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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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 274751 | Cities 2021 | 2021 | 862614 | Municipio de Colima | Mexico | 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. | 2 | Indicate if this factor either supports or challenges the ability to adapt | 1 | Challenges | 01/20/2022 02:27:05 | |||
| 274752 | Cities 2021 | 2021 | 863397 | Ville de Delémont | Switzerland | 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. | 1 | Factors that affect ability to adapt | 7 | Safety and security | 01/20/2022 02:27:05 | |||
| 274753 | Cities 2021 | 2021 | 54386 | Tainan 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. | 11 | Total cost of the project (currency) | 2 | 0 | 01/20/2022 02:27:05 | |||
| 274754 | Cities 2021 | 2021 | 60410 | Municipalidad de Peñalolén | 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. | 7 | Does the assessment identify vulnerable populations? | 4 | Yes | 01/20/2022 02:27:05 | |||
| 274755 | Cities 2021 | 2021 | 31009 | København Kommune | Denmark | 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. | 7 | Please identify which vulnerable populations are affected | 2 | Persons with chronic diseases | 01/20/2022 02:27:05 | |||
| 274756 | Cities 2021 | 2021 | 36044 | Seferihisar Municipality | Turkey | 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. | 4 | Current magnitude of hazard | 4 | Medium High | 01/20/2022 02:27:05 | |||
| 274757 | Cities 2021 | 2021 | 10894 | City of Los Angeles, CA | United States of America | North America | 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 | ||||
| 274758 | Cities 2021 | 2021 | 54617 | Alcaldia de Pereira | 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. | 7 | Please identify which vulnerable populations are affected | 5 | Low-income households | 01/20/2022 02:27:05 | |||
| 274759 | Cities 2021 | 2021 | 73763 | San Carlos City | Philippines | 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. | 8 | Areas/sectors covered by the risk and vulnerability assessment | 1 | Water Supply & Sanitation | 01/20/2022 02:27:05 | |||
| 274760 | Cities 2021 | 2021 | 826207 | Junta Intermunicipal de Medio Ambiente Region Valles (JIMAV) | Mexico | 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 | 3 | Marginalized groups | 01/20/2022 02:27:05 | |||
| 274761 | Cities 2021 | 2021 | 60153 | City of Mombasa | Kenya | Africa | 6. Opportunities | Collaboration | 6.4 | Describe how your local/regional government collaborates and coordinates vertically (higher levels of government) on climate action. | 0 | 0 | 01/20/2022 02:27:05 | |||||
| 274762 | Cities 2021 | 2021 | 50154 | Turun kaupunki | Finland | 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 High | 01/20/2022 02:27:05 | |||
| 274763 | Cities 2021 | 2021 | 50400 | City of Newark, NJ | United States of America | North America | 1. Governance and Data Management | Governance | 1.1 | Please attach the letter from your city’s Mayor requesting the relevant local government department to participate in the Green Climate Cities (GCC) program. | 0 | 0 | Question not applicable | 01/20/2022 02:27:05 | ||||
| 274764 | Cities 2021 | 2021 | 59657 | City of Beaverton, 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. | 3 | Action title | 7 | COOPER MOUNTAIN RESERVOIR NO.2 | 01/20/2022 02:27:05 | |||
| 274765 | Cities 2021 | 2021 | 54276 | City of Greater Bendigo | Australia | 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. | 5 | Does this goal align with a requirement from a higher level of government? | 2 | Do not know | 01/20/2022 02:27:05 | |||
| 274766 | Cities 2021 | 2021 | 831230 | Municipality of La Marsa | Tunisia | 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. | 13 | Total cost provided by the majority funding source (currency) | 0 | 01/20/2022 02:27:05 | ||||
| 274767 | Cities 2021 | 2021 | 31184 | Prefeitura de São Paulo | 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. | 7 | Please identify which vulnerable populations are affected | 4 | Persons with disabilities | 01/20/2022 02:27:05 | |||
| 274768 | Cities 2021 | 2021 | 31114 | City of Sydney | Australia | 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 | 6 | Persons with disabilities | 01/20/2022 02:27:05 | |||
| 274769 | Cities 2021 | 2021 | 31182 | City of San Francisco, CA | United States of America | North 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 | ||
| 274770 | Cities 2021 | 2021 | 848259 | Mongua | 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. | 3 | Current probability of hazard | 1 | Medium High | 01/20/2022 02:27:05 | |||
| 274771 | Cities 2021 | 2021 | 35475 | City of Calgary, AB | Canada | 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'. | 6 | Identified financing model description | 8 | 01/20/2022 02:27:05 | ||||
| 274772 | Cities 2021 | 2021 | 36037 | Santiago de Cali | Colombia | 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 | No | 01/20/2022 02:27:05 | ||
| 274773 | Cities 2021 | 2021 | 35913 | City of Nairobi | Kenya | Africa | 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 | 0 | 01/20/2022 02:27:05 | ||||
| 274774 | Cities 2021 | 2021 | 31172 | Mexico City | Mexico | 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. | 2 | Type of collaboration | 2 | Project implementation and management | 01/20/2022 02:27:05 | |||
| 274775 | Cities 2021 | 2021 | 54060 | City of Greater Sudbury / Grand Sudbury, 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. | 10 | Future expected magnitude of hazard | 3 | 01/20/2022 02:27:05 | ||||
| 274776 | Cities 2021 | 2021 | 827048 | Zhenjiang Municipal People's Government | 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. | 6 | Most relevant assets / services affected overall | 8 | Education | 01/20/2022 02:27:05 | |||
| 274777 | Cities 2021 | 2021 | 60185 | Vantaan kaupunki | Finland | 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. | 9 | Type of plan | 1 | Integrated mitigation / adaptation | 01/20/2022 02:27:05 | |||
| 274778 | Cities 2021 | 2021 | 31108 | City of Houston, TX | 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'. | 5 | Financing model identified | 11 | No | 01/20/2022 02:27:05 | |||
| 274779 | Cities 2021 | 2021 | 58485 | Abington Township, PA | United States of America | 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. | 9 | Type of plan | 0 | Question not applicable | 01/20/2022 02:27:05 | |||
| 274780 | Cities 2021 | 2021 | 54647 | Prefeitura de Jundiaí | 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) | 2 | 260000 | 01/20/2022 02:27:05 | |||
| 274781 | Cities 2021 | 2021 | 826094 | Ayuntamiento de Atenguillo | Mexico | Latin America | 1. Governance and Data Management | Governance | 1.2 | Please list the local government departments involved in the GCC program and its role. | 1 | Name of the department | 0 | Question not applicable | 01/20/2022 02:27:05 | |||
| 274782 | Cities 2021 | 2021 | 831618 | Yaoundé 4 | Cameroon | Africa | 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 | partenariat PPT | 01/20/2022 02:27:05 | |||
| 274783 | Cities 2021 | 2021 | 43910 | City of Columbus, OH | United States of America | 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. | 3 | Sectors/areas covered by plan that addresses climate change adaptation | 2 | Fishery | 01/20/2022 02:27:05 | |||
| 274784 | Cities 2021 | 2021 | 841965 | City of Lansing, MI | United States of America | North America | 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 | ||||
| 274785 | 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. | 12 | Please describe the impacts experienced so far, and how you expect the hazard to impact in the future | 1 | The most polluting agent in the city of Arequipa is the automotive sector with 60%, the industries with 21%, the companies and the commerce with 11%, industrial cauldrons with 7%. For the year 2009 Arequipa had 111, 179 vehicular units, and from 2010 to 2016 these increased by more than 150, 000 units, which means that each year they increase by more than 21,000 units (SUNARP 2016). Then, this excessive increase in the demand for vehicles, the result of no restrictions, planning and lack of government policies, as a result is the alarming increase of the vehicle fleet in the city of Arequipa, a situation that causes multiple problems in society. In the city of Arequipa, the Executive Directorate of Environmental Health (DESA) of the Regional Health Management, is the one that performs the monitoring and information of air quality, in compliance with the air quality regulations. The results of these measurements and data obtained on the presence of pollutants in different critical areas of our atmospheric basin, and the impact of air quality on health are periodically delivered.In 2017, the Environmental Quality Standards (ECA) for air are approved, according to Supreme Decree No. 003 - 2017 - MINAM, where the permissible limit for different pollutant gases is the average concentration of particulate material from 2013 to in 2017, it exceeds the standards of environmental air quality. The records on average range between 115.37, 76.78, 71.28, 71.76 and 111.77 μg / m3. This indicates that it is higher than what is allowed (50 μg / m3) and as a result will cause serious damage to public health (DIGESA, 2017)Average concentration of sulfur dioxide, concentration of ozone and nitrogen dioxide, from 2013 to 2017 do not exceed the environmental quality standards for air in the city of Arequipa.According to the Regional Health Management of Arequipa, it is estimated that the increase in respiratory diseases, irritations of the respiratory system, headaches, inflammation of the throat, allergies, affects the ability to think, diminishes reflexes, will tend to occur in the future. affects the fetal growth of pregnant women, among others. | 01/20/2022 02:27:05 | |||
| 274786 | Cities 2021 | 2021 | 59985 | City of Puerto Princesa | 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. | 8 | Future change in frequency | 1 | Increasing | 01/20/2022 02:27:05 | |||
| 274787 | Cities 2021 | 2021 | 54408 | Aarhus Kommune | Denmark | Europe | 1. Governance and Data Management | Governance | 1.5 | Please describe to what extent the planning process is transparent and open. | 2 | The climate adaptation/mitigation plan makes the criteria and process for prioritizing climate actions explicit | 1 | Planning process | Question not applicable | 01/20/2022 02:27:05 | ||
| 274788 | Cities 2021 | 2021 | 859081 | City of Sakuragawa | Japan | East Asia | 0. Introduction | 0.2 | If you have not previously submitted your Letter of Commitment to the Global Covenant of Mayors, either through the relevant regional covenant or through the Global Covenant secretariat, please attach the letter signed by an appropriately mandated official (e.g. Mayor, City Council) to this question. | 0 | 0 | Question not applicable | 01/20/2022 02:27:05 | |||||
| 274789 | Cities 2021 | 2021 | 53241 | City of Darwin | Australia | Southeast Asia and Oceania | 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 | 1 | 01/20/2022 02:27:05 | ||||
| 274790 | Cities 2021 | 2021 | 74414 | Boulder County, CO | United States of America | North America | 1. Governance and Data Management | Governance | 1.2 | Please list the local government departments involved in the GCC program and its role. | 3 | Role in the GCC program | 0 | Question not applicable | 01/20/2022 02:27:05 | |||
| 274791 | Cities 2021 | 2021 | 74401 | City of Encinitas, 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. | 6 | Co-benefit area | 7 | Enhanced resilience | 01/20/2022 02:27:05 | |||
| 274792 | Cities 2021 | 2021 | 838937 | Mersin Metropolitan Municipality | Turkey | Europe | 0. Introduction | City Details | 0.6 | Please provide further details about the geography of your city. | 1 | Land area of the city boundary as defined in question 0.1 (in square km) | 1 | Please complete | 16.01 | 01/20/2022 02:27:05 | ||
| 274793 | Cities 2021 | 2021 | 60238 | Söderhamns 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. | 6 | Co-benefit area | 4 | Improved access to and quality of mobility services and infrastructure | 01/20/2022 02:27:05 | |||
| 274794 | Cities 2021 | 2021 | 839670 | Municipio de Santa Catarina Pinula | Guatemala | Latin 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 | ||
| 274795 | Cities 2021 | 2021 | 54389 | Taichung City Government | Taiwan, Greater China | East Asia | 3. Adaptation | Adaptation Goals | 3.3 | Please describe the main goals of your city’s adaptation efforts and the metrics / KPIs for each goal. | 6 | Select the initiatives related to this adaptation goal that your city has committed to | 1 | ICLEI’s Green Climate Cities Program | 01/20/2022 02:27:05 | |||
| 274796 | Cities 2021 | 2021 | 60408 | Municipalidad de Talca | Chile | Latin America | 2. Climate Hazards and Vulnerability | Climate Hazards | 2.1 | Please list the most significant climate hazards faced by your city and indicate the probability and consequence of these hazards, as well as the expected future change in frequency and intensity. Please also select the most relevant assets or services that are affected by the climate hazard and provide a description of the impact. | 5 | Social impact of hazard overall | 2 | Increased demand for public services | 01/20/2022 02:27:05 | |||
| 274797 | Cities 2021 | 2021 | 50357 | Ciudad de Mendoza | 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. | 5 | Means of implementation | 2 | Development and implementation of action plan | 01/20/2022 02:27:05 | |||
| 274798 | Cities 2021 | 2021 | 70005 | Tauragės rajono savivaldybė | Lithuania | Europe | 6. Opportunities | Finance and Economic Opportunities | 6.11 | Does your city have its own credit rating? | 3 | Rating | 2 | Domestic | Question not applicable | 01/20/2022 02:27:05 | ||
| 274799 | Cities 2021 | 2021 | 863001 | Puerto Varas | Chile | Latin America | 2. Climate Hazards and Vulnerability | Climate Hazards | 2.1 | Please list the most significant climate hazards faced by your city and indicate the probability and consequence of these hazards, as well as the expected future change in frequency and intensity. Please also select the most relevant assets or services that are affected by the climate hazard and provide a description of the impact. | 7 | Please identify which vulnerable populations are affected | 1 | Low-income households | 01/20/2022 02:27:05 | |||
| 274800 | Cities 2021 | 2021 | 54457 | Hanse- und Universitätsstadt Rostock | Germany | Europe | 2. Climate Hazards and Vulnerability | Climate Risk and Vulnerability Assessment | 2.0b | Please attach and provide details on your climate change risk and vulnerability assessment. Please provide details on the boundary of your assessment, and where this differs from your city’s boundary, please provide an explanation. | 3 | Year of publication or approval from local government | 1 | 2019 | 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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