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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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 291051 | Cities 2021 | 2021 | 31117 | City of Toronto, ON | Canada | 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. | 9 | Please explain | 14 | When conducted, this study was one of the first of its kind to conduct dynamical downscale modelling, with a view to particularly identify extreme weather projections into the 2040 time horizon. This study primarily focuses on extreme heat and precipitation. It was considered as a pilot study at the time in that it used only one global climate model, as opposed to an ensemble of models. To a large extent, the prediction of the modelling came true for both the heat and extreme precipitation parameters. Predictions of other parameters such as wind, snow, ice accretion are more difficult. | 01/20/2022 02:27:05 | |||
| 291052 | 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. | 13 | Description of the stakeholder engagement processes | 3 | The plan was developed by Can Tho Department of Natural Resources and Environment and then sent to other departments, agencies, institutions, universities, NGOs, international organizations located in the city for their feedbacks and inputs. Two workshops have been held with the participation of all relevant stakeholders to discuss such feedbacks and inputs. | 01/20/2022 02:27:05 | |||
| 291053 | Cities 2021 | 2021 | 50357 | Ciudad de Mendoza | Argentina | Latin America | 2. Climate Hazards and Vulnerability | Climate Hazards | 2.1 | Please list the most significant climate hazards faced by your city and indicate the probability and consequence of these hazards, as well as the expected future change in frequency and intensity. Please also select the most relevant assets or services that are affected by the climate hazard and provide a description of the impact. | 5 | Social impact of hazard overall | 3 | Increased resource demand | 01/20/2022 02:27:05 | |||
| 291054 | Cities 2021 | 2021 | 848567 | Mid-America Regional Council | United States of America | North 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 | Question not applicable | 01/20/2022 02:27:05 | ||
| 291055 | Cities 2021 | 2021 | 57347 | Pingtung County Government | Taiwan, Greater China | East Asia | 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 | Increased opportunities for investment in infrastructure projects | 01/20/2022 02:27:05 | |||
| 291056 | Cities 2021 | 2021 | 862956 | Inashiki City | Japan | East Asia | 6. Opportunities | Finance and Economic Opportunities | 6.9 | Has your city taken steps to decarbonize the investments held by the city retirement funds and/or municipal investments, e.g. by making a commitment to divest from fossil fuels and/or increase sustainable investments? | 1 | Response | 2 | Investments held by the city retirement funds, e.g. by making a commitment to divest from fossil fuels and/or increase sustainable investments? | Question not applicable | 01/20/2022 02:27:05 | ||
| 291057 | Cities 2021 | 2021 | 61790 | City of Emeryville, CA | 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. | 2 | Indicate if this factor either supports or challenges the ability to adapt | 3 | Challenges | 01/20/2022 02:27:05 | |||
| 291058 | Cities 2021 | 2021 | 840948 | City of Pakse | Lao People's Democratic Republic | Southeast Asia and Oceania | 6. Opportunities | Collaboration | 6.4 | Describe how your local/regional government collaborates and coordinates vertically (higher levels of government) on climate action. | 0 | 0 | Question not applicable | 01/20/2022 02:27:05 | ||||
| 291059 | Cities 2021 | 2021 | 50367 | Ayuntamiento de Culiacán | Mexico | 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 | 12 | Waste management targets | 01/20/2022 02:27:05 | |||
| 291060 | Cities 2021 | 2021 | 54092 | City of Ann Arbor, MI | 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 | 12 | Disaster preparedness | 01/20/2022 02:27:05 | |||
| 291061 | Cities 2021 | 2021 | 35859 | City of Cleveland, OH | United States of America | North America | 3. Adaptation | Adaptation Actions | 3.0 | Please describe the main actions you are taking to reduce the risk to, and vulnerability of, your city’s infrastructure, services, citizens, and businesses from climate change as identified in the Climate Hazards section. | 5 | Means of implementation | 3 | Stakeholder engagement | 01/20/2022 02:27:05 | |||
| 291062 | Cities 2021 | 2021 | 43920 | Mestna občina Ljubljana | Slovenia | 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 | 4 | Pre-feasibility/impact assessment study status | 01/20/2022 02:27:05 | |||
| 291063 | Cities 2021 | 2021 | 834251 | Municipality of Coronel Dominguez | Argentina | Latin America | 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 | ||
| 291064 | 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. | 7 | Comment | 3 | 01/20/2022 02:27:05 | ||||
| 291065 | Cities 2021 | 2021 | 834299 | Musashino 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'. | 6 | Identified financing model description | 0 | 01/20/2022 02:27:05 | ||||
| 291066 | Cities 2021 | 2021 | 834347 | Seberang Perai Municipal Council | Malaysia | 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 | 1 | 01/20/2022 02:27:05 | ||||
| 291067 | Cities 2021 | 2021 | 73692 | Mount Barker District Council | Australia | Southeast Asia and Oceania | 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 | 2 | Water Scarcity > Drought | 01/20/2022 02:27:05 | |||
| 291068 | Cities 2021 | 2021 | 845302 | Paraíso | Costa Rica | 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 | 01/20/2022 02:27:05 | |||
| 291069 | Cities 2021 | 2021 | 49342 | City of Rochester, 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. | 6 | Co-benefit area | 1 | Social inclusion, social justice | 01/20/2022 02:27:05 | |||
| 291070 | Cities 2021 | 2021 | 834196 | Miyoshi City | Japan | East Asia | 2. Climate Hazards and Vulnerability | Climate Risk and Vulnerability Assessment | 2.0 | Has a climate change risk and vulnerability assessment been undertaken for your city? | 0 | 0 | 01/20/2022 02:27:05 | |||||
| 291071 | Cities 2021 | 2021 | 54345 | City Government of Davao | 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. | 11 | When do you first expect to experience those changes in frequency and intensity? | 2 | Short-term (by 2025) | 01/20/2022 02:27:05 | |||
| 291072 | Cities 2021 | 2021 | 54367 | Melaka Historic City Council | Malaysia | 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. | 7 | Please identify which vulnerable populations are affected | 2 | Children & youth | 01/20/2022 02:27:05 | |||
| 291073 | Cities 2021 | 2021 | 58489 | Høje-Taastrup Kommune | Denmark | Europe | 6. Opportunities | Finance and Economic Opportunities | 6.6 | Has your city tested their climate actions through pilot/demonstration projects? | 2 | Description of project and weblink | 1 | Tested by city government | Question not applicable | 01/20/2022 02:27:05 | ||
| 291074 | Cities 2021 | 2021 | 54530 | City of Brighton & Hove | 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. | 13 | Total cost provided by the majority funding source (currency) | 3 | 01/20/2022 02:27:05 | ||||
| 291075 | Cities 2021 | 2021 | 31165 | Stadt Heidelberg | Germany | 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. | 4 | Status of action | 3 | Implementation | 01/20/2022 02:27:05 | |||
| 291076 | Cities 2021 | 2021 | 859147 | Town of Yosano | Japan | East Asia | 2. Climate Hazards and Vulnerability | Climate Hazards | 2.3a | Please report on how climate change impacts health outcomes and health services in your city. | 7 | Please explain | 1 | Question not applicable | 01/20/2022 02:27:05 | |||
| 291077 | Cities 2021 | 2021 | 841540 | South Lakeland District 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. | 3 | Current probability of hazard | 3 | Medium | 01/20/2022 02:27:05 | |||
| 291078 | Cities 2021 | 2021 | 826380 | Junta Intermunicipal de la Cuenca Baja del Rio Ayuquila (JIRA) | 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'. | 7 | Project description and attach project proposal | 0 | 01/20/2022 02:27:05 | ||||
| 291079 | Cities 2021 | 2021 | 35864 | Ekurhuleni Metropolitan Municipality | South Africa | Africa | 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 | Energy | 01/20/2022 02:27:05 | |||
| 291080 | Cities 2021 | 2021 | 54396 | Can Tho City | Viet Nam | Southeast Asia and Oceania | 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 | Job creation | 01/20/2022 02:27:05 | |||
| 291081 | Cities 2021 | 2021 | 73725 | Guaminí | Argentina | Latin America | 2. Climate Hazards and Vulnerability | Climate Hazards | 2.1 | Please list the most significant climate hazards faced by your city and indicate the probability and consequence of these hazards, as well as the expected future change in frequency and intensity. Please also select the most relevant assets or services that are affected by the climate hazard and provide a description of the impact. | 7 | Please identify which vulnerable populations are affected | 5 | Children & youth | 01/20/2022 02:27:05 | |||
| 291082 | Cities 2021 | 2021 | 859152 | Hashimoto 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. | 10 | Has your local government assessed the synergies, trade-offs, and co-benefits, if any, of the main mitigation and adaptation actions you identified? | 0 | Question not applicable | 01/20/2022 02:27:05 | |||
| 291083 | 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. | 6 | Most relevant assets / services affected overall | 2 | Residential | "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 | ||
| 291084 | Cities 2021 | 2021 | 50578 | City of Windsor, ON | Canada | 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. | 2 | Climate hazards that adaptation goal addresses | 4 | Biological hazards > Water-borne disease | 01/20/2022 02:27:05 | |||
| 291085 | Cities 2021 | 2021 | 54306 | Medan City Government | Indonesia | 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. | 4 | Current magnitude of hazard | 1 | Medium High | 01/20/2022 02:27:05 | |||
| 291086 | Cities 2021 | 2021 | 54048 | City of Knoxville, TN | 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. | 2 | Description of city | 1 | Please complete | Founded in 1791 where the French Broad and Holston Rivers converge to form the Tennessee River, Knoxville is the largest city in east Tennessee and third largest in the state. It is located in a broad valley between the Cumberland Mountains to the northwest and the Great Smoky Mountains to the southeast. These two mountain ranges help provide a moderate climate, with an annual average temperature of 58 degrees F. The Knoxville area is frequently cited in national surveys as a quality place to live. The University of Tennessee calls Knoxville home, making an array of educational and cultural opportunities available to area residents. Affordable housing, health care costs below the national average, and a pleasant climate with lakes and mountains nearby make Knoxville an attractive place to settle. A map of the City's boundary is attached. | Knoxville Incorporated Area (from KGIS 2021.07.23).png | 01/20/2022 02:27:05 | ||
| 291087 | Cities 2021 | 2021 | 31164 | Ho Chi Minh City | Viet Nam | 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. | 11 | When do you first expect to experience those changes in frequency and intensity? | 4 | Medium-term (2026-2050) | 01/20/2022 02:27:05 | |||
| 291088 | Cities 2021 | 2021 | 60905 | Municipalidad de Maipú | Chile | Latin 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. | 3 | Year of publication or approval from local government | 0 | Question not applicable | 01/20/2022 02:27:05 | |||
| 291089 | Cities 2021 | 2021 | 54652 | Prefeitura de Osasco | 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. | 13 | Total cost provided by the majority funding source (currency) | 4 | 01/20/2022 02:27:05 | ||||
| 291090 | Cities 2021 | 2021 | 73635 | Metepec | 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. | 1 | Current population | 1 | Please complete | 227827 | 01/20/2022 02:27:05 | ||
| 291091 | Cities 2021 | 2021 | 859181 | Tamana 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. | 10 | Majority funding source | 0 | 01/20/2022 02:27:05 | ||||
| 291092 | Cities 2021 | 2021 | 14874 | City of Portland, OR | 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 | Improved public health | 01/20/2022 02:27:05 | |||
| 291093 | Cities 2021 | 2021 | 55801 | City of West Palm Beach, 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 | 9 | Transport (Mobility) | 01/20/2022 02:27:05 | |||
| 291094 | Cities 2021 | 2021 | 59667 | City of Port Coquitlam, BC | Canada | North America | 2. Climate Hazards and Vulnerability | Climate Hazards | 2.1 | Please list the most significant climate hazards faced by your city and indicate the probability and consequence of these hazards, as well as the expected future change in frequency and intensity. Please also select the most relevant assets or services that are affected by the climate hazard and provide a description of the impact. | 9 | Future change in intensity | 2 | Increasing | 01/20/2022 02:27:05 | |||
| 291095 | Cities 2021 | 2021 | 840269 | Town of Whitby, 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. | 4 | Climate hazards factored into plan that addresses climate change adaptation | 1 | Extreme Precipitation > Heavy snow | 01/20/2022 02:27:05 | |||
| 291096 | Cities 2021 | 2021 | 60656 | City of Piedmont, 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'. | 1 | Project area | 4 | Water management | 01/20/2022 02:27:05 | |||
| 291097 | Cities 2021 | 2021 | 31173 | Comune di Milano | Italy | Europe | 2. Climate Hazards and Vulnerability | Climate Hazards | 2.2 | Please identify and describe the factors that most greatly affect your city’s ability to adapt to climate change and indicate how those factors either support or challenge this ability. | 2 | Indicate if this factor either supports or challenges the ability to adapt | 10 | Challenges | 01/20/2022 02:27:05 | |||
| 291098 | Cities 2021 | 2021 | 36261 | Comune di Bolzano | Italy | 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. | 2 | Health-related risk and vulnerability assessment undertaken | 1 | Yes | 01/20/2022 02:27:05 | |||
| 291099 | Cities 2021 | 2021 | 859157 | Matsue 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 | 0 | 01/20/2022 02:27:05 | ||||
| 291100 | Cities 2021 | 2021 | 60399 | Municipalidad de Miraflores | Peru | 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. | 5 | Means of implementation | 1 | Assessment and evaluation activities | 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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