/20/2022 02:27:05 | |||
| 268968 | Cities 2021 | 2021 | 50381 | Municipio de Torreón | Mexico | Latin America | 1. Governance and Data Management | Governance | 1.4 | Please list the stakeholder engagement activities for each relevant stakeholder group. | 6 | Attach reference document such as meeting minutes, pictures or webpage | 0 | Question not applicable | 01/20/2022 02:27:05 | |||
| 268969 | Cities 2021 | 2021 | 60348 | Prefeitura de São José dos Pinhais | 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 | 3 | Information & communications technology | 01/20/2022 02:27:05 | |||
| 268970 | Cities 2021 | 2021 | 831999 | Concejo Municipal de Distrito de Monte Verde | Costa Rica | 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. | 2 | Action | 1 | Community engagement/education | 01/20/2022 02:27:05 | |||
| 268971 | Cities 2021 | 2021 | 832002 | Municipalidad de Quepos | Costa Rica | 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. | 9 | Finance status | 11 | Finance secured | 01/20/2022 02:27:05 | |||
| 268972 | Cities 2021 | 2021 | 863533 | San Antonio | Chile | Latin America | 2. Climate Hazards and Vulnerability | Climate Hazards | 2.1c | Have you compiled information related to climate risk, vulnerabilities, and adaptive capacities into a baseline synthesis report? | 1 | Response | 1 | Baseline synthesis report | Question not applicable | 01/20/2022 02:27:05 | ||
| 268973 | 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 | 1 | Medium 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 | ||
| 268974 | 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'. | 2 | Project title | 4 | Seawall Earthquake Safety Program | 01/20/2022 02:27:05 | |||
| 268975 | Cities 2021 | 2021 | 43940 | Malmö stad | 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. | 6 | Co-benefit area | 9 | Enhanced resilience | 01/20/2022 02:27:05 | |||
| 268976 | Cities 2021 | 2021 | 848409 | Lince | Peru | 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. | 1 | Area affected by climate change | 1 | Health systems (service provision, infrastructure and technologies) | 01/20/2022 02:27:05 | |||
| 268977 | Cities 2021 | 2021 | 43910 | City of Columbus, OH | United States of America | North America | 1. Governance and Data Management | Governance | 1.3 | Please list the key development challenges, barriers and opportunities within the GCC Program. | 3 | Staff Training Needs Assessment | 0 | Question not applicable | 01/20/2022 02:27:05 | |||
| 268978 | Cities 2021 | 2021 | 50396 | Prefeitura Municipal de Santos | Brazil | Latin 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. | 1 | Sustainability goals and targets | 6 | Other, please specify: Metas de Mitigação na redução de GEE e Metas de Adaptação às Mudanças Climáticas | 01/20/2022 02:27:05 | |||
| 268979 | Cities 2021 | 2021 | 833379 | Bani-Suhaila Municipality | State of Palestine | Middle East | 6. Opportunities | Finance and Economic Opportunities | 6.11 | Does your city have its own credit rating? | 2 | Rating agency | 1 | International | 01/20/2022 02:27:05 | |||
| 268980 | Cities 2021 | 2021 | 31171 | Ayuntamiento de Madrid | Spain | Europe | 1. Governance and Data Management | Governance | 1.7 | Please provide information specifically on the impact of the COVID-19 economic response on climate action in your city and synergies between COVID-19 recovery interventions and climate action. | 2 | COVID-19 recovery interventions and climate action synergies | 1 | Response | Recovery interventions that increase access to urban green spaces | 01/20/2022 02:27:05 | ||
| 268981 | Cities 2021 | 2021 | 58595 | Municipalidad de Belén | Costa Rica | 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 | 5 | Safety and security | 01/20/2022 02:27:05 | |||
| 268982 | Cities 2021 | 2021 | 832078 | Município de Mafra | Portugal | 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'. | 1 | Project area | 4 | Other, please specify: Biodiversidade | 01/20/2022 02:27:05 | |||
| 268983 | Cities 2021 | 2021 | 848122 | Alajuela | Costa Rica | 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 | 7 | La cantidad de lluvia que cae con los fuertes aguaceros está provocando la saturación de suelos, y debido a la topografía de algunas Comunidades provoca Inundaciones o Deslizamientos. | 01/20/2022 02:27:05 | |||
| 268984 | Cities 2021 | 2021 | 50555 | City of Hamilton, ON | 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 | Children & youth | 01/20/2022 02:27:05 | |||
| 268985 | 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. | 5 | Social impact of hazard overall | 4 | Increased demand for public services | 01/20/2022 02:27:05 | |||
| 268986 | Cities 2021 | 2021 | 10806 | London Borough of Enfield | United Kingdom of Great Britain and Northern Ireland | Europe | 2. Climate Hazards and Vulnerability | Climate Hazards | 2.3a | Please report on how climate change impacts health outcomes and health services in your city. | 1 | Area affected by climate change | 1 | Health systems (service provision, infrastructure and technologies) | 01/20/2022 02:27:05 | |||
| 268987 | 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. | 7 | Please identify which vulnerable populations are affected | 9 | Persons with chronic diseases | 01/20/2022 02:27:05 | |||
| 268988 | Cities 2021 | 2021 | 54650 | Prefeitura de Palmas | 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. | 4 | Status of action | 2 | Implementation | 01/20/2022 02:27:05 | |||
| 268989 | Cities 2021 | 2021 | 839665 | Ayuntamiento de Celaya | Mexico | Latin America | 2. Climate Hazards and Vulnerability | Climate Hazards | 2.1b | Based on the climate hazards identified as "high risk" in your city, have you identified climate exposure scenarios? | 1 | Response | 1 | Climate exposure scenarios | Question not applicable | 01/20/2022 02:27:05 | ||
| 268990 | Cities 2021 | 2021 | 848407 | Junta Intermunicipal de Medio Ambiente del Ayuquila Alto | Mexico | Latin 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. | 4 | Projected population year | 1 | Please complete | 2030 | 01/20/2022 02:27:05 | ||
| 268991 | Cities 2021 | 2021 | 69968 | Alcaldia de Rionegro | 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. | 9 | Finance status | 5 | Finance secured | 01/20/2022 02:27:05 | |||
| 268992 | Cities 2021 | 2021 | 859054 | Kitahiroshima City | Japan | East Asia | 6. Opportunities | Climate Action Planning | 6.14 | Does your city report to the national Measurement, Reporting and Verification (MRV) system (if in place)? | 1 | Report to the national MRV system | 1 | MRV system | Question not applicable | 01/20/2022 02:27:05 | ||
| 268993 | Cities 2021 | 2021 | 31172 | Mexico City | 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. | 6 | Co-benefit area | 4 | Disaster Risk Reduction | 01/20/2022 02:27:05 | |||
| 268994 | Cities 2021 | 2021 | 35887 | Ajuntament de València | Spain | 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. | 9 | Finance status | 55 | Finance secured | 01/20/2022 02:27:05 | |||
| 268995 | Cities 2021 | 2021 | 50364 | Municipalidad de La Paz | Bolivia (Plurinational State of) | 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 | 2 | Food & agriculture | 01/20/2022 02:27:05 | |||
| 268996 | Cities 2021 | 2021 | 848249 | Corrales | Colombia | 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 | 1 | Other, please specify: Corrales social e incluyente | 01/20/2022 02:27:05 | |||
| 268997 | Cities 2021 | 2021 | 859062 | Shiraoi 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. | 5 | Year of adoption of adaptation plan by local government | 0 | Question not applicable | 01/20/2022 02:27:05 | |||
| 268998 | Cities 2021 | 2021 | 73750 | Tarakan City | Indonesia | Southeast Asia and Oceania | 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. | 5 | Explanation of boundary choice where the assessment boundary differs from the city boundary | 3 | The development of the retention basin (Embung) spreads in Tarakan City area. There are 5 retention basin namelyEmbung Binalatung I, Embung Rawasari, Embung Persemaian, Embung Bengawan and Embung Indulung | 01/20/2022 02:27:05 | |||
| 268999 | Cities 2021 | 2021 | 13113 | Newcastle City 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. | 7 | Sectors/areas adaptation action applies to | 6 | Public Health and Safety | 01/20/2022 02:27:05 | |||
| 269000 | Cities 2021 | 2021 | 60229 | Arendal kommune | Norway | 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. | 1 | Opportunity | 3 | Development of tourism and eco-tourism sector | 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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