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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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 317151 | Cities 2021 | 2021 | 54614 | Prefeitura da Cidade de São José do Rio Preto | 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. | 1 | Climate hazards | 10 | Biological hazards > Vector-borne disease | 01/19/2022 02:30:06 | |||
| 317152 | Cities 2021 | 2021 | 826427 | Município de Valongo | 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. | 1 | Climate hazards | 5 | Extreme hot temperature > Heat wave | 01/19/2022 02:30:06 | |||
| 317153 | Cities 2021 | 2021 | 54537 | Sunderland City 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. | 6 | Most relevant assets / services affected overall | 2 | Energy | 01/19/2022 02:30:06 | |||
| 317154 | Cities 2021 | 2021 | 54124 | City of Fremont, CA | United States of America | North 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 | Question not applicable | 01/19/2022 02:30:06 | ||
| 317155 | Cities 2021 | 2021 | 49339 | City and County of Honolulu, HI | United States of America | North America | 1. Governance and Data Management | Data Management | 1.8 | Please describe your city’s climate data management plan including data collection, storing, quality assurance/checking (QA/QC) and updating of the plan, and attach reference document. | 0 | 0 | Question not applicable | 01/19/2022 02:30:06 | ||||
| 317156 | Cities 2021 | 2021 | 54253 | Wollongong City Council | 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. | 2 | Climate hazards that adaptation goal addresses | 1 | Extreme Precipitation > Hail | 01/19/2022 02:30:06 | |||
| 317157 | Cities 2021 | 2021 | 54395 | Taoyuan City Government | Taiwan, Greater China | East Asia | 3. Adaptation | Adaptation Planning | 3.2b | Please explain why there is no published plan that addresses climate change adaptation and/or resilience and outline any future arrangements you have to create a plan. | 1 | Reason | 1 | Please explain | Question not applicable | 01/19/2022 02:30:06 | ||
| 317158 | Cities 2021 | 2021 | 54611 | Alcaldia de Manizales | Colombia | Latin America | 3. Adaptation | Adaptation Goals | 3.3 | Please describe the main goals of your city’s adaptation efforts and the metrics / KPIs for each goal. | 5 | Does this goal align with a requirement from a higher level of government? | 151 | 01/19/2022 02:30:06 | ||||
| 317159 | Cities 2021 | 2021 | 10806 | London Borough of Enfield | United Kingdom of Great Britain and Northern Ireland | 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 | 3 | Supports | 01/19/2022 02:30:06 | |||
| 317160 | Cities 2021 | 2021 | 53959 | City of Fayetteville, AR | 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. | 4 | Climate hazards factored into plan that addresses climate change adaptation | 1 | Biological hazards > Vector-borne disease | 01/19/2022 02:30:06 | |||
| 317161 | Cities 2021 | 2021 | 859083 | Katashina Village | Japan | East Asia | 6. Opportunities | Finance and Economic Opportunities | 6.5 | List any mitigation, adaptation, water related or resilience projects you have planned within your city for which you hope to attract financing and provide details on the estimated costs and status of the project. If your city does not have any relevant projects, please select 'No relevant projects' under 'Project Area'. | 8 | Total cost of project | 0 | 01/19/2022 02:30:06 | ||||
| 317162 | Cities 2021 | 2021 | 845130 | Prefeitura de Canápolis | 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. | 6 | Most relevant assets / services affected overall | 0 | 01/19/2022 02:30:06 | ||||
| 317163 | Cities 2021 | 2021 | 50713 | Chuncheon City | Republic of Korea | 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. | 7 | Please identify which vulnerable populations are affected | 9 | Children & youth | 01/19/2022 02:30:06 | |||
| 317164 | Cities 2021 | 2021 | 36286 | Comune di Ferrara | Italy | 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. | 1 | Climate Hazards | 3 | Extreme hot temperature > Heat wave | 01/19/2022 02:30:06 | |||
| 317165 | Cities 2021 | 2021 | 43909 | City of Orlando, FL | United States of America | North America | 2. Climate Hazards and Vulnerability | Climate Hazards | 2.1 | Please list the most significant climate hazards faced by your city and indicate the probability and consequence of these hazards, as well as the expected future change in frequency and intensity. Please also select the most relevant assets or services that are affected by the climate hazard and provide a description of the impact. | 6 | Most relevant assets / services affected overall | 7 | Emergency services | 01/19/2022 02:30:06 | |||
| 317166 | Cities 2021 | 2021 | 848122 | Alajuela | Costa Rica | 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 | Education | 01/19/2022 02:30:06 | |||
| 317167 | Cities 2021 | 2021 | 58513 | City of Medford, MA | 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://drive.google.com/file/d/1DvxUiXpGnp8soxA3njZUgCSMBcWki_fm/view | 01/19/2022 02:30:06 | |||
| 317168 | Cities 2021 | 2021 | 840935 | Prefeitura de Brasiléia | 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. | 4 | Climate hazards factored into plan that addresses climate change adaptation | 0 | Question not applicable | 01/19/2022 02:30:06 | |||
| 317169 | Cities 2021 | 2021 | 60385 | Alcaldía de Villavicencio | 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. | 6 | Select the initiatives related to this adaptation goal that your city has committed to | 12 | 01/19/2022 02:30:06 | ||||
| 317170 | Cities 2021 | 2021 | 54345 | City Government of Davao | Philippines | Southeast Asia and Oceania | 2. Climate Hazards and Vulnerability | Climate Hazards | 2.2 | Please identify and describe the factors that most greatly affect your city’s ability to adapt to climate change and indicate how those factors either support or challenge this ability. | 1 | Factors that affect ability to adapt | 1 | Access to healthcare | 01/19/2022 02:30:06 | |||
| 317171 | Cities 2021 | 2021 | 31117 | City of Toronto, ON | Canada | 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. | 7 | Please explain | 1 | A key new concern is the COVID-19 Pandemic and extreme heat. The need for social isolation makes it more difficult for persons seeking a place to get cool. A special dedicated staff team has developed strategies to implement cooling centres and other actions to address extreme heat issues during the pandemic . Indeed Toronto faced a very hot summer in 2020 and these new pandemic / heat response measures were necessary. Hot weather again is being experienced now in June 2021 while COVID is still a significant concern while the population continues to be vaccinated. | 01/19/2022 02:30:06 | |||
| 317172 | 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. | 8 | Action description and implementation progress | 53 | Hire an invasive species coordinator for the City of Windsor; Monitor Windsor's natural areas for invasive species species such as Phragmites, Oak Wilt, the Asian long horned beetle, etc.; Increase invasive and woody species control measures such as prescribed burns cutting and physical removal; Enhance targeted education to the public regarding best management practices for protecting private trees from invasive species.Progress to date:Invasive Species Awareness signage for natural areas along with boot/tire cleaning stations are planned for installation in 2021. | 01/19/2022 02:30:06 | |||
| 317173 | Cities 2021 | 2021 | 859184 | Nagomi Town | Japan | East Asia | 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 | 0 | Question not applicable | 01/19/2022 02:30:06 | |||
| 317174 | Cities 2021 | 2021 | 43932 | Auckland Council | New Zealand | 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. | 7 | Sectors/areas adaptation action applies to | 2 | Public Health and Safety | 01/19/2022 02:30:06 | |||
| 317175 | Cities 2021 | 2021 | 49172 | City of St. Petersburg, FL | United States of America | North America | 6. Opportunities | Collaboration | 6.2a | Please provide some key examples of how your city collaborates with business and/or industries in the table below. | 3 | Description of collaboration | 2 | Fund solar co-ops for residents and small non-profits to take advantage of. City funding goes to staffing the co-ops, marketing, technical assistance. | 01/19/2022 02:30:06 | |||
| 317176 | Cities 2021 | 2021 | 73712 | Camilo Aldao | 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. | 6 | Most relevant assets / services affected overall | 1 | Waste management | 01/19/2022 02:30:06 | |||
| 317177 | Cities 2021 | 2021 | 859070 | Iwate Town | Japan | East Asia | 3. Adaptation | Adaptation Actions | 3.1 | Describe how your city identified and prioritized adaptation actions to implement. | 1 | Method | 1 | Identifying and prioritizing adaptation actions | Question not applicable | 01/19/2022 02:30:06 | ||
| 317178 | Cities 2021 | 2021 | 50356 | Ayuntamiento de Morelia | 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. | 5 | Social impact of hazard overall | 2 | Increased demand for healthcare services | 01/19/2022 02:30:06 | |||
| 317179 | Cities 2021 | 2021 | 50578 | City of Windsor, ON | Canada | North America | 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 | Compact of Mayors 2015.pdf | 01/19/2022 02:30:06 | |||||
| 317180 | Cities 2021 | 2021 | 54492 | Bergen kommune | Norway | 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. | 1 | Climate Hazards | 2 | Water Scarcity > Drought | 01/19/2022 02:30:06 | |||
| 317181 | Cities 2021 | 2021 | 54113 | City of Flagstaff, AZ | United States of America | North America | 1. Governance and Data Management | Governance | 1.0 | Please detail sustainability goals and targets (e.g. GHG reductions) that are incorporated into your city’s master plan and describe how these are addressed in the table below. | 2 | Description | 10 | Increase the proportion of vehicles that are electric or high-efficiency in the city fleet to:- 75% of sedans and SUVs by 2035- 50% of medium and heavy-duty vehicles by 2035 | 01/19/2022 02:30:06 | |||
| 317182 | Cities 2021 | 2021 | 50673 | Município de Faro | Portugal | 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. | 2 | Climate hazards that adaptation goal addresses | 3 | Flood and sea level rise > Coastal flood | 01/19/2022 02:30:06 | |||
| 317183 | Cities 2021 | 2021 | 834402 | Yokosuka City | Japan | East Asia | 6. Opportunities | Finance and Economic Opportunities | 6.7 | Has your city received/secured funding for any climate projects (e.g. energy efficiency, renewable energy, low emission vehicles, waste management, flood defence etc.) from an International Financial Institution (e.g. World Bank, Asian Development Bank, etc.)? | 2 | Comment | 1 | Funding received/secured | Question not applicable | 01/19/2022 02:30:06 | ||
| 317184 | Cities 2021 | 2021 | 840371 | Falköpings kommun | 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. | 9 | Future change in intensity | 4 | Increasing | 01/19/2022 02:30:06 | |||
| 317185 | Cities 2021 | 2021 | 35880 | Municipality of Porto Alegre | Brazil | Latin America | 2. Climate Hazards and Vulnerability | Climate Hazards | 2.3a | Please report on how climate change impacts health outcomes and health services in your city. | 5 | Timescale of climate-related issues for the selected health area | 1 | Short-term (by 2025) | 01/19/2022 02:30:06 | |||
| 317186 | Cities 2021 | 2021 | 13113 | Newcastle City Council | 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. | 6 | Co-benefit area | 4 | Enhanced climate change adaptation | 01/19/2022 02:30:06 | |||
| 317187 | Cities 2021 | 2021 | 36261 | Comune di Bolzano | Italy | 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. | 12 | Primary author of plan | 1 | Dedicated city team | 01/19/2022 02:30:06 | |||
| 317188 | Cities 2021 | 2021 | 848917 | Knysna | South Africa | 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 | The project is funded by the municipality. | 01/19/2022 02:30:06 | |||
| 317189 | Cities 2021 | 2021 | 54388 | Iskandar Regional Development Authority | 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 | Elderly | 01/19/2022 02:30:06 | |||
| 317190 | Cities 2021 | 2021 | 50555 | City of Hamilton, 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. | 5 | Social impact of hazard overall | 12 | Increased incidence and prevalence of disease and illness | 01/19/2022 02:30:06 | |||
| 317191 | Cities 2021 | 2021 | 61427 | Municipality of Nacala | Mozambique | 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. | 5 | Means of implementation | 32 | 01/19/2022 02:30:06 | ||||
| 317192 | Cities 2021 | 2021 | 859109 | Yamanashi 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. | 13 | Description of the stakeholder engagement processes | 0 | Question not applicable | 01/19/2022 02:30:06 | |||
| 317193 | Cities 2021 | 2021 | 834126 | Dobong-gu District of Seoul | Republic of Korea | 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 | 5 | Development of sustainable construction/real estate sector | 01/19/2022 02:30:06 | |||
| 317194 | Cities 2021 | 2021 | 862573 | Regional District of Central Kootenay, BC | Canada | North America | 1. Governance and Data Management | Governance | 1.0 | Please detail sustainability goals and targets (e.g. GHG reductions) that are incorporated into your city’s master plan and describe how these are addressed in the table below. | 2 | Description | 2 | 100% renewable energy by 2050 | 01/19/2022 02:30:06 | |||
| 317195 | Cities 2021 | 2021 | 59669 | City of North Vancouver, BC | Canada | North America | 1. Governance and Data Management | Governance | 1.6 | Please provide information on the overall impact of COVID-19 on climate action in your city. | 2 | Comment | 1 | Response | In the initial stages of the COVID-19 pandemic, the City took precautionary measures to limit spending and hiring which impacted climate action work, however these measures have since been lifted and resourcing has returned to pre-pandemic levels. | 01/19/2022 02:30:06 | ||
| 317196 | Cities 2021 | 2021 | 35885 | Tel Aviv-Yafo Municipality | Israel | Middle East | 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 | Emergency services | 01/19/2022 02:30:06 | |||
| 317197 | 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 | 6 | Challenges | 01/19/2022 02:30:06 | |||
| 317198 | Cities 2021 | 2021 | 859121 | Neba Village | Japan | East Asia | 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. | 4 | Boundary of assessment relative to city boundary (reported in 0.1) | 0 | Question not applicable | 01/19/2022 02:30:06 | |||
| 317199 | Cities 2021 | 2021 | 73712 | Camilo Aldao | Argentina | 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 | 5209 | 01/19/2022 02:30:06 | ||
| 317200 | Cities 2021 | 2021 | 36410 | City of Memphis, TN | 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 | 3 | Low-income households | 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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