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2021 Cities - Vulnerability and Adaptation

This is a filtered view based on 2021 Full Cities Dataset.

Row numberQuestionnaireYear Reported to CDPAccount NumberOrganizationCountryCDP RegionParent SectionSectionQuestion NumberQuestion NameColumn NumberColumn NameRow NumberRow NameResponse AnswerCommentsFile NameLast update
281551Cities 2021202160394Gobierno Autónomo Municipal de TarijaBolivia (Plurinational State of)Latin America6. OpportunitiesOpportunities6.0Please 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.2Describe how the city is maximizing this opportunity5Incentivo a empresas o emprendimientos con tecnologías limpias01/20/2022 02:27:05
281552Cities 2021202136285Comune di FirenzeItalyEurope3. AdaptationAdaptation Actions3.0Please 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.7Sectors/areas adaptation action applies to2ICT (Information and Communication Technology)01/20/2022 02:27:05
281553Cities 2021202150367Ayuntamiento de CuliacánMexicoLatin America3. AdaptationAdaptation Actions3.0Please 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.7Sectors/areas adaptation action applies to2Public Health and Safety01/20/2022 02:27:05
281554Cities 2021202113113Newcastle City CouncilUnited Kingdom of Great Britain and Northern IrelandEurope3. AdaptationAdaptation Actions3.0Please 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.5Means of implementation1Development and implementation of action plan01/20/2022 02:27:05
281555Cities 20212021840926Prefeitura de Serra TalhadaBrazilLatin America3. AdaptationAdaptation Goals3.3Please describe the main goals of your city’s adaptation efforts and the metrics / KPIs for each goal.5Does this goal align with a requirement from a higher level of government?1No01/20/2022 02:27:05
281556Cities 2021202144081Lusaka City CouncilZambiaAfrica2. Climate Hazards and VulnerabilityClimate Hazards2.3aPlease report on how climate change impacts health outcomes and health services in your city.4Identify the climate-related health issues faced by your city1Water-borne and food-borne infectious diseases (e.g. diarrhoeal diseases and wound infections)01/20/2022 02:27:05
281557Cities 2021202143926Stadt MannheimGermanyEurope2. Climate Hazards and VulnerabilityClimate Hazards2.1Please 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.2Did this hazard significantly impact your city before 2021?4Yes01/20/2022 02:27:05
281558Cities 20212021832509Slough Borough CouncilUnited Kingdom of Great Britain and Northern IrelandEurope2. Climate Hazards and VulnerabilityClimate Hazards2.1Please 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.4Current magnitude of hazard2Medium01/20/2022 02:27:05
281559Cities 2021202135863eThekwini MunicipalitySouth AfricaAfrica2. Climate Hazards and VulnerabilityClimate Hazards2.1Please 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.7Please identify which vulnerable populations are affected3Low-income households01/20/2022 02:27:05
281560Cities 2021202154354City Government of MakatiPhilippinesSoutheast Asia and Oceania3. AdaptationAdaptation Actions3.0Please 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.9Finance status9Finance secured01/20/2022 02:27:05
281561Cities 20212021832002Municipalidad de QueposCosta RicaLatin America3. AdaptationAdaptation Planning3.2Does your city council, or similar authority, have a published plan that addresses climate change adaptation and/or resilience?00Yes01/20/2022 02:27:05
281562Cities 2021202168383Prefeitura de ItatibaBrazilLatin America3. AdaptationAdaptation Goals3.3Please describe the main goals of your city’s adaptation efforts and the metrics / KPIs for each goal.5Does this goal align with a requirement from a higher level of government?1Do not know01/20/2022 02:27:05
281563Cities 2021202144196Hwaseong CityRepublic of KoreaEast Asia3. AdaptationAdaptation Actions3.0Please 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.12Total cost provided by the local government (currency)101/20/2022 02:27:05
281564Cities 20212021831618Yaoundé 4CameroonAfrica2. Climate Hazards and VulnerabilityClimate Hazards2.1Please 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.8Future change in frequency5Decreasing01/20/2022 02:27:05
281565Cities 20212021863202Trenggalek RegencyIndonesiaSoutheast Asia and Oceania6. OpportunitiesFinance and Economic Opportunities6.5List 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'.6Identified financing model description101/20/2022 02:27:05
281566Cities 2021202154276City of Greater BendigoAustraliaSoutheast Asia and Oceania3. AdaptationAdaptation Planning3.2aPlease 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.13Description of the stakeholder engagement processes101/20/2022 02:27:05
281567Cities 2021202154650Prefeitura de PalmasBrazilLatin America3. AdaptationAdaptation Actions3.0Please 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.5Means of implementation2Development and implementation of action plan01/20/2022 02:27:05
281568Cities 2021202157347Pingtung County GovernmentTaiwan, Greater ChinaEast Asia2. Climate Hazards and VulnerabilityClimate Hazards2.1Please 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.6Most relevant assets / services affected overall5Water supply & sanitation01/20/2022 02:27:05
281569Cities 2021202150713Chuncheon CityRepublic of KoreaEast Asia2. Climate Hazards and VulnerabilityClimate Hazards2.1Please 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.3Current probability of hazard13Medium High01/20/2022 02:27:05
281570Cities 2021202135903Le Grand CasablancaMoroccoAfrica2. Climate Hazards and VulnerabilityClimate Hazards2.1Please 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.7Please identify which vulnerable populations are affected1Persons living in sub-standard housing01/20/2022 02:27:05
281571Cities 2021202152897City of Aspen, COUnited States of AmericaNorth America6. OpportunitiesCollaboration6.3Describe how your local/regional government collaborates and coordinates horizontally on climate action.1Entity with which your local/regional government collaborates and coordinates horizontally on climate action1Horizontal collaboration and coordinationJurisdictions within country borders01/20/2022 02:27:05
281572Cities 2021202150578City of Windsor, ONCanadaNorth America3. AdaptationAdaptation Actions3.0Please 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.7Sectors/areas adaptation action applies to23Other, please specify: Biodiversity01/20/2022 02:27:05
281573Cities 20212021839970San Justo (Argentina)ArgentinaLatin America2. Climate Hazards and VulnerabilityClimate Hazards2.1Please 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.6Most relevant assets / services affected overall4Residential01/20/2022 02:27:05
281574Cities 20212021840018Municipalidad Distrital de AtePeruLatin America6. OpportunitiesFinance and Economic Opportunities6.5List 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'.6Identified financing model description1El presupuesto se encuentra en modelo básico y los costos se estiman en 4 items.1. Obras provisionales2. trabajos preliminares3. movimiento de tierras4. protección con roca al volteo01/20/2022 02:27:05
281575Cities 2021202131154Bogotá Distrito CapitalColombiaLatin America3. AdaptationAdaptation Goals3.3Please describe the main goals of your city’s adaptation efforts and the metrics / KPIs for each goal.1Adaptation goal56Adecuar 500 predios en desarrollo del proceso de reasentamiento por alto riesgo no mitigable01/20/2022 02:27:05
281576Cities 2021202174508City of Winona, MNUnited States of AmericaNorth America6. OpportunitiesFinance and Economic Opportunities6.9Has 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?2Please provide more details about how your city is taking steps to decarbonize the investments2Investments held by the city retirement funds, e.g. by making a commitment to divest from fossil fuels and/or increase sustainable investments?Question not applicable01/20/2022 02:27:05
281577Cities 2021202154037City of Des Moines, IAUnited States of AmericaNorth America2. Climate Hazards and VulnerabilityClimate Hazards2.1Please 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.11When do you first expect to experience those changes in frequency and intensity?2Medium-term (2026-2050)01/20/2022 02:27:05
281578Cities 2021202150359Gobierno Municipal de León de los AldamasMexicoLatin America2. Climate Hazards and VulnerabilityClimate Hazards2.1Please 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.12Please describe the impacts experienced so far, and how you expect the hazard to impact in the future2El Atlas Nacional de Vulnerabilidad al Cambio Climático (ANVCC) de México (INECC, 2019) prioriza la vulnerabilidad sin dejar de lado los peligros en la exposición que los sujetos vulnerables tienen a ellos, este es un enfoque diferente, pero la gestión del riesgo y la adaptación al cambio climático se pueden integrar comprendiendo sus metodologías y conceptos. El ANVCC estima la vulnerabilidad actual y futura al cambio climático de la población, los ecosistemas y la producción ganadera y forrajera ante deslaves, inundaciones y estrés hídrico, a escala municipal. Cabe mencionar que el ANVCC contiene resultados para la producción ganadera y forrajera en el municipio de León, pero no presenta resultados de la vulnerabilidad de los asentamientos humanos a deslaves e inundaciones, ni de la población al incremento en la distribución del dengue, o de las especies en riesgo y prioritarias al cambio a condiciones climáticas no análogas de la distribución potencial actual de las mismas. La mayor vulnerabilidad actual se presenta en la producción ganadera extensiva ante inundaciones, que fue evaluada con 0.48 puntos. Las vulnerabilidades futuras, calculadas a partir de los escenarios de cambio climático, confirman lo anterior; sin embargo, el rango de vulnerabilidad para la producción ganadera extensiva ante estrés hídrico es del doble al valor registrado en la producción ganadera extensiva ante inundaciones. Con la finalidad de ampliar las condiciones de resiliencia del municipio, en el Perfil de Resiliencia Urbana de la ciudad, elaborado en 2016 por el IMPLAN, se evalúan elementos sociales, económicos, urbanos y físicos, así como información sobre políticas, acciones, prácticas o procedimientos de la administración. Los resultados de este estudio, revelan que no obstante las presiones sociales, políticas y económicas, la administración municipal ha logrado mejorar las condiciones urbanas. Un ejemplo de ello, es la unificación de objetivos, lineamientos estratégicos y criterios de distintos instrumentos de planificación a través del Programa Municipal de Desarrollo Urbano y Ordenamiento Ecológico y Territorial (IMPLAN, 2020).La plataforma tiene un error en la selección de "desconoce" marca "desconce"01/20/2022 02:27:05
281579Cities 20212021827048Zhenjiang Municipal People's GovernmentChinaEast Asia2. Climate Hazards and VulnerabilityClimate Hazards2.1Please 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.5Social impact of hazard overall2Increased demand for public services01/20/2022 02:27:05
281580Cities 2021202160410Municipalidad de PeñalolénChileLatin America3. AdaptationAdaptation Planning3.2bPlease 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.2Comment1Please explainQuestion not applicable01/20/2022 02:27:05
281581Cities 2021202154613Alcaldia de ValdiviaChileLatin America3. AdaptationAdaptation Planning3.2aPlease 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.7If the city boundary is different from the plan boundary, please explain why101/20/2022 02:27:05
281582Cities 2021202160410Municipalidad de PeñalolénChileLatin America3. AdaptationAdaptation Goals3.3Please describe the main goals of your city’s adaptation efforts and the metrics / KPIs for each goal.2Climate hazards that adaptation goal addresses17Mass movement > Landslide01/20/2022 02:27:05
281583Cities 20212021841491Muar Municipal CouncilMalaysiaSoutheast Asia and Oceania2. Climate Hazards and VulnerabilityClimate Hazards2.1Please 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.2Did this hazard significantly impact your city before 2021?5Yes01/20/2022 02:27:05
281584Cities 20212021862419Sumbawa RegencyIndonesiaSoutheast Asia and Oceania3. AdaptationAdaptation Planning3.2aPlease 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.6Boundary of plan relative to city boundary (reported in 0.1)1Same - covers entire city and nothing else01/20/2022 02:27:05
281585Cities 2021202154623Prefeitura de BetimBrazilLatin America2. Climate Hazards and VulnerabilityClimate Hazards2.1Please 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.9Future change in intensity901/20/2022 02:27:05
281586Cities 2021202131180Región Metropolitana de SantiagoChileLatin America2. Climate Hazards and VulnerabilityClimate Hazards2.2Please 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.2Indicate if this factor either supports or challenges the ability to adapt2Supports01/20/2022 02:27:05
281587Cities 2021202154622Prefeitura da Estância Turística de ITUBrazilLatin America6. OpportunitiesCollaboration6.2aPlease provide some key examples of how your city collaborates with business and/or industries in the table below.1Collaboration area1Waste01/20/2022 02:27:05
281588Cities 20212021848474Richmond CouncilUnited Kingdom of Great Britain and Northern IrelandEurope2. Climate Hazards and VulnerabilityClimate Hazards2.1Please 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.12Please describe the impacts experienced so far, and how you expect the hazard to impact in the future5Heavy rainfall can overwhelm the drainage network leading to flooding of low-lying areas. With an increasing frequency and intensity in precipitation expected as a result of climate change, we can expect flooding, in particular surface water flooding, to occur more frequently. The borough is very susceptible to surface water flooding, seen most dramatically in the summer of 2007 and recently in July 2021. The majority of the localised flooding incidents were typically as a result of blocked gullies and/or culverts, sewer flooding or surface water flooding as the topography results in some steep slopes, especially in Richmond town centre which can form flow paths for surface water runoff and subsequently pluvial flooding at lower elevations. During heavy rains, runoff can flow very quickly along these paths and the local drainage system is unable to cope.The Strategic Flood Risk Assessment 2020 highlighted that the Beverley Brook responds faster to hydrological changes, which could place a greater number of people, properties and infrastructure at risk of flooding increasing the need for flood defence and mitigation measures. A successful bid was entered for funding from DEFRA to improve community resilience to flooding in the Beverley Brook catchment area in partnership with WWT, who run the London Wetland Centre in Barnes, and the Friends of Barnes Common.An initial Local Flood Risk Management Strategy (LFRMS) for the period 2014-2020 was published in 2015. This is due to be updated in 2021/22 to align with the Environment Agency’s (EA) new National Flood and Coastal Erosion Risk Management Strategy and Action Plan. The LFRMS will continue to identify flood risk and how it is managed locally, roles and responsibilities for managing flood risk and an action plan for managing risk. In addition to this a new Surface Water Management Plan (SWMP) is in the preliminary phases of production which will take a catchment-based approach to surface water flood risk based on the drainage network; it will identify areas with higher numbers of properties at risk of flooding. It will present borough-wide surface water flood risk mitigation options which can be taken forward for more detailed investigation into the feasibility, cost and benefit of options.The council is considering hazards in the context of the 2021 CCC "Independent Assessment of UK Climate Risk". The report identified more than 60 risks. London in particular is at risk from various direct impacts, including: -Flooding: sea level rise and incidence of tidal flooding; surface water and river flooding -Heatwaves especially as London suffers from the heat island effect with risks to human health, wellbeing and productivity from increased exposure to heat in homes and other buildings-Drought-Storminess and extreme eventsIndirectly, the residents of Richmond are some of the highest consumers in the country. Key areas for adaptation therefore relate to indirect impacts around •Risks to supply of food, goods and vital services due to climate-related collapse of supply chains and distribution networks•Risks to people and the economy from failure of the power system•Multiple other risks to the UK from impacts overseas01/20/2022 02:27:05
281589Cities 2021202158543Byron Shire CouncilAustraliaSoutheast Asia and Oceania1. Governance and Data ManagementGovernance1.0Please 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.2Description3Council has recently finalised its Climate Change Adaptation Plan. There is a specific Action within Council's annual Operational Plan to implement this Plan, in addition to individual Adaptation Actions being included in the Operational Plan over the next five years.01/20/2022 02:27:05
281590Cities 2021202158868Regional Municipality of Durham, ONCanadaNorth America0. IntroductionCity Details0.6Please provide further details about the geography of your city.1Land area of the city boundary as defined in question 0.1 (in square km)1Please complete253701/20/2022 02:27:05
281591Cities 2021202131090District of Columbia, DCUnited States of AmericaNorth America3. AdaptationAdaptation Goals3.3Please describe the main goals of your city’s adaptation efforts and the metrics / KPIs for each goal.2Climate hazards that adaptation goal addresses2Extreme hot temperature > Heat wave01/20/2022 02:27:05
281592Cities 2021202160140City of NakuruKenyaAfrica2. Climate Hazards and VulnerabilityClimate Risk and Vulnerability Assessment2.0dIf 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?1Update/revision process in place1Update/revision processQuestion not applicable01/20/2022 02:27:05
281593Cities 2021202142178Distrito Metropolitano de QuitoEcuadorLatin AmericaSubmit your responseResponse LanguageWhat language are you submitting your response in?00Spanish01/20/2022 02:27:05
281594Cities 20212021859100Oiso TownJapanEast Asia1. Governance and Data ManagementGovernance1.6Please provide information on the overall impact of COVID-19 on climate action in your city.2Comment1Response01/20/2022 02:27:05
281595Cities 2021202149333City of Louisville, KYUnited States of AmericaNorth America3. AdaptationAdaptation Goals3.3Please describe the main goals of your city’s adaptation efforts and the metrics / KPIs for each goal.2Climate hazards that adaptation goal addresses14Biological hazards > Water-borne disease01/20/2022 02:27:05
281596Cities 2021202159552City of Davis, CAUnited States of AmericaNorth America6. OpportunitiesClimate Action Planning6.13How many people within your city are employed in green jobs/industries?4Comment1Green jobs/industriesQuestion not applicable01/20/2022 02:27:05
281597Cities 20212021832078Município de MafraPortugalEurope2. Climate Hazards and VulnerabilityClimate Hazards2.1Please 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.7Please identify which vulnerable populations are affected1Persons with disabilities01/20/2022 02:27:05
281598Cities 2021202154687Prefeitura Municipal de São José dos CamposBrazilLatin America3. AdaptationAdaptation Actions3.0Please 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.14Web link2https://www.sjc.sp.gov.br/servicos/gestao-habitacional-e-obras/plano-municipal-de-reducao-de-riscos/01/20/2022 02:27:05
281599Cities 2021202154124City of Fremont, CAUnited States of AmericaNorth America6. OpportunitiesFinance and Economic Opportunities6.5List 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'.1Project area3Other, please specify: Climate Action Planning01/20/2022 02:27:05
281600Cities 2021202136285Comune di FirenzeItalyEurope3. AdaptationAdaptation Actions3.0Please 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.7Sectors/areas adaptation action applies to2Public Health and Safety01/20/2022 02:27:05

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created Sep 7 2021

updated Jan 20 2022

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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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