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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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 129301 | Cities 2021 | 2021 | 60268 | Prefeitura de Brumadinho | 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. | 9 | Finance status | 2 | Pre-feasibility/impact assessment study status | 01/20/2022 02:27:05 | |||
| 129302 | Cities 2021 | 2021 | 54611 | Alcaldia de Manizales | 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 | 7 | Increased resource demand | 01/20/2022 02:27:05 | |||
| 129303 | Cities 2021 | 2021 | 826210 | Junta Intermunicipal de Medio Ambiente de la Costa Sur (JICOSUR) | Mexico | 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 | Aprobación y aplicación de los planes municipales de acción climática | 01/20/2022 02:27:05 | |||
| 129304 | Cities 2021 | 2021 | 31154 | Bogotá Distrito Capital | 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. | 12 | Total cost provided by the local government (currency) | 8 | 01/20/2022 02:27:05 | ||||
| 129305 | Cities 2021 | 2021 | 58636 | City of Bellingham, WA | 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. | 1 | Opportunity | 1 | Development of sustainable transport sector | 01/20/2022 02:27:05 | |||
| 129306 | Cities 2021 | 2021 | 74547 | City of Mosier, 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. | 5 | Social impact of hazard overall | 1 | Increased demand for public services | 01/20/2022 02:27:05 | |||
| 129307 | Cities 2021 | 2021 | 57347 | Pingtung County 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. | 11 | When do you first expect to experience those changes in frequency and intensity? | 1 | Immediately | 01/20/2022 02:27:05 | |||
| 129308 | Cities 2021 | 2021 | 50368 | Municipalidad de Provincial de Arequipa | Peru | 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 | 5 | Elderly | 01/20/2022 02:27:05 | |||
| 129309 | Cities 2021 | 2021 | 54354 | City Government of Makati | Philippines | 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. | 3 | Sectors/areas covered by plan that addresses climate change adaptation | 8 | Business and Financial Service | 01/20/2022 02:27:05 | |||
| 129310 | Cities 2021 | 2021 | 54519 | Lunds kommun | Sweden | 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 | 6 | Supports | 01/20/2022 02:27:05 | |||
| 129311 | Cities 2021 | 2021 | 35993 | Singapore Government | Singapore | 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. | 7 | Comment | 5 | Intentional response not to include numerical figures in column for percentage target achieved. | 01/20/2022 02:27:05 | |||
| 129312 | Cities 2021 | 2021 | 832509 | Slough Borough Council | United Kingdom of Great Britain and Northern Ireland | Europe | 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 | 01/20/2022 02:27:05 | ||||
| 129313 | Cities 2021 | 2021 | 840201 | City of Columbus, IN | 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 | ||
| 129314 | Cities 2021 | 2021 | 43908 | City of Milwaukee, WI | United States of America | North America | 1. Governance and Data Management | Governance | 1.4 | Please list the stakeholder engagement activities for each relevant stakeholder group. | 3 | Name of the engagement activities | 0 | Question not applicable | 01/20/2022 02:27:05 | |||
| 129315 | Cities 2021 | 2021 | 50394 | Prefeitura Municipal de João Pessoa | 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'. | 5 | Financing model identified | 1 | Yes | 01/20/2022 02:27:05 | |||
| 129316 | Cities 2021 | 2021 | 831674 | Município de Amarante | Portugal | 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. | 14 | Update/revision process in place for the Adaptation Plan | 1 | Question not applicable | 01/20/2022 02:27:05 | |||
| 129317 | 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. | 6 | Co-benefit area | 9 | Enhanced resilience | 01/20/2022 02:27:05 | |||
| 129318 | Cities 2021 | 2021 | 50370 | Municipalidad de Tampico | Mexico | Latin America | 6. Opportunities | Collaboration | 6.3 | Describe how your local/regional government collaborates and coordinates horizontally on climate action. | 1 | Entity with which your local/regional government collaborates and coordinates horizontally on climate action | 1 | Horizontal collaboration and coordination | Question not applicable | 01/20/2022 02:27:05 | ||
| 129319 | Cities 2021 | 2021 | 73758 | Mataram City | Indonesia | Southeast Asia and Oceania | 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 | 495681 | 01/20/2022 02:27:05 | ||
| 129320 | Cities 2021 | 2021 | 31114 | City of Sydney | Australia | Southeast Asia and Oceania | 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 | 2041 | 01/20/2022 02:27:05 | ||
| 129321 | Cities 2021 | 2021 | 58621 | Town of Blacksburg, VA | 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. | 6 | Please identify which vulnerable populations are affected by these climate-related impacts | 0 | Question not applicable | 01/20/2022 02:27:05 | |||
| 129322 | Cities 2021 | 2021 | 49347 | City of Omaha, NE | 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 | 6 | Fluctuating socio-economic conditions | 01/20/2022 02:27:05 | |||
| 129323 | Cities 2021 | 2021 | 60410 | Municipalidad de Peñalolén | Chile | 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. | 2 | COVID-19 recovery interventions and climate action synergies | 1 | Response | Recovery interventions that build out broadband and internet services to those with inadequate access | 01/20/2022 02:27:05 | ||
| 129324 | Cities 2021 | 2021 | 14344 | City of Park City, UT | 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 | 3 | Increased demand for public services | "Drought" considers the impacts of both a summer drought and a low snow year. While a single dry summer drought may increase long term risk of water stress and wildfires, a low snow year has immediate economic and social impacts. | 01/20/2022 02:27:05 | ||
| 129325 | Cities 2021 | 2021 | 35857 | City of Cincinnati, OH | United States of America | North America | 2. Climate Hazards and Vulnerability | Climate Risk and Vulnerability Assessment | 2.0b | Please attach and provide details on your climate change risk and vulnerability assessment. Please provide details on the boundary of your assessment, and where this differs from your city’s boundary, please provide an explanation. | 2 | Web link | 1 | https://www.hamiltoncounty.in.gov/DocumentCenter/View/14824/2019-Hamilton-County-Multi-Hazard-Mitigation-Plan | 01/20/2022 02:27:05 | |||
| 129326 | Cities 2021 | 2021 | 54116 | City of Dubuque, IA | 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 | Yes | 01/20/2022 02:27:05 | ||
| 129327 | 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. | 3 | Action title | 18 | Refurbishment and regeneration of public spaces in the City of Athens | 01/20/2022 02:27:05 | |||
| 129328 | Cities 2021 | 2021 | 53829 | City of Kingston, 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. | 6 | Most relevant assets / services affected overall | 4 | Waste management | 01/20/2022 02:27:05 | |||
| 129329 | Cities 2021 | 2021 | 841050 | Ayuntamiento San Nicolás de los Garza | Mexico | 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)? | 1 | Report to the national MRV system | 1 | MRV system | No | 01/20/2022 02:27:05 | ||
| 129330 | Cities 2021 | 2021 | 54098 | City of Thunder Bay, ON | Canada | 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 | ||||
| 129331 | 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. | 11 | Total cost of the project (currency) | 15 | 4600000 | 01/20/2022 02:27:05 | |||
| 129332 | Cities 2021 | 2021 | 50385 | Prefeitura de Campo Grande | 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. | 3 | Target year of goal | 0 | 01/20/2022 02:27:05 | ||||
| 129333 | Cities 2021 | 2021 | 35858 | City of Cape Town | South Africa | Africa | 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 | Waste has been identified as a source of GHG emissions as well as posing a challenge to the general sustainability of the city due to decreased availability of landfill space, littering, and the high costs of waste removal due to the distances involved. The City is piloting a separation at source project for of recyclable material as well as separation of organic waste at source. The private sector already plays a key role in recycling and green (garden) waste processing; there is significant scope for this to expand. | 01/20/2022 02:27:05 | |||
| 129334 | Cities 2021 | 2021 | 3417 | New York City, NY | 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. | 3 | Action title | 3 | NYC °CoolRoofs | 01/20/2022 02:27:05 | |||
| 129335 | Cities 2021 | 2021 | 859089 | Satte City | Japan | East Asia | 3. Adaptation | Adaptation Actions | 3.1 | Describe how your city identified and prioritized adaptation actions to implement. | 2 | Comment | 1 | Identifying and prioritizing adaptation actions | Question not applicable | 01/20/2022 02:27:05 | ||
| 129336 | Cities 2021 | 2021 | 73635 | Metepec | Mexico | 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. | 3 | Sectors/areas covered by plan that addresses climate change adaptation | 1 | Transport (Mobility) | 01/20/2022 02:27:05 | |||
| 129337 | Cities 2021 | 2021 | 839672 | Municipalidad Distrital de La Molina | Peru | 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. | 9 | Future change in intensity | 3 | Decreasing | 01/20/2022 02:27:05 | |||
| 129338 | Cities 2021 | 2021 | 54104 | City of Boulder, CO | 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 | 4 | High | 01/20/2022 02:27:05 | |||
| 129339 | Cities 2021 | 2021 | 831152 | Municipio de San Pedro de Urabá | 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. | 12 | Please describe the impacts experienced so far, and how you expect the hazard to impact in the future | 2 | Los impactos que se han experimentado hasta el momento son crecientes e inundaciones que ha generado perdidas de cultivos, enfermedades y perdidas económicas de la población aledaña a ríos y quebradas | 01/20/2022 02:27:05 | |||
| 129340 | Cities 2021 | 2021 | 60029 | City of Cagayan de Oro | Philippines | Southeast Asia and Oceania | 2. Climate Hazards and Vulnerability | Climate Hazards | 2.1 | Please list the most significant climate hazards faced by your city and indicate the probability and consequence of these hazards, as well as the expected future change in frequency and intensity. Please also select the most relevant assets or services that are affected by the climate hazard and provide a description of the impact. | 5 | Social impact of hazard overall | 4 | Increased demand for public services | 01/20/2022 02:27:05 | |||
| 129341 | Cities 2021 | 2021 | 834277 | Municipality of Patagones | 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. | 9 | Finance status | 6 | Feasibility undertaken | 01/20/2022 02:27:05 | |||
| 129342 | Cities 2021 | 2021 | 848128 | Ocú | Panama | Latin America | 1. Governance and Data Management | Governance | 1.4 | Please list the stakeholder engagement activities for each relevant stakeholder group. | 5 | Please attach stakeholder engagement and communication plan | 1 | El gestor ambiental reportara mensualmente a la dirección ejecutiva de AMUPA y a la Alcaldía de Ocú las labores ambientales realizadas. | 01/20/2022 02:27:05 | |||
| 129343 | Cities 2021 | 2021 | 10894 | City of Los Angeles, 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. | 1 | Climate hazards | 6 | Water Scarcity > Drought | 01/20/2022 02:27:05 | |||
| 129344 | Cities 2021 | 2021 | 54513 | Uppsala kommun | Sweden | Europe | 3. Adaptation | Adaptation Actions | 3.0 | Please describe the main actions you are taking to reduce the risk to, and vulnerability of, your city’s infrastructure, services, citizens, and businesses from climate change as identified in the Climate Hazards section. | 13 | Total cost provided by the majority funding source (currency) | 2 | 01/20/2022 02:27:05 | ||||
| 129345 | 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. | 3 | Action title | 12 | Enhancing community resilience | 01/20/2022 02:27:05 | |||
| 129346 | Cities 2021 | 2021 | 847236 | Ramona | Argentina | Latin America | 6. Opportunities | Collaboration | 6.2 | Does your city collaborate in partnership with businesses and/or industries in your city on sustainability projects? | 0 | 0 | 01/20/2022 02:27:05 | |||||
| 129347 | Cities 2021 | 2021 | 42384 | Göteborgs stad | Sweden | Europe | 2. Climate Hazards and Vulnerability | Climate Hazards | 2.1 | Please list the most significant climate hazards faced by your city and indicate the probability and consequence of these hazards, as well as the expected future change in frequency and intensity. Please also select the most relevant assets or services that are affected by the climate hazard and provide a description of the impact. | 6 | Most relevant assets / services affected overall | 2 | Land use planning | 01/20/2022 02:27:05 | |||
| 129348 | Cities 2021 | 2021 | 54104 | City of Boulder, CO | 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. | 1 | Opportunity | 2 | Increased energy security | 01/20/2022 02:27:05 | |||
| 129349 | 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. | 7 | Please identify which vulnerable populations are affected | 1 | Low-income households | 01/20/2022 02:27:05 | |||
| 129350 | Cities 2021 | 2021 | 49330 | Kansas City, MO | 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 | KCMO Health Department has been tracking the correlation of deaths related to increases in urban temperature. The trend has been upwards in the most recent years and is expected and projected to be more pronounced into the future. According to NOAA’s Storm Events Database, there have been 27 heat-related deaths and 32 heat-related injuries between 2000 and 2019 within the planning area. In a high emissions scenario, the number of days per year over 105°F is expected to increase from 0.7 to 6.3 by midcentury, and to 21.9 by end of century. The heat wave daytime temperature is expected to increase from 100.3°F to 111.4°F and the nighttime temperature from 79.8°F to 90.2°F by the end of the century. | 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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