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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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 115251 | Cities 2021 | 2021 | 35886 | Comune di Torino | Italy | Europe | 6. Opportunities | Climate Action Planning | 6.13 | How many people within your city are employed in green jobs/industries? | 1 | Number of people in your city employed in green jobs and/or industries | 1 | Green jobs/industries | Question not applicable | 01/19/2022 02:30:06 | ||
| 115252 | Cities 2021 | 2021 | 59167 | Municipalidad de Providencia | Chile | Latin America | 5. Emissions Reduction | Mitigation Target setting | 5.0c | Please provide details of your total city-wide base year intensity target. An intensity target is usually measured per capita or per unit GDP. If you have an absolute emissions reduction target, please select “Base year emissions (absolute) target” in question 5.0. | 17 | Does this target align to a requirement from a higher level of government? | 1 | No | 01/19/2022 02:30:06 | |||
| 115253 | Cities 2021 | 2021 | 43909 | City of Orlando, FL | 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 | Wild fire > Forest fire | 01/19/2022 02:30:06 | |||
| 115254 | Cities 2021 | 2021 | 50579 | City of Winnipeg, MB | Canada | North America | 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.)? | 1 | Funding received/secured for low carbon projects or climate adaptation | 1 | Funding received/secured | Question not applicable | 01/19/2022 02:30:06 | ||
| 115255 | Cities 2021 | 2021 | 44187 | Goyang City | Republic of Korea | East Asia | 10. Transport | 10.11 | Please provide city-wide average air pollution metrics from the monitoring sites within your city for the most recent three years. | 8 | Who owns the data? | 6 | O3 (Daily maximum 8 hour mean) | Question not applicable | 01/19/2022 02:30:06 | |||
| 115256 | Cities 2021 | 2021 | 31185 | Miasto Stołeczne Warszawa | Poland | Europe | 6. Opportunities | Collaboration | 6.3 | Describe how your local/regional government collaborates and coordinates horizontally on climate action. | 1 | Entity with which your local/regional government collaborates and coordinates horizontally on climate action | 1 | Horizontal collaboration and coordination | Question not applicable | 01/19/2022 02:30:06 | ||
| 115257 | Cities 2021 | 2021 | 36277 | Comune di Cosenza | Italy | Europe | 4. City-wide Emissions | City-wide GHG Emissions Data | 4.6a | The Global Covenant of Mayors requires committed cities to report their inventories in the format of the new Common Reporting Framework, to encourage standard reporting of emissions data. Please provide a breakdown of your city-wide emissions by sector and sub-sector in the table below. Where emissions data is not available, please use the relevant notation keys to explain the reason why. | 2 | If you have no direct emissions to report, please select a notation key to explain why | 18 | Total Waste | 01/19/2022 02:30:06 | |||
| 115258 | Cities 2021 | 2021 | 10495 | City of Las Vegas, NV | 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. | 1 | Sustainability goals and targets | 4 | Adaptation targets | 01/19/2022 02:30:06 | |||
| 115259 | Cities 2021 | 2021 | 54389 | Taichung City Government | Taiwan, Greater China | East Asia | 8. Energy | 8.3a | Please provide details on your city’s energy efficiency targets. | 10 | Please indicate to which energy sector(s) the target applies (Multiple choice) | 1 | Public facility | 01/19/2022 02:30:06 | ||||
| 115260 | Cities 2021 | 2021 | 859108 | Mihama Town | Japan | East Asia | 4. City-wide Emissions | City-wide GHG Emissions Data | 4.6a | The Global Covenant of Mayors requires committed cities to report their inventories in the format of the new Common Reporting Framework, to encourage standard reporting of emissions data. Please provide a breakdown of your city-wide emissions by sector and sub-sector in the table below. Where emissions data is not available, please use the relevant notation keys to explain the reason why. | 4 | If you have no indirect emissions to report, please select a notation key to explain why | 30 | Total Generation of grid-supplied energy | Question not applicable | 01/19/2022 02:30:06 | ||
| 115261 | Cities 2021 | 2021 | 50358 | Gobierno Municipal de Toluca de Lerdo | Mexico | 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? | 3 | Yes | 01/19/2022 02:30:06 | |||
| 115262 | Cities 2021 | 2021 | 43909 | City of Orlando, FL | United States of America | North America | 6. Opportunities | Finance and Economic Opportunities | 6.9 | Has your city taken steps to decarbonize the investments held by the city retirement funds and/or municipal investments, e.g. by making a commitment to divest from fossil fuels and/or increase sustainable investments? | 1 | Response | 2 | Investments held by the city retirement funds, e.g. by making a commitment to divest from fossil fuels and/or increase sustainable investments? | Question not applicable | 01/19/2022 02:30:06 | ||
| 115263 | Cities 2021 | 2021 | 73666 | Cuyahoga County, OH | United States of America | North America | 8. Energy | 8.1 | Please indicate the source mix of electricity consumed in your city. | 10 | Waste to energy (excluding biomass component) | 1 | Electricity source | 01/19/2022 02:30:06 | ||||
| 115264 | Cities 2021 | 2021 | 31150 | Bangkok Metropolitan Administration | Thailand | Southeast Asia and Oceania | 5. Emissions Reduction | Mitigation Actions | 5.4 | Describe the anticipated outcomes of the most impactful mitigation actions your city is currently undertaking; the total cost of the action and how much is being funded by the local government. | 3 | Means of implementation | 6 | Development and implementation of action plan | 01/19/2022 02:30:06 | |||
| 115265 | Cities 2021 | 2021 | 54026 | City of Tacoma, WA | United States of America | North America | 4. City-wide Emissions | City-wide GHG Emissions Data | 4.6a | The Global Covenant of Mayors requires committed cities to report their inventories in the format of the new Common Reporting Framework, to encourage standard reporting of emissions data. Please provide a breakdown of your city-wide emissions by sector and sub-sector in the table below. Where emissions data is not available, please use the relevant notation keys to explain the reason why. | 5 | Emissions occurring outside the city boundary as a result of in-city activities (metric tonnes CO2e) | 28 | Generation of grid-supplied energy > Heat/cold generation | 01/19/2022 02:30:06 | |||
| 115266 | Cities 2021 | 2021 | 50540 | City of Albuquerque, NM | United States of America | North America | 4. City-wide Emissions | Historical emissions inventories | 4.13 | Please provide details on any historical, base year or recalculated city-wide emissions inventories your city has, in order to allow assessment of targets in the table below. | 5 | Is this inventory a base year inventory or a recalculated version of a previously reported inventory? | 0 | 01/19/2022 02:30:06 | ||||
| 115267 | Cities 2021 | 2021 | 35880 | Municipality of Porto Alegre | Brazil | Latin America | 10. Transport | 10.7 | How many public access EV charging points do you have in your city and/or metropolitan area for the following types. | 3 | Comment | 1 | Rapid 43 kw and above | Question not applicable | 01/19/2022 02:30:06 | |||
| 115268 | Cities 2021 | 2021 | 74466 | Village of South Barrington, IL | 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. | 2 | Indicate if this factor either supports or challenges the ability to adapt | 3 | 01/19/2022 02:30:06 | ||||
| 115269 | Cities 2021 | 2021 | 46470 | Ayuntamiento de Vitoria-Gasteiz | Spain | Europe | 8. Energy | 8.1 | Please indicate the source mix of electricity consumed in your city. | 4 | Nuclear | 1 | Electricity source | 23.3 | 01/19/2022 02:30:06 | |||
| 115270 | Cities 2021 | 2021 | 54492 | Bergen kommune | Norway | Europe | 4. City-wide Emissions | Historical emissions inventories | 4.13 | Please provide details on any historical, base year or recalculated city-wide emissions inventories your city has, in order to allow assessment of targets in the table below. | 7 | File name and attach your inventory | 7 | Climate emissions Bergen 2009-2019 | 01/19/2022 02:30:06 | |||
| 115271 | Cities 2021 | 2021 | 54110 | City of Santa Monica, 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. | 10 | Future expected magnitude of hazard | 2 | Medium | 01/19/2022 02:30:06 | |||
| 115272 | Cities 2021 | 2021 | 49172 | City of St. Petersburg, FL | United States of America | North America | 8. Energy | 8.1 | Please indicate the source mix of electricity consumed in your city. | 11 | Other sources | 1 | Electricity source | 01/19/2022 02:30:06 | ||||
| 115273 | Cities 2021 | 2021 | 10806 | London Borough of Enfield | 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 | 2 | Ecosystem preservation and biodiversity improvement | 01/19/2022 02:30:06 | |||
| 115274 | Cities 2021 | 2021 | 859167 | Imabari City | Japan | East Asia | 5. Emissions Reduction | Mitigation Actions | 5.4 | Describe the anticipated outcomes of the most impactful mitigation actions your city is currently undertaking; the total cost of the action and how much is being funded by the local government. | 17 | Total cost provided by the majority funding source (currency) | 16 | 01/19/2022 02:30:06 | ||||
| 115275 | Cities 2021 | 2021 | 50364 | Municipalidad de La Paz | Bolivia (Plurinational State of) | Latin America | 12. Food | 12.0a | Report the tonnes per food group that are served and/or sold through the above mentioned programs. | 2 | Comment | 3 | Dairy foods | Question not applicable | 01/19/2022 02:30:06 | |||
| 115276 | Cities 2021 | 2021 | 852472 | London Borough of Lewisham | United Kingdom of Great Britain and Northern Ireland | Europe | 4. City-wide Emissions | City-wide GHG Emissions Data | 4.6a | The Global Covenant of Mayors requires committed cities to report their inventories in the format of the new Common Reporting Framework, to encourage standard reporting of emissions data. Please provide a breakdown of your city-wide emissions by sector and sub-sector in the table below. Where emissions data is not available, please use the relevant notation keys to explain the reason why. | 4 | If you have no indirect emissions to report, please select a notation key to explain why | 4 | Stationary energy > Industrial buildings & facilities | Question not applicable | 01/19/2022 02:30:06 | ||
| 115277 | Cities 2021 | 2021 | 850404 | Prefeitura de Guabiruba | Brazil | Latin America | 9. Buildings | 9.1 | Does your city have emissions reduction targets (government operations, city wide targets) or energy efficiency targets for the following building types? | 2 | Please provide more details and/or link to more information about the emission reduction target. | 2 | Municipal | Question not applicable | 01/19/2022 02:30:06 | |||
| 115278 | Cities 2021 | 2021 | 859093 | Chonan Town | Japan | East Asia | 14. Water Security | Water Supply | 14.0 | What are the sources of your city's water supply? | 0 | 0 | 01/19/2022 02:30:06 | |||||
| 115279 | Cities 2021 | 2021 | 58595 | Municipalidad de Belén | Costa Rica | Latin America | 14. Water Security | Water Supply | 14.2a | Please identify the risks to your city’s water security as well as the timescale and level of risk. | 4 | Estimated probability of impact | 5 | Medium | 01/19/2022 02:30:06 | |||
| 115280 | Cities 2021 | 2021 | 54113 | City of Flagstaff, AZ | United States of America | North America | 14. Water Security | Water Supply | 14.2a | Please identify the risks to your city’s water security as well as the timescale and level of risk. | 2 | Anticipated timescale | 3 | Long-term (after 2050) | 01/19/2022 02:30:06 | |||
| 115281 | Cities 2021 | 2021 | 60408 | Municipalidad de Talca | Chile | Latin America | 7. Local Government Emissions | Local Government Emissions Verification | 7.9a | Please provide the following information about the emissions verification process. | 1 | Name of verifier and attach verification certificate | 1 | Verification details | Question not applicable | 01/19/2022 02:30:06 | ||
| 115282 | Cities 2021 | 2021 | 31156 | Municipality of Curitiba | Brazil | Latin America | 12. Food | 12.4 | How does your city increase access to sustainable foods? | 2 | Please provide details and/or links to more information about the actions your city is taking to increase access to sustainable foods | 1 | Do you subsidise fresh fruits and vegetables? | Sacolão da Família: Programa que proporciona à população acesso a frutas e hortaliças de qualidade por meio de uma política de preço máximo, com valor de no mínimo 40% mais baixo que no varejo tradicional (R$2,29 o quilo). As unidades estão localizadas em pontos estratégicos da cidade, de fácil acesso à população. | 01/19/2022 02:30:06 | |||
| 115283 | Cities 2021 | 2021 | 35857 | City of Cincinnati, OH | United States of America | North America | 5. Emissions Reduction | Mitigation Planning | 5.5a | Please attach your city’s climate change mitigation plan below. If your city has both mitigation and energy access plans, please make sure to attach all relevant documents below. | 11 | Description of stakeholder engagement process | 3 | The City of Cincinnati will work with outside organizations to support a campaign that targets the industrial sector to reduce energy consumption and provide energy efficiency solution. Educating operators of industrial buildings about energy efficiency projects and renewable energy options will relieve stress on the grid which will benefit all residents. | 01/19/2022 02:30:06 | |||
| 115284 | Cities 2021 | 2021 | 826211 | Junta Intermunicipal de Medio Ambiente Altos Sur (JIAS) | Mexico | Latin America | 6. Opportunities | Finance and Economic Opportunities | 6.5 | List any mitigation, adaptation, water related or resilience projects you have planned within your city for which you hope to attract financing and provide details on the estimated costs and status of the project. If your city does not have any relevant projects, please select 'No relevant projects' under 'Project Area'. | 6 | Identified financing model description | 2 | 01/19/2022 02:30:06 | ||||
| 115285 | Cities 2021 | 2021 | 60238 | Söderhamns kommun | Sweden | Europe | 8. Energy | 8.2 | For each type of renewable energy within the city boundary, please report the installed capacity (MW) and annual generation (MWh). | 2 | Annual generation (MWh) | 3 | Hydro power | 423000 | 01/19/2022 02:30:06 | |||
| 115286 | Cities 2021 | 2021 | 50544 | City of Aurora, IL | United States of America | North America | 4. City-wide Emissions | Historical emissions inventories | 4.13 | Please provide details on any historical, base year or recalculated city-wide emissions inventories your city has, in order to allow assessment of targets in the table below. | 7 | File name and attach your inventory | 0 | 01/19/2022 02:30:06 | ||||
| 115287 | Cities 2021 | 2021 | 35871 | City of Monterrey | Mexico | Latin America | 5. Emissions Reduction | Mitigation Actions | 5.4 | Describe the anticipated outcomes of the most impactful mitigation actions your city is currently undertaking; the total cost of the action and how much is being funded by the local government. | 17 | Total cost provided by the majority funding source (currency) | 1 | 01/19/2022 02:30:06 | ||||
| 115288 | Cities 2021 | 2021 | 35848 | Municipality of Belo Horizonte | 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. | 5 | Means of implementation | 16 | Capacity building and training activities | 01/19/2022 02:30:06 | |||
| 115289 | Cities 2021 | 2021 | 54110 | City of Santa Monica, CA | United States of America | North America | 4. City-wide Emissions | City-wide GHG Emissions Data | 4.6a | The Global Covenant of Mayors requires committed cities to report their inventories in the format of the new Common Reporting Framework, to encourage standard reporting of emissions data. Please provide a breakdown of your city-wide emissions by sector and sub-sector in the table below. Where emissions data is not available, please use the relevant notation keys to explain the reason why. | 2 | If you have no direct emissions to report, please select a notation key to explain why | 12 | Transportation > Off-road | NO | 01/19/2022 02:30:06 | ||
| 115290 | Cities 2021 | 2021 | 50544 | City of Aurora, IL | United States of America | North America | 4. City-wide Emissions | City-wide GHG Emissions Data | 4.6a | The Global Covenant of Mayors requires committed cities to report their inventories in the format of the new Common Reporting Framework, to encourage standard reporting of emissions data. Please provide a breakdown of your city-wide emissions by sector and sub-sector in the table below. Where emissions data is not available, please use the relevant notation keys to explain the reason why. | 7 | Please explain any excluded sources, identify any emissions covered under an ETS and provide any other comments | 2 | Stationary energy > Commercial buildings & facilities | 01/19/2022 02:30:06 | |||
| 115291 | Cities 2021 | 2021 | 859156 | Nanbu Town | Japan | East Asia | 5. Emissions Reduction | Mitigation Actions | 5.4 | Describe the anticipated outcomes of the most impactful mitigation actions your city is currently undertaking; the total cost of the action and how much is being funded by the local government. | 1 | Mitigation action | 1 | Buildings > Energy efficiency/ retrofit measures | 01/19/2022 02:30:06 | |||
| 115292 | Cities 2021 | 2021 | 60414 | Municipalidad Venado Tuerto | 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. | 8 | Action description and implementation progress | 1 | El presente proyecto se sustenta en la entrega de las semillas de estación para que las familias puedan abordar la creación de su huerta y en brindar capacitaciones a los ciudadanos sobre la creación, cuidado de sus huertas y la cocina saludable. Se realizará el seguimiento de cada familia y se acompañará en el desarrollo del emprendimiento. Se realizarán quincenal o mensualmente ferias para que las familias puedan vender lo producido. También se propone capacitar a las familias en la elaboración de su propia abonera en base a los residuos orgánicos domiciliarios que generan | 01/19/2022 02:30:06 | |||
| 115293 | Cities 2021 | 2021 | 848927 | Ville de Maroua | Cameroon | 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. | 6 | Co-benefit area | 1 | Disaster Risk Reduction | 01/19/2022 02:30:06 | |||
| 115294 | Cities 2021 | 2021 | 68383 | Prefeitura de Itatiba | Brazil | Latin America | 14. Water Security | Water Supply Management | 14.4a | Please provide more information on your city’s public Water Resource Management strategy. | 1 | Publication title and attach document | 1 | 0 | 01/19/2022 02:30:06 | |||
| 115295 | Cities 2021 | 2021 | 54277 | New Plymouth District Council | New Zealand | Southeast Asia and Oceania | 4. City-wide Emissions | City-wide GHG Emissions Data | 4.6a | The Global Covenant of Mayors requires committed cities to report their inventories in the format of the new Common Reporting Framework, to encourage standard reporting of emissions data. Please provide a breakdown of your city-wide emissions by sector and sub-sector in the table below. Where emissions data is not available, please use the relevant notation keys to explain the reason why. | 1 | Direct emissions (metric tonnes CO2e) | 11 | Transportation > Aviation | 6792 | 01/19/2022 02:30:06 | ||
| 115296 | Cities 2021 | 2021 | 863478 | Coatzacoalcos | Mexico | Latin America | 2. Climate Hazards and Vulnerability | Climate Hazards | 2.3a | Please report on how climate change impacts health outcomes and health services in your city. | 3 | Identify the climate hazards most significantly impacting the selected areas | 0 | Question not applicable | 01/19/2022 02:30:06 | |||
| 115297 | Cities 2021 | 2021 | 56276 | New Taipei City Government | Taiwan, Greater China | East Asia | 7. Local Government Emissions | Local Government Emissions Verification | 7.9a | Please provide the following information about the emissions verification process. | 2 | Year of verification | 1 | Verification details | Question not applicable | 01/19/2022 02:30:06 | ||
| 115298 | Cities 2021 | 2021 | 50713 | Chuncheon City | Republic of Korea | East Asia | 6. Opportunities | Finance and Economic Opportunities | 6.9 | Has your city taken steps to decarbonize the investments held by the city retirement funds and/or municipal investments, e.g. by making a commitment to divest from fossil fuels and/or increase sustainable investments? | 2 | Please provide more details about how your city is taking steps to decarbonize the investments | 2 | Investments held by the city retirement funds, e.g. by making a commitment to divest from fossil fuels and/or increase sustainable investments? | Question not applicable | 01/19/2022 02:30:06 | ||
| 115299 | Cities 2021 | 2021 | 60053 | Indore Municipal Corporation | India | South and West 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 | ||
| 115300 | Cities 2021 | 2021 | 840030 | Reconquista | Argentina | Latin America | 5. Emissions Reduction | Mitigation Actions | 5.4 | Describe the anticipated outcomes of the most impactful mitigation actions your city is currently undertaking; the total cost of the action and how much is being funded by the local government. | 16 | Majority funding source | 14 | Public-private partnership | 01/19/2022 02:30:06 |
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PLEASE READ THE FOLLOWING INFORMATION
This dataset contains all public responses to the CDP-ICLEI 2021 Cities questionnaire. All data included in the dataset is self reported by cities. The reporting platform remains open and the dataset is updated daily to reflect new submissions.
Please note that this dataset exceeds the capacity for Excel. To export the data to Excel, the dataset has been separated into three files. Please follow the links below to access these:
2021 cities dataset covering emissions and mitigation:
https://data.cdp.net/Governance/2021-Cities-Emissions-and-Mitigation/aic4-a5fb
https://data.cdp.net/Governance/2021-Cities-Emissions-and-Mitigation/aic4-a5fb
2021 cities dataset covering vulnerability and adaptation:
https://data.cdp.net/Governance/2021-Cities-Vulnerability-and-Adaptation/hz2m-cbry
https://data.cdp.net/Governance/2021-Cities-Vulnerability-and-Adaptation/hz2m-cbry
2021 cities dataset covering sectors (buildings, energy, transport, waste, urban planning, food, water):
https://data.cdp.net/Governance/2021-Cities-Sectors/xsgm-pagy
https://data.cdp.net/Governance/2021-Cities-Sectors/xsgm-pagy
Access more information on cities reporting, including questionnaire guidance, at https://www.cdp.net/en/guidance/guidance-for-cities.
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’.
For any questions or further 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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