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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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 317601 | Cities 2021 | 2021 | 843399 | Wandsworth Council | United Kingdom of Great Britain and Northern Ireland | Europe | 2. Climate Hazards and Vulnerability | Climate Hazards | 2.3a | Please report on how climate change impacts health outcomes and health services in your city. | 1 | Area affected by climate change | 1 | Health systems (service provision, infrastructure and technologies) | 01/19/2022 02:30:06 | |||
| 317602 | Cities 2021 | 2021 | 54318 | Government of Tangerang City | 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. | 7 | Please identify which vulnerable populations are affected | 2 | Children & youth | 01/19/2022 02:30:06 | |||
| 317603 | Cities 2021 | 2021 | 73413 | Commune de Cocody | Côte d'Ivoire | 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. | 7 | Sectors/areas adaptation action applies to | 1 | Transport (Mobility) | 01/19/2022 02:30:06 | |||
| 317604 | Cities 2021 | 2021 | 862814 | South-East Region of Ireland (Kilkenny, Carlow, Wexford, and Waterford Counties) | 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. | 1 | Sustainability goals and targets | 8 | Intending to incorporate sustainability goals and targets into the city’s master plan in in the next 2 years | 01/19/2022 02:30:06 | |||
| 317605 | Cities 2021 | 2021 | 73413 | Commune de Cocody | Côte d'Ivoire | 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 | 1 | Persons living in sub-standard housing | 01/19/2022 02:30:06 | |||
| 317606 | Cities 2021 | 2021 | 863205 | Gorontalo Regency | Indonesia | 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. | 5 | Means of implementation | 1 | Development and implementation of action plan | 01/19/2022 02:30:06 | |||
| 317607 | Cities 2021 | 2021 | 60370 | Alcaldía de Cúcuta | Colombia | 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. | 8 | Stage of implementation | 0 | Question not applicable | 01/19/2022 02:30:06 | |||
| 317608 | Cities 2021 | 2021 | 54409 | Espoon kaupunki | Finland | Europe | 6. Opportunities | Finance and Economic Opportunities | 6.11 | Does your city have its own credit rating? | 3 | Rating | 1 | International | Question not applicable | 01/19/2022 02:30:06 | ||
| 317609 | Cities 2021 | 2021 | 50373 | Municipalidad de Rosario | 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. | 4 | Current magnitude of hazard | 11 | Medium | 01/19/2022 02:30:06 | |||
| 317610 | Cities 2021 | 2021 | 58513 | City of Medford, MA | 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) | 2 | 01/19/2022 02:30:06 | ||||
| 317611 | Cities 2021 | 2021 | 36159 | Município de Lisboa | Portugal | Europe | 6. Opportunities | Finance and Economic Opportunities | 6.5 | List any mitigation, adaptation, water related or resilience projects you have planned within your city for which you hope to attract financing and provide details on the estimated costs and status of the project. If your city does not have any relevant projects, please select 'No relevant projects' under 'Project Area'. | 4 | Status of financing | 5 | Project not funded and seeking full funding | 01/19/2022 02:30:06 | |||
| 317612 | Cities 2021 | 2021 | 50220 | Métropole de Nice | France | 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). | 1 | How city is evaluating inclusion and equity | 1 | Response | Question not applicable | 01/19/2022 02:30:06 | ||
| 317613 | Cities 2021 | 2021 | 35879 | City of Minneapolis, 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 | 4 | Persons living in sub-standard housing | 01/19/2022 02:30:06 | |||
| 317614 | Cities 2021 | 2021 | 50220 | Métropole de Nice | France | 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 | 5 | Pavement irrigation to improve thermal comfort | 01/19/2022 02:30:06 | |||
| 317615 | Cities 2021 | 2021 | 53959 | City of Fayetteville, AR | 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 | 7 | Increased opportunities for investment in infrastructure projects | 01/19/2022 02:30:06 | |||
| 317616 | Cities 2021 | 2021 | 50560 | City of Oakland, 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. | 14 | Web link | 5 | http://www2.oaklandnet.com/oakca1/groups/ceda/documents/report/oak058455.pdf | 01/19/2022 02:30:06 | |||
| 317617 | Cities 2021 | 2021 | 59167 | Municipalidad de Providencia | 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. | 2 | Did this hazard significantly impact your city before 2021? | 6 | Yes | 01/19/2022 02:30:06 | |||
| 317618 | 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 | 11 | Biological hazards > Water-borne disease | 01/19/2022 02:30:06 | |||
| 317619 | Cities 2021 | 2021 | 59572 | District of Saanich, BC | 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 | 1 | The 11 sectors covered were land use, buildings, transportation and mobility, energy supply, ecosystems, infrastructure, health, emergency response, waste, consumption, and agriculture and food. Water supply is not in our jurisdiction. | 01/19/2022 02:30:06 | |||
| 317620 | Cities 2021 | 2021 | 52638 | Prefeitura de Aracaju | Brazil | 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. | 5 | Year of adoption of adaptation plan by local government | 0 | Question not applicable | 01/19/2022 02:30:06 | |||
| 317621 | Cities 2021 | 2021 | 50545 | City of Henderson, NV | 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 | 5 | Low-income households | 01/19/2022 02:30:06 | |||
| 317622 | Cities 2021 | 2021 | 31170 | Metropolitan Municipality of Lima | Peru | Latin America | 1. Governance and Data Management | Governance | 1.5 | Please describe to what extent the planning process is transparent and open. | 3 | The climate adaptation/mitigation plan makes the different commitments for reporting (including in public meetings) on progress towards implementing the plan explicit | 1 | Planning process | Question not applicable | 01/19/2022 02:30:06 | ||
| 317623 | Cities 2021 | 2021 | 859171 | Onojo 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. | 2 | Web link | 0 | Question not applicable | 01/19/2022 02:30:06 | |||
| 317624 | Cities 2021 | 2021 | 55324 | Município de Guimarães | Portugal | 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) | 13 | 01/19/2022 02:30:06 | ||||
| 317625 | Cities 2021 | 2021 | 60394 | Gobierno Autónomo Municipal de Tarija | Bolivia (Plurinational State of) | 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. | 14 | Web link | 2 | La campaña se la realiza con recursos propio y a nivel local.para lograr tener mayor efectividad es necesario encarar un program de concienciación y educación ciudada. Para lo cual el municipio requiere de asistencia técnica capacitada | 01/19/2022 02:30:06 | |||
| 317626 | Cities 2021 | 2021 | 50397 | Presidencia Municipal de Saltillo | Mexico | Latin America | 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? | 2 | Please provide more details about how your city is taking steps to decarbonize the investments | 1 | Municipal investments, e.g. by divesting from fossil fuels | 01/19/2022 02:30:06 | |||
| 317627 | Cities 2021 | 2021 | 31108 | City of Houston, TX | 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 | 5 | Elderly | 01/19/2022 02:30:06 | |||
| 317628 | Cities 2021 | 2021 | 36410 | City of Memphis, TN | 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. | 2 | Climate hazards that adaptation goal addresses | 1 | Our climate adaptation plan is regional in scope and scale. This means that the recommendations take a regional lens in terms of research, analysis, and design. They do not, for example, recommend specific dimensions for resizing local culverts or designate the detailed boundaries of a proposed water detention area. Instead, they seek to identify resilience opportunities that can only be achieved when planning at a regional scale, such as watershed or aquifer management. Even with this caveat about spatial scale, the recommendations do attempt to be site specific wherever practical and pair recommendations with specific jurisdictions, agencies, and collaborators whenever possible. | 01/19/2022 02:30:06 | |||
| 317629 | Cities 2021 | 2021 | 1184 | City of Austin, TX | 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 | 2 | Transport (Mobility) | 01/19/2022 02:30:06 | |||
| 317630 | Cities 2021 | 2021 | 840923 | Prefeitura de Nova Santa Rita | Brazil | Latin America | 2. Climate Hazards and Vulnerability | Climate Hazards | 2.2 | Please identify and describe the factors that most greatly affect your city’s ability to adapt to climate change and indicate how those factors either support or challenge this ability. | 1 | Factors that affect ability to adapt | 5 | Political engagement / transparency | 01/19/2022 02:30:06 | |||
| 317631 | Cities 2021 | 2021 | 859063 | Atsuma Town | Japan | East Asia | 2. Climate Hazards and Vulnerability | Climate Risk and Vulnerability Assessment | 2.0c | Please explain why your city does not have a climate risk and vulnerability assessment. | 1 | Reason | 1 | Please explain | Question not applicable | 01/19/2022 02:30:06 | ||
| 317632 | Cities 2021 | 2021 | 848145 | Ciudad Madero | 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 | Low-income households | 01/19/2022 02:30:06 | |||
| 317633 | Cities 2021 | 2021 | 54478 | Gemeente Nijmegen | Netherlands | 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. | 8 | Future change in frequency | 4 | Increasing | 01/19/2022 02:30:06 | |||
| 317634 | Cities 2021 | 2021 | 840923 | Prefeitura de Nova Santa Rita | 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. | 8 | Action description and implementation progress | 1 | Após o mapeamento das planícies de inundação dos rios da região, a implantação de novos empreendimentos para fins de moradia está vedada nesses locais, sendo os demais empreendimentos aceitos com restrições. | 01/19/2022 02:30:06 | |||
| 317635 | 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. | 6 | Co-benefit area | 34 | Enhanced climate change adaptation | 01/19/2022 02:30:06 | |||
| 317636 | Cities 2021 | 2021 | 35887 | Ajuntament de València | Spain | Europe | 3. Adaptation | Adaptation Goals | 3.3 | Please describe the main goals of your city’s adaptation efforts and the metrics / KPIs for each goal. | 6 | Select the initiatives related to this adaptation goal that your city has committed to | 13 | Global Covenant of Mayors for Climate & Energy | 01/19/2022 02:30:06 | |||
| 317637 | Cities 2021 | 2021 | 55334 | Município de Braga | Portugal | Europe | 6. Opportunities | Finance and Economic Opportunities | 6.5 | List any mitigation, adaptation, water related or resilience projects you have planned within your city for which you hope to attract financing and provide details on the estimated costs and status of the project. If your city does not have any relevant projects, please select 'No relevant projects' under 'Project Area'. | 3 | Stage of project development | 1 | Project feasibility | 01/19/2022 02:30:06 | |||
| 317638 | Cities 2021 | 2021 | 60385 | Alcaldía de Villavicencio | Colombia | 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'. | 8 | Total cost of project | 1 | 1500000000 | 01/19/2022 02:30:06 | |||
| 317639 | Cities 2021 | 2021 | 57347 | Pingtung County Government | Taiwan, Greater China | East Asia | 6. Opportunities | Collaboration | 6.2 | Does your city collaborate in partnership with businesses and/or industries in your city on sustainability projects? | 0 | 0 | Yes | 01/19/2022 02:30:06 | ||||
| 317640 | Cities 2021 | 2021 | 55161 | City of Iida | Japan | 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. | 9 | Future change in intensity | 1 | Increasing | 01/19/2022 02:30:06 | |||
| 317641 | Cities 2021 | 2021 | 863533 | San Antonio | Chile | 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. | 6 | Boundary of plan relative to city boundary (reported in 0.1) | 0 | 01/19/2022 02:30:06 | ||||
| 317642 | Cities 2021 | 2021 | 54341 | Toyama 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. | 4 | Description of metric / indicator used to track goal | 6 | 大雨に対して安全である区域の面積の割合、浸水被害発生件数、がけ地崩落危険区域内の住宅戸数 | 01/19/2022 02:30:06 | |||
| 317643 | Cities 2021 | 2021 | 59958 | Tweed Shire Council | Australia | 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. | 4 | Climate hazards factored into plan that addresses climate change adaptation | 1 | Extreme hot temperature > Extreme hot days | 01/19/2022 02:30:06 | |||
| 317644 | Cities 2021 | 2021 | 54327 | Semarang City Government | Indonesia | Southeast Asia and Oceania | 2. Climate Hazards and Vulnerability | Climate Risk and Vulnerability Assessment | 2.0b | Please attach and provide details on your climate change risk and vulnerability assessment. Please provide details on the boundary of your assessment, and where this differs from your city’s boundary, please provide an explanation. | 8 | Areas/sectors covered by the risk and vulnerability assessment | 1 | Transport | 01/19/2022 02:30:06 | |||
| 317645 | Cities 2021 | 2021 | 863407 | Town of Durham, NH | United States of America | North America | 6. Opportunities | Finance and Economic Opportunities | 6.11 | Does your city have its own credit rating? | 2 | Rating agency | 2 | Domestic | Question not applicable | 01/19/2022 02:30:06 | ||
| 317646 | 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. | 2 | Action | 1 | Flood mapping | 01/19/2022 02:30:06 | |||
| 317647 | Cities 2021 | 2021 | 36223 | Antananarivo | Madagascar | Africa | 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 | 2018 | 01/19/2022 02:30:06 | ||
| 317648 | Cities 2021 | 2021 | 863201 | Sanggau Regency | Indonesia | Southeast Asia and Oceania | 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 | 3 | Drinking Water Supply System Development is an activity carried out related to the availability of SPAM facilities and infrastructure in order to meet the quantity, quality and continuity of drinking water which includes new development, improvement and expansion. | 01/19/2022 02:30:06 | |||
| 317649 | Cities 2021 | 2021 | 58621 | Town of Blacksburg, VA | 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. | 12 | Total cost provided by the local government (currency) | 8 | 01/19/2022 02:30:06 | ||||
| 317650 | Cities 2021 | 2021 | 50578 | City of Windsor, 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. | 8 | Areas/sectors covered by the risk and vulnerability assessment | 1 | Land use planning | 01/19/2022 02:30:06 |
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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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