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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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 117901 | Cities 2021 | 2021 | 859183 | Kamiamakusa City | Japan | East Asia | 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. | 2 | Current population year | 1 | Please complete | 01/20/2022 02:27:05 | |||
| 117902 | Cities 2021 | 2021 | 42388 | Intendencia de Montevideo | Uruguay | Latin America | 1. Governance and Data Management | Governance | 1.2 | Please list the local government departments involved in the GCC program and its role. | 4 | Attach awareness raising and capacity building plan for the municipal staff | 0 | Question not applicable | 01/20/2022 02:27:05 | |||
| 117903 | Cities 2021 | 2021 | 840075 | Unley City Council | Australia | 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. | 4 | Please describe how the factor supports or challenges the adaptive capacity of your city | 7 | The Region’s stakeholders identified that within five years, current practice will no longer be sufficient to manage stormwater as the climate changes. The Integrated Vulnerability Assessment 2015 found that stormwater management infrastructure will be impacted by climate change due to increasing rainfall intensity which will place it under increasing pressure, particularly where infrastructure is ageing or designed to standards inconsistent with projected climate change. Local Government and State Government agencies are involved in significant amounts of work that will improve the management of stormwater. City of Unley and Resilient East have been focusing on several studies to assist in changing practices to become more water sensitive – i.e. studies that use tools to monetise the benefits of water sensitive urban design, to capture business cases through their benefits, increasing case studies, trialing new solutions and internal staff capacity building of staff that are responsible for decision-making and design of stormwater and streetscape upgrades. City of Unley has significant recycled water systems including managed aquifer recharge, bio filtration rain gardens and street tree water inlets. | 01/20/2022 02:27:05 | |||
| 117904 | Cities 2021 | 2021 | 54078 | City of Hayward, 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. | 4 | Description of metric / indicator used to track goal | 9 | # businesses provided technical support | 01/20/2022 02:27:05 | |||
| 117905 | Cities 2021 | 2021 | 54082 | City of Hollywood, FL | 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. | 4 | Current magnitude of hazard | 5 | High | 01/20/2022 02:27:05 | |||
| 117906 | Cities 2021 | 2021 | 31115 | City of Johannesburg | 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. | 6 | Co-benefit area | 1 | Disaster preparedness | 01/20/2022 02:27:05 | |||
| 117907 | Cities 2021 | 2021 | 31112 | Kaohsiung 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. | 12 | Total cost provided by the local government (currency) | 1 | 01/20/2022 02:27:05 | ||||
| 117908 | Cities 2021 | 2021 | 63562 | City of South Bend, IN | United States of America | North America | 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 | ||
| 117909 | Cities 2021 | 2021 | 54092 | City of Ann Arbor, MI | 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 | 1 | In November 2019, Ann Arbor City Council passed Resolution 19-2103: A Resolution in Support of Creating a Plan to Achieve Ann Arbor Community-Wide Carbon Neutrality by 2030. In this Resolution, Council called on staff to work with the public to create a living plan for achieving carbon neutrality, and to present that plan to City Council by Earth Day 2020. In June 2019, the A2ZERO Carbon Neutrality Action Plan was formally adopted by City Council. The Plan includes many sub goals, including achieving 100% renewable energy supply to our community, VMT reduction, energy efficiency, and electrification goals. The City has used the momentum from the A2ZERO Plan to begin institutionalizing sustainability throughout the organization, including incorporating Office of Sustainability and Innovation Staff to provide input on updating the Capital Improvement Plan, Strategic Plan Metrics, and funding prioritization. | 01/20/2022 02:27:05 | |||
| 117910 | Cities 2021 | 2021 | 59971 | Melton City Council | Australia | Southeast Asia and Oceania | 6. Opportunities | Opportunities | 6.1 | Has your city measured the wider social and economic impacts of delivering climate actions/projects/policies? If so, please provide more details on which benefits are being measured and/or a link to more information. | 3 | Further information | 1 | Response | Question not applicable | 01/20/2022 02:27:05 | ||
| 117911 | Cities 2021 | 2021 | 31154 | Bogotá Distrito Capital | 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. | 5 | Does this goal align with a requirement from a higher level of government? | 113 | Yes | 01/20/2022 02:27:05 | |||
| 117912 | Cities 2021 | 2021 | 50559 | City of St Catharines, ON | Canada | North America | 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 develop or strengthen universal social protection systems that enhance resilience to shocks, including climate change | 01/20/2022 02:27:05 | ||
| 117913 | Cities 2021 | 2021 | 841050 | Ayuntamiento San Nicolás de los Garza | Mexico | Latin America | 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 | 01/20/2022 02:27:05 | |||||
| 117914 | Cities 2021 | 2021 | 840529 | Ayuntamiento de Victoria (Tamaulipas) | 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 | 1 | Persons with pre-existing medical conditions | 01/20/2022 02:27:05 | |||
| 117915 | 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. | 1 | Climate hazards | 14 | Extreme hot temperature > Extreme hot days | 01/20/2022 02:27:05 | |||
| 117916 | 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. | 10 | Majority funding source | 40 | Local | 01/20/2022 02:27:05 | |||
| 117917 | Cities 2021 | 2021 | 831923 | Muğla | Turkey | Middle East | 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 | 2 | Project not funded and seeking full funding | 01/20/2022 02:27:05 | |||
| 117918 | Cities 2021 | 2021 | 841491 | Muar Municipal Council | Malaysia | Southeast Asia and Oceania | 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 | Question not applicable | 01/20/2022 02:27:05 | ||
| 117919 | Cities 2021 | 2021 | 845131 | Prefeitura de Dois Irmãos | Brazil | 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'. | 7 | Project description and attach project proposal | 0 | 01/20/2022 02:27:05 | ||||
| 117920 | Cities 2021 | 2021 | 840018 | Municipalidad Distrital de Ate | 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. | 1 | Adaptation goal | 3 | USO EFICIENTE DE AGUA PARA RIEGO DE ÁREAS VERDES | 01/20/2022 02:27:05 | |||
| 117921 | Cities 2021 | 2021 | 848259 | Mongua | 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 | 7 | Other, please specify: CAMBIO CLIMÁTICO | 01/20/2022 02:27:05 | |||
| 117922 | Cities 2021 | 2021 | 35870 | City of Miami, 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. | 11 | Total cost of the project (currency) | 4 | 01/20/2022 02:27:05 | ||||
| 117923 | Cities 2021 | 2021 | 57505 | Alcaldía de Panamá | Panama | Latin America | 1. Governance and Data Management | Governance | 1.3 | Please list the key development challenges, barriers and opportunities within the GCC Program. | 1 | Type | 0 | Question not applicable | 01/20/2022 02:27:05 | |||
| 117924 | Cities 2021 | 2021 | 54633 | Prefeitura de Lorena | Brazil | 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 | |||
| 117925 | Cities 2021 | 2021 | 43917 | Obshtina Sofia | Bulgaria | 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. | 3 | Level of degree to which factor challenges/supports the adaptive capacity of your city | 6 | 01/20/2022 02:27:05 | ||||
| 117926 | Cities 2021 | 2021 | 52638 | Prefeitura de Aracaju | 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 | 2 | Enhanced climate change adaptation | 01/20/2022 02:27:05 | |||
| 117927 | Cities 2021 | 2021 | 859163 | Mine 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. | 4 | Climate hazards factored into plan that addresses climate change adaptation | 0 | Question not applicable | 01/20/2022 02:27:05 | |||
| 117928 | Cities 2021 | 2021 | 35393 | City of St Louis, MO | 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. | 1 | Climate hazards | 4 | Water Scarcity > Drought | 01/20/2022 02:27:05 | |||
| 117929 | 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. | 2 | Climate hazards that adaptation goal addresses | 93 | Chemical change > Atmospheric CO2 concentrations | 01/20/2022 02:27:05 | |||
| 117930 | Cities 2021 | 2021 | 60417 | Municipalidad de San Carlos de Bariloche | Argentina | Latin America | 6. Opportunities | Collaboration | 6.2a | Please provide some key examples of how your city collaborates with business and/or industries in the table below. | 1 | Collaboration area | 0 | Question not applicable | 01/20/2022 02:27:05 | |||
| 117931 | Cities 2021 | 2021 | 73666 | Cuyahoga County, OH | United States of America | North America | 6. Opportunities | Collaboration | 6.2a | Please provide some key examples of how your city collaborates with business and/or industries in the table below. | 2 | Type of collaboration | 3 | Economic development | 01/20/2022 02:27:05 | |||
| 117932 | Cities 2021 | 2021 | 827047 | Fuzhou Municipal People's Government | China | East Asia | 6. Opportunities | Finance and Economic Opportunities | 6.11 | Does your city have its own credit rating? | 1 | Does your city have a credit rating? | 2 | Domestic | 01/20/2022 02:27:05 | |||
| 117933 | Cities 2021 | 2021 | 68375 | Prefeitura de Abaetetuba | Brazil | Latin America | 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. | 1 | Impact of COVID-19 economic response on city’s budget for financing climate action in your city | 1 | Response | No change on finance available for climate action | 01/20/2022 02:27:05 | ||
| 117934 | Cities 2021 | 2021 | 49360 | City of Tshwane | 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. | 7 | Please identify which vulnerable populations are affected | 4 | Marginalized groups | 01/20/2022 02:27:05 | |||
| 117935 | Cities 2021 | 2021 | 834256 | Municipality of La Antigua Guatemala | Guatemala | 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 | 8 | Adaptation targets | 01/20/2022 02:27:05 | |||
| 117936 | Cities 2021 | 2021 | 74414 | Boulder County, CO | United States of America | North America | 3. Adaptation | Adaptation Actions | 3.0 | Please describe the main actions you are taking to reduce the risk to, and vulnerability of, your city’s infrastructure, services, citizens, and businesses from climate change as identified in the Climate Hazards section. | 6 | Co-benefit area | 2 | Enhanced resilience | 01/20/2022 02:27:05 | |||
| 117937 | Cities 2021 | 2021 | 43910 | City of Columbus, OH | 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. | 3 | Level of degree to which factor challenges/supports the adaptive capacity of your city | 6 | Significantly challenges | 01/20/2022 02:27:05 | |||
| 117938 | Cities 2021 | 2021 | 54111 | City of Iowa City, IA | United States of America | North America | 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)? | 2 | Description of Monitoring and Evaluation (M&E) system applied | 1 | Monitoring & Evaluation (M&E) system | Question not applicable | 01/20/2022 02:27:05 | ||
| 117939 | Cities 2021 | 2021 | 859190 | Aira City | Japan | 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'. | 8 | Total cost of project | 0 | 01/20/2022 02:27:05 | ||||
| 117940 | Cities 2021 | 2021 | 60364 | Alcaldía de Florencia | Colombia | 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 | ||
| 117941 | Cities 2021 | 2021 | 840923 | Prefeitura de Nova Santa Rita | Brazil | Latin America | 1. Governance and Data Management | Governance | 1.6 | Please provide information on the overall impact of COVID-19 on climate action in your city. | 1 | Impact of COVID-19 on climate action in your city | 1 | Response | No change on emphasis on climate action | 01/20/2022 02:27:05 | ||
| 117942 | Cities 2021 | 2021 | 11315 | City of Manchester | United Kingdom of Great Britain and Northern Ireland | 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'. | 6 | Identified financing model description | 1 | 01/20/2022 02:27:05 | ||||
| 117943 | Cities 2021 | 2021 | 74671 | Kadıköy | Turkey | 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. | 3 | Action title | 4 | maintenance of infrastructure systems | 01/20/2022 02:27:05 | |||
| 117944 | Cities 2021 | 2021 | 50792 | Commune de Monaco | Monaco | 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). | 2 | Further information | 1 | Response | Question not applicable | 01/20/2022 02:27:05 | ||
| 117945 | Cities 2021 | 2021 | 14344 | City of Park City, UT | 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. | 8 | Action description and implementation progress | 14 | Scope: The Summit County/Park City Emergency Alert Program was designed for residents, businesses, second home owners and visitors within the limits of Summit County, Utah. This system (sometimes referred to as Reverse 911(c)) provides critical information quickly in a variety of situations, such as emergencies, unexpected road closures, missing persons, special event impacts and evacuations of buildings or neighborhoods. Individuals sign up to receive time-sensitive messages wherever they specify, such as their phones, email, text messages, or Everbridge App alters.Timescale: On-goingCurrent Status of Implementation: OperationalBarriers to Implementation: Community members registering themselvesCollaborators: Summit CountyProjected Impact on Hazard: The alert system would be a critical tool to notify the public is there is a need to shelter in place during an extreme wind event. Information on downed wires could also be provided.Cost: Yearly cost reported. The Emergency Management Notification System covers many hazards (eg. wildfires). The yearly cost is covers all hazards. | 01/20/2022 02:27:05 | |||
| 117946 | Cities 2021 | 2021 | 36469 | Comune dell'Aquila | 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. | 6 | Primary author of assessment | 0 | Question not applicable | 01/20/2022 02:27:05 | |||
| 117947 | Cities 2021 | 2021 | 50395 | Prefeitura de São Luís | Brazil | Latin America | 6. Opportunities | Opportunities | 6.0 | Please indicate the opportunities your city has identified as a result of addressing climate change and describe how the city is positioning itself to take advantage of these opportunities. | 2 | Describe how the city is maximizing this opportunity | 1 | Visando a melhoria do gerenciamento de resíduos sólidos, a Prefeitura de São Luís vem implantando os ECOPONTOS em várias regiões da cidade, que servem para receber materiais recicláveis da população. Somado a isso o governo está instalando uma usina de compostagem e uma central de triagem de resíduos sólidos para destiná-los a reciclagem. Atualmente, a cidade tem a maior taxa de reciclagem da Região Nordeste: 2,34%. | 01/20/2022 02:27:05 | |||
| 117948 | Cities 2021 | 2021 | 35877 | City of Pittsburgh, PA | United States of America | North 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? | 2 | Provide a summary of the outcomes of up to three scenarios | 1 | Climate exposure scenarios | Question not applicable | 01/20/2022 02:27:05 | ||
| 117949 | Cities 2021 | 2021 | 845301 | Montes de Oca | Costa Rica | Latin 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 | |||
| 117950 | Cities 2021 | 2021 | 863001 | Puerto Varas | Chile | 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 | 2 | Finance secured | 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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