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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
279001Cities 2021202164014City of Cupertino, CAUnited States of AmericaNorth 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.4Climate hazards factored into plan that addresses climate change adaptation4Extreme hot temperature > Heat wave01/20/2022 02:27:05
279002Cities 2021202160318Prefeitura de Porto VelhoBrazilLatin 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.5Social impact of hazard overall2Increased incidence and prevalence of disease and illnessO estudo "Índice de vulnerabilidade aos desastres naturais (IVDNS) relacionados às secas no contexto da mudança do clima / MMA, Ml, WWF-Brasil. – Brasília, DF, 2017" destaca para a REGIÃO NORTE em geral que:Algumas áreas cultivadas podem ser impactadas devido aos elevados índices de Exposição Climática e, consequentemente, de Vulnerabilidade. Impactos esses que podem ser cruciais para a operação de usinas hidrelétricas instaladas (FEARNSIDE, 2012). Como a região é coberta em grande parte por florestas, do ponto de vista socioeconômico, espera-se um menor impacto relacionado às Secas. Porém, como essas áreas são ricas em biodiversidade e recursos naturais, populações tradicionais dependem do equilíbrio climático atual para sua subsistência, devendo-se assim dar especial atenção ao desmatamento, ao rompimento da resiliência e da capacidade de suporte das populações tradicionais aí residentes. O estudo considera o IVDNS especifico de PORTO VELHO como "moderado" a "moderadamente alto".01/20/2022 02:27:05
279003Cities 20212021826427Município de ValongoPortugalEurope3. 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 link901/20/2022 02:27:05
279004Cities 2021202154520Ville de LausanneSwitzerlandEurope3. 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.6Co-benefit area3Disaster Risk Reduction01/20/2022 02:27:05
279005Cities 2021202174401City of Encinitas, CAUnited States of AmericaNorth America6. OpportunitiesFinance and Economic Opportunities6.7Has 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.)?1Funding received/secured for low carbon projects or climate adaptation1Funding received/securedNo01/20/2022 02:27:05
279006Cities 20212021834261Municipality of IrapuatoMexicoLatin 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.1Climate Hazards2Flood and sea level rise > River flood01/20/2022 02:27:05
279007Cities 2021202143932Auckland CouncilNew ZealandSoutheast Asia and Oceania2. Climate Hazards and VulnerabilityClimate Risk and Vulnerability Assessment2.0bPlease 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.6Primary author of assessment1Dedicated city team01/20/2022 02:27:05
279008Cities 2021202131146Addis Ababa City AdministrationEthiopiaAfrica2. 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 overall2Transport01/20/2022 02:27:05
279009Cities 2021202114344City of Park City, UTUnited States of AmericaNorth America2. Climate Hazards and VulnerabilityClimate Risk and Vulnerability Assessment2.0bPlease 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.8Areas/sectors covered by the risk and vulnerability assessment5Environment, Biodiversity and Forestry01/20/2022 02:27:05
279010Cities 2021202150559City of St Catharines, ONCanadaNorth 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.1Factors that affect ability to adapt5Community engagement01/20/2022 02:27:05
279011Cities 2021202159167Municipalidad de ProvidenciaChileLatin 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.10Majority funding source17Local01/20/2022 02:27:05
279012Cities 20212021848131GámezaColombiaLatin 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.3Current probability of hazard1Do not know01/20/2022 02:27:05
279013Cities 2021202131172Mexico CityMexicoLatin America1. Governance and Data ManagementGovernance1.6Please provide information on the overall impact of COVID-19 on climate action in your city.2Comment1ResponseDurante 2020 y en cumplimiento con la Ley de Mitigación y Adaptación al Cambio Climático y Desarrollo Sustentable para la Ciudad de México (Ley de Cambio Climático), se elaboraron de manera conjunta, los dos instrumentos que dirigen la política climática en la Ciudad de México,la Estrategia Local de Acción Climática 2021-2050 (Estrategia) y el Programa de Acción Climática 2021-2030 (Programa): en ambos se busca integrar, coordinar e impulsar políticas públicas para disminuir los riesgos ambientales, sociales y económicos derivados del cambio climático, y así encaminar a la ciudad hacia un desarrollo bajo en carbono y resiliente, enmarcado en los enfoques y principios de la economía circular, la inclusión social, los derechos humanos y la equidad de género. En el momento en que la Estrategia y el Programa fueron elaborados y publicados, el mundo y la Ciudad de México se encuentran atravesando uno de los mayores retos de salud pública en la era moderna. La emergencia global derivada de la pandemia por COVID-19 ha evidenciado las mayores fortalezas y fragilidades de nuestro modelo económico y social y del sistema urbano -ambiental. De acuerdo con varios organismos internacionales, se espera que estemos entrando a la peor crisis económica global del último siglo, con un alto impacto social y económico, lo que genera un alto grado de incertidumbre. La emergencia sanitaria expuso los múltiples vínculos entre la salud pública y el ambiente, e hizo evidente que una vida digna, un trabajo decente y una economía productiva dependen profundamente de un medio ambiente sano. En todos los países, determinados grupos son más vulnerables a los efectos de la emergencia sanitaria. Las personas adultas mayores y personas con condiciones de salud pre-existentes se encuentran en mayor riesgo de contagiarse y desarrollar problemas de salud. Las mujeres, que tienen menor acceso a seguridad social, así como su rol en la economía del cuidado, enfrentan mayores riesgos y cargas adicionales de trabajo.En su efectiva y rápida respuesta a la pandemia, diversos actores del mundo y de la Ciudad de México han demostrado la capacidad de aplicar medidas decisivas y transformativas para proteger a las personas de cara a los serios problemas sanitarios y económicos existentes. Así, en el contextode la recuperación post-COVID19, el Gobierno de la Ciudad de México, las empresas y la sociedad en general impulsarán el compromiso de ejecutar acciones de igual magnitud y empeño para atender la crisis climática que se vive hoy día.A medida que las economías se recuperan, existe una oportunidad de desarrollar políticas públicas que atiendan la crisis climática e impulsen una transición hacia un desarrollo sustentable, resiliente y justo. El replanteamiento de los modelos de desarrollo y la reconstrucción económica permitirán sentar las bases para una economía social y solidaria, baja en carbono y resiliente.De la misma forma, la pandemia ha evidenciado medidas que será necesario realizar diagnosticar y atender los posibles impactos que ésta y futuras crisis sanitarias puedan tener en la Ciudad, identificando sus vínculos causales con el cambio climático y sus posibles impactos negativos por la profundización de la vulnerabilidad climática o la limitación del alcance de las medidas de mitigación y adaptación instrumentadas. NOTA: Para leer el capítulo "PLANEACIÓN CLIMÁTICA EN UN FUTURO POST-COVID 19" de la ELAC y PACCM, compartímos la liga de acceso:https://www.sedema.cdmx.gob.mx/storage/app/media/DGCPCA/PACCM_y_ELAC.pdf01/20/2022 02:27:05
279014Cities 20212021827048Zhenjiang Municipal People's GovernmentChinaEast Asia2. 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.1Factors that affect ability to adapt2Infrastructure conditions / maintenance01/20/2022 02:27:05
279015Cities 2021202135877City of Pittsburgh, PAUnited 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.5Social impact of hazard overall3Increased resource demand01/20/2022 02:27:05
279016Cities 2021202135898Greater ManchesterUnited Kingdom of Great Britain and Northern IrelandEurope3. 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.2Web link2www.greatermanchester-ca.gov.uk/media/4542/greater-manchester-resilience-strategy-2020-2030.pdf01/20/2022 02:27:05
279017Cities 2021202150678Município de ÉvoraPortugalEurope3. 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.2Action5Promoting and incentivizing water efficiency01/20/2022 02:27:05
279018Cities 2021202150359Gobierno Municipal de León de los AldamasMexicoLatin 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.6Co-benefit area6Enhanced resilience01/20/2022 02:27:05
279019Cities 2021202174695Sandnes kommuneNorwayEurope6. OpportunitiesOpportunities6.1Has your city measured the wider social and economic impacts of delivering climate actions/projects/policies? If so, please provide more details on which benefits are being measured and/or a link to more information.2Has your city measured the distribution of these impacts across the city’s population (e.g. through the listed actions)1ResponseQuestion not applicable01/20/2022 02:27:05
279020Cities 2021202159167Municipalidad de ProvidenciaChileLatin 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 overall1Environment, biodiversity, forestry01/20/2022 02:27:05
279021Cities 2021202131052City of CardiffUnited 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.14Web link2https://www.cdp.net/en https://www.evaccardiff.co.uk/01/20/2022 02:27:05
279022Cities 20212021833284West Midlands Combined AuthorityUnited Kingdom of Great Britain and Northern IrelandEurope6. 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'.9Total investment cost needed601/20/2022 02:27:05
279023Cities 20212021834278Municipality of ResistenciaArgentinaLatin 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?3Short-term (by 2025)01/20/2022 02:27:05
279024Cities 2021202136159Município de LisboaPortugalEurope2. 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.3Level of degree to which factor challenges/supports the adaptive capacity of your city5Significantly supports01/20/2022 02:27:05
279025Cities 20212021839672Municipalidad Distrital de La MolinaPeruLatin America0. IntroductionCity Details0.4Please select the currency used for all financial information disclosed throughout your response.00PEN Nuevo Sol01/20/2022 02:27:05
279026Cities 2021202153921City of Tempe, AZUnited States of AmericaNorth 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.6Co-benefit area12Greening the economy01/20/2022 02:27:05
279027Cities 20212021862945Nueva ConcepciónGuatemalaLatin America2. Climate Hazards and VulnerabilityClimate Hazards2.3aPlease report on how climate change impacts health outcomes and health services in your city.3Identify the climate hazards most significantly impacting the selected areas1Flood and sea level rise > Coastal flood01/20/2022 02:27:05
279028Cities 2021202155801City of West Palm Beach, FLUnited States of AmericaNorth 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.6Boundary of plan relative to city boundary (reported in 0.1)1Same - covers entire city and nothing else01/20/2022 02:27:05
279029Cities 20212021859066Ashoro-TownJapanEast Asia3. 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)0Question not applicable01/20/2022 02:27:05
279030Cities 20212021859104Myoko CityJapanEast 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.1Climate hazards6Extreme hot temperature > Heat wave01/20/2022 02:27:05
279031Cities 2021202155325Município de ÁguedaPortugalEurope3. 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 to7Agriculture and Forestry01/20/2022 02:27:05
279032Cities 2021202153921City of Tempe, AZUnited States of AmericaNorth 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 to6Business and Financial Service01/20/2022 02:27:05
279033Cities 20212021839980Municipalidad de AvellanedaArgentinaLatin 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.5Social impact of hazard overall5Fluctuating socio-economic conditions01/20/2022 02:27:05
279034Cities 20212021834047Choma Municipal CouncilZambiaAfrica2. 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 overall3Law & order01/20/2022 02:27:05
279035Cities 2021202160044Bhopal Municipal CorporationIndiaSouth and West Asia6. OpportunitiesFinance and Economic Opportunities6.11Does your city have its own credit rating?1Does your city have a credit rating?2DomesticQuestion not applicable01/20/2022 02:27:05
279036Cities 2021202110495City of Las Vegas, NVUnited States of AmericaNorth 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?2No01/20/2022 02:27:05
279037Cities 2021202136045Santiago de GuayaquilEcuadorLatin 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
279038Cities 2021202154360Shah Alam City CouncilMalaysiaSoutheast Asia and Oceania2. Climate Hazards and VulnerabilityClimate Risk and Vulnerability Assessment2.0bPlease 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.8Areas/sectors covered by the risk and vulnerability assessment4Emergency Management01/20/2022 02:27:05
279039Cities 2021202150358Gobierno Municipal de Toluca de LerdoMexicoLatin America1. 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.2Description8Objetivo 3.3 Implementar proyectos y programas para la preservación del medio ambiente. (Estrategia 3.3.1. Consolidar espacios verdes en las zonas urbanas y proteger las áreas naturales del municipio. ).01/20/2022 02:27:05
279040Cities 2021202131149Dímos AthinaíonGreeceEurope3. 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.6Co-benefit area6Enhanced climate change adaptation01/20/2022 02:27:05
279041Cities 2021202135853City of Baltimore, MDUnited States of AmericaNorth America2. Climate Hazards and VulnerabilityClimate Hazards2.1bBased on the climate hazards identified as "high risk" in your city, have you identified climate exposure scenarios?1Response1Climate exposure scenariosQuestion not applicable01/20/2022 02:27:05
279042Cities 20212021859129Nagaizumi TownJapanEast 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 hazard001/20/2022 02:27:05
279043Cities 2021202154430Ville du HavreFranceEurope6. OpportunitiesFinance and Economic Opportunities6.11Does your city have its own credit rating?1Does your city have a credit rating?1InternationalQuestion not applicable01/20/2022 02:27:05
279044Cities 2021202160417Municipalidad de San Carlos de BarilocheArgentinaLatin 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.7Please identify which vulnerable populations are affected1Elderly01/20/2022 02:27:05
279045Cities 2021202160417Municipalidad de San Carlos de BarilocheArgentinaLatin 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.5Social impact of hazard overall3Increased demand for healthcare services01/20/2022 02:27:05
279046Cities 2021202154529City of LeicesterUnited 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.11When do you first expect to experience those changes in frequency and intensity?3Long-term (after 2050)01/20/2022 02:27:05
279047Cities 2021202160393Municipalidad de SantiagoChileLatin 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?3Yes01/20/2022 02:27:05
279048Cities 2021202131176Prefeitura do Rio de JaneiroBrazilLatin 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 link9http://www.rio.rj.gov.br/web/defesacivil/programa-de-protecao-comunitaria01/20/2022 02:27:05
279049Cities 20212021862945Nueva ConcepciónGuatemalaLatin 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'.3Stage of project development001/20/2022 02:27:05
279050Cities 2021202160423Municipalidad de la Ciudad de NeuquénArgentinaLatin 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?1Response1Municipal investments, e.g. by divesting from fossil fuelsQuestion not applicable01/20/2022 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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