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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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 282351 | Cities 2021 | 2021 | 54611 | Alcaldia de Manizales | Colombia | Latin America | 3. Adaptation | Adaptation Planning | 3.2 | Does your city council, or similar authority, have a published plan that addresses climate change adaptation and/or resilience? | 0 | 0 | Yes | 01/20/2022 02:27:05 | ||||
| 282352 | Cities 2021 | 2021 | 74539 | City of Oberlin, OH | United States of America | North America | 2. Climate Hazards and Vulnerability | Climate Hazards | 2.1 | Please list the most significant climate hazards faced by your city and indicate the probability and consequence of these hazards, as well as the expected future change in frequency and intensity. Please also select the most relevant assets or services that are affected by the climate hazard and provide a description of the impact. | 12 | Please describe the impacts experienced so far, and how you expect the hazard to impact in the future | 3 | surface flooding in the community has impacted houses in low lying areas and increased mold production. in the future it will disrupt many things as it is looking like it will increase significantly | 01/20/2022 02:27:05 | |||
| 282353 | Cities 2021 | 2021 | 54084 | City of Guelph, ON | Canada | North America | 3. Adaptation | Adaptation Planning Process | 3.4 | Does your local/regional government apply a Monitoring and Evaluation (M&E) system for monitoring the implementation of adaptation goals and targets as part of the climate adaptation plan (or integrated climate action plan)? | 2 | Description of Monitoring and Evaluation (M&E) system applied | 1 | Monitoring & Evaluation (M&E) system | Question not applicable | 01/20/2022 02:27:05 | ||
| 282354 | Cities 2021 | 2021 | 50568 | City of Saskatoon, SK | 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 | Information & Communications Technology | 01/20/2022 02:27:05 | |||
| 282355 | Cities 2021 | 2021 | 54114 | City of Asheville, NC | 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. | 8 | Action description and implementation progress | 1 | The city worked with NEMAC to build a toolkit for the community on available opportunities and best management strategies to address heat. In 2019 the City worked with the Urban Forestry Commission to create a Tree Canopy Study utilizing the City’s Climate Resilience Assessment to create a baseline for an Urban Tree Canopy Plan. Additionally, the Urban Forestry Commission and City’s Office of Sustainability also worked with National Oceanic and Atmospheric Administration [NOAA] interns to create a Heat Vulnerability Index Interactive Map to help determine areas of concern. On September 8th, 2020 City Council unanimously approved three amendments to Asheville's Unified Development Ordinance to promote and incentivize the preservation, enhancement and future expansion of the City’s tree canopy in commercial and residential areas. | 01/20/2022 02:27:05 | |||
| 282356 | Cities 2021 | 2021 | 50392 | Prefeitura de Vitória | 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. | 3 | Current probability of hazard | 8 | Medium High | 01/20/2022 02:27:05 | |||
| 282357 | Cities 2021 | 2021 | 35912 | Surat Municipal Corporation | India | South and West 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. | 7 | Sectors/areas adaptation action applies to | 41 | Industry | 01/20/2022 02:27:05 | |||
| 282358 | Cities 2021 | 2021 | 831923 | Muğla | Turkey | Middle East | 3. Adaptation | Adaptation Actions | 3.0 | Please describe the main actions you are taking to reduce the risk to, and vulnerability of, your city’s infrastructure, services, citizens, and businesses from climate change as identified in the Climate Hazards section. | 2 | Action | 4 | Heat mapping and thermal imaging | 01/20/2022 02:27:05 | |||
| 282359 | Cities 2021 | 2021 | 35903 | Le Grand Casablanca | Morocco | Africa | 0. Introduction | City Details | 0.4 | Please select the currency used for all financial information disclosed throughout your response. | 0 | 0 | MAD Moroccan Dirham | 01/20/2022 02:27:05 | ||||
| 282360 | Cities 2021 | 2021 | 834403 | Municipality of San Martín de los Andes | 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. | 7 | Sectors/areas adaptation action applies to | 6 | 01/20/2022 02:27:05 | ||||
| 282361 | Cities 2021 | 2021 | 10495 | City of Las Vegas, NV | 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 | 19 | Disaster preparedness | 01/20/2022 02:27:05 | |||
| 282362 | Cities 2021 | 2021 | 69995 | Kemin 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. | 5 | Social impact of hazard overall | 1 | Increased demand for public services | 01/20/2022 02:27:05 | |||
| 282363 | Cities 2021 | 2021 | 35904 | Kolkata Metropolitan Area | India | South and West 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. | 6 | Boundary of plan relative to city boundary (reported in 0.1) | 4 | Smaller – covers only part of the city | 01/20/2022 02:27:05 | |||
| 282364 | Cities 2021 | 2021 | 60320 | Prefeitura de Presidente Prudente | 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 | 3 | Public health | 01/20/2022 02:27:05 | |||
| 282365 | Cities 2021 | 2021 | 850303 | Local Government Unit of Vigan City | 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. | 2 | Indicate if this factor either supports or challenges the ability to adapt | 1 | Challenges | 01/20/2022 02:27:05 | |||
| 282366 | Cities 2021 | 2021 | 44205 | Gwangmyeong City | Republic of Korea | 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. | 6 | Primary author of assessment | 0 | Question not applicable | 01/20/2022 02:27:05 | |||
| 282367 | Cities 2021 | 2021 | 54409 | Espoon kaupunki | Finland | 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. | 8 | Areas/sectors covered by the risk and vulnerability assessment | 7 | Emergency Management | 01/20/2022 02:27:05 | |||
| 282368 | Cities 2021 | 2021 | 60320 | Prefeitura de Presidente Prudente | Brazil | Latin America | 3. Adaptation | Adaptation Planning Process | 3.5 | Please explain how your city has addressed vulnerable groups through transformative action. | 0 | 0 | Question not applicable | 01/20/2022 02:27:05 | ||||
| 282369 | Cities 2021 | 2021 | 73755 | Legazpi City | Philippines | Southeast Asia and Oceania | 3. Adaptation | Adaptation Planning | 3.2a | Please provide more information on your plan that addresses climate change adaptation and/or resilience and attach the document. Please provide details on the boundary of your plan, and where this differs from your city’s boundary, please provide an explanation. | 1 | Publication title and attach the document | 6 | Forest Land Use Plan | 01/20/2022 02:27:05 | |||
| 282370 | Cities 2021 | 2021 | 863201 | Sanggau Regency | Indonesia | 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. | 2 | Indicate if this factor either supports or challenges the ability to adapt | 1 | Supports | 01/20/2022 02:27:05 | |||
| 282371 | Cities 2021 | 2021 | 10894 | City of Los Angeles, CA | United States of America | North America | 3. Adaptation | Adaptation Actions | 3.0 | Please describe the main actions you are taking to reduce the risk to, and vulnerability of, your city’s infrastructure, services, citizens, and businesses from climate change as identified in the Climate Hazards section. | 14 | Web link | 6 | 01/20/2022 02:27:05 | ||||
| 282372 | Cities 2021 | 2021 | 839668 | Municipio de Iztapa | Guatemala | Latin America | 2. Climate Hazards and Vulnerability | Climate Hazards | 2.1a | Have you identified the most vulnerable geographic areas in your city? | 2 | Describe the methodology or process to identify these most vulnerable areas (e.g. mapping hotspots) | 1 | Vulnerable geographic areas | Question not applicable | 01/20/2022 02:27:05 | ||
| 282373 | Cities 2021 | 2021 | 60381 | Alcaldía Distrital de Santa Marta | 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 | 01/20/2022 02:27:05 | |||
| 282374 | Cities 2021 | 2021 | 55166 | City of Tsukuba | Japan | East Asia | 6. Opportunities | Collaboration | 6.3 | Describe how your local/regional government collaborates and coordinates horizontally on climate action. | 2 | Description | 1 | Horizontal collaboration and coordination | Question not applicable | 01/20/2022 02:27:05 | ||
| 282375 | Cities 2021 | 2021 | 35894 | Ville de Montreal, QC | 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. | 7 | Sectors/areas adaptation action applies to | 7 | Other, please specify: Governance | 01/20/2022 02:27:05 | |||
| 282376 | Cities 2021 | 2021 | 31111 | Tokyo Metropolitan Government | 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. | 2 | Climate hazards that adaptation goal addresses | 9 | Flood and sea level rise > River flood | 01/20/2022 02:27:05 | |||
| 282377 | Cities 2021 | 2021 | 852443 | Ferndale, MI | 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 | 3 | Society / community & culture | 01/20/2022 02:27:05 | |||
| 282378 | Cities 2021 | 2021 | 54663 | Prefeitura do Jaboatão dos Guararapes | 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. | 4 | Current magnitude of hazard | 2 | Medium Low | 01/20/2022 02:27:05 | |||
| 282379 | Cities 2021 | 2021 | 49172 | City of St. Petersburg, 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 | 3 | Environment, biodiversity, forestry | 01/20/2022 02:27:05 | |||
| 282380 | Cities 2021 | 2021 | 50579 | City of Winnipeg, MB | 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 | 8 | Criteria have changed slightly. 'Social Impact' added. I took a run at these.Challenging identifying 'vulnerable populations'.'Status' now allows you to identify if the hazard has occurred previously. | 01/20/2022 02:27:05 | |||
| 282381 | Cities 2021 | 2021 | 31155 | City of Buenos Aires | Argentina | Latin America | 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 | 01/20/2022 02:27:05 | ||
| 282382 | Cities 2021 | 2021 | 10894 | City of Los Angeles, 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. | 4 | Please describe how the factor supports or challenges the adaptive capacity of your city | 2 | Enhances as this is the vehicle for which we can implement actions (data collection will be implemented through land use strategies) | 01/20/2022 02:27:05 | |||
| 282383 | Cities 2021 | 2021 | 826209 | Aipromades Lago de Chapala | Mexico | 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) | 1 | 01/20/2022 02:27:05 | ||||
| 282384 | Cities 2021 | 2021 | 31174 | Moscow Government | Russian Federation | 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. | 1 | Adaptation goal | 3 | Monitoring system for hazardous atmospheric phenomena | 01/20/2022 02:27:05 | |||
| 282385 | Cities 2021 | 2021 | 859070 | Iwate Town | Japan | East Asia | 2. Climate Hazards and Vulnerability | Climate Risk and Vulnerability Assessment | 2.0d | If the city’s climate change risk assessment has been conducted more than 4 years ago, what update/revision process does your city have in place? | 1 | Update/revision process in place | 1 | Update/revision process | Question not applicable | 01/20/2022 02:27:05 | ||
| 282386 | 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. | 4 | Status of action | 4 | Pre-feasibility study/impact assessment | 01/20/2022 02:27:05 | |||
| 282387 | Cities 2021 | 2021 | 35894 | Ville de Montreal, QC | 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 | 7 | Action 46 of the Climate Plan - Will target all climate hazards identifiedIn every action, Montréal will seek to reduce GHG emissions and to better adapt to climate hazards. This is crucial since the city will make major investments in the maintenance of its waterworks and sewage system, as well as its roads and public transport system, in the coming years.To better plan its investments over the longer term, Montréal will strive to reinforce the resilience of its infrastructure. In addition, it will integrate climate indicators in its financial planning and asset management that will enable it to measure the performance all of its programs and projects. Thesecriteria will cover the integration of natural and innovative infrastructure, which must represent 10 to 15 per cent of the budget of the city’s Ten-Year Capital Expenditures Program. | 01/20/2022 02:27:05 | |||
| 282388 | Cities 2021 | 2021 | 10495 | City of Las Vegas, NV | 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 | 7 | 01/20/2022 02:27:05 | ||||
| 282389 | Cities 2021 | 2021 | 58357 | City of West Hollywood, CA | 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. | 5 | Year of adoption of adaptation plan by local government | 1 | 2021 | 01/20/2022 02:27:05 | |||
| 282390 | Cities 2021 | 2021 | 55161 | City of Iida | 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. | 6 | Boundary of plan relative to city boundary (reported in 0.1) | 1 | Same - covers entire city and nothing else | 01/20/2022 02:27:05 | |||
| 282391 | Cities 2021 | 2021 | 54119 | City of Palo Alto, CA | 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 | 1 | International | Question not applicable | 01/20/2022 02:27:05 | ||
| 282392 | Cities 2021 | 2021 | 74670 | Antalya Metropolitan Municipality | Turkey | 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. | 3 | Identify the climate hazards most significantly impacting the selected areas | 0 | Question not applicable | 01/20/2022 02:27:05 | |||
| 282393 | Cities 2021 | 2021 | 31180 | Región Metropolitana de Santiago | 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. | 1 | Publication title and attach the document | 0 | By now the ministerial secretary of environment is working on a Climate Action Plan draft for the metropolitan region. | 01/20/2022 02:27:05 | |||
| 282394 | Cities 2021 | 2021 | 36277 | Comune di Cosenza | Italy | 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. | 3 | Target year of goal | 3 | 2030 | 01/20/2022 02:27:05 | |||
| 282395 | Cities 2021 | 2021 | 840178 | Michuhol-gu District of Incheon | Republic of Korea | 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 | 1 | 01/20/2022 02:27:05 | ||||
| 282396 | Cities 2021 | 2021 | 859115 | Chikuma 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. | 8 | Stage of implementation | 0 | Question not applicable | 01/20/2022 02:27:05 | |||
| 282397 | 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 | 4 | Social community and labour improvements | 01/20/2022 02:27:05 | |||
| 282398 | Cities 2021 | 2021 | 54613 | Alcaldia de Valdivia | Chile | Latin America | 6. Opportunities | Finance and Economic Opportunities | 6.8 | Has your city established a fund to invest in climate projects? | 1 | Funds to invest in climate projects | 1 | Funds | Question not applicable | 01/20/2022 02:27:05 | ||
| 282399 | Cities 2021 | 2021 | 54124 | City of Fremont, CA | 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 | 3 | Society / community & culture | 01/20/2022 02:27:05 | |||
| 282400 | Cities 2021 | 2021 | 831618 | Yaoundé 4 | Cameroon | Africa | 1. Governance and Data Management | Governance | 1.3 | Please list the key development challenges, barriers and opportunities within the GCC Program. | 2 | Please describe the selected development, challenge, barrier or opportunity | 3 | Partenaires de la GCOM | 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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