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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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 153301 | Cities 2021 | 2021 | 59532 | City of Hoboken, NJ | 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. | 11 | Total cost of the project (currency) | 4 | 150000000 | 01/20/2022 02:27:05 | |||
| 153302 | Cities 2021 | 2021 | 74594 | City of Boynton Beach, FL | United States of America | North 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. | 18 | Web link to action website | 15 | https://www.boynton-beach.org/electricity/green-your-ride | 01/20/2022 02:27:05 | |||
| 153303 | Cities 2021 | 2021 | 841964 | City of Hallandale Beach, 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. | 5 | Social impact of hazard overall | 2 | Population displacement | 01/20/2022 02:27:05 | |||
| 153304 | Cities 2021 | 2021 | 54088 | City of Peterborough, ON | Canada | North 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. | 20 | Role in the GCC program | 14 | Question not applicable | 01/20/2022 02:27:05 | |||
| 153305 | Cities 2021 | 2021 | 834155 | Kawagoe City | Japan | East Asia | 6. Opportunities | Finance and Economic Opportunities | 6.5 | List any mitigation, adaptation, water related or resilience projects you have planned within your city for which you hope to attract financing and provide details on the estimated costs and status of the project. If your city does not have any relevant projects, please select 'No relevant projects' under 'Project Area'. | 9 | Total investment cost needed | 0 | 01/20/2022 02:27:05 | ||||
| 153306 | Cities 2021 | 2021 | 834313 | Municipality of Tópaga | Colombia | Latin America | 2. Climate Hazards and Vulnerability | Climate Risk and Vulnerability Assessment | 2.0b | Please attach and provide details on your climate change risk and vulnerability assessment. Please provide details on the boundary of your assessment, and where this differs from your city’s boundary, please provide an explanation. | 2 | Web link | 1 | http://www.minambiente.gov.co/images/cambioclimatico/pdf/aproximacion__al_territorio/PLAN_INTEGRAL_DE_GESTI%C3%93N_DE_CAMBIO_CLIM%C3%81TICO_TERRITORIAL_PARA_EL_MUNICIPIO_DE_T%C3%93PAGA._Final.pdf | 01/20/2022 02:27:05 | |||
| 153307 | Cities 2021 | 2021 | 831999 | Concejo Municipal de Distrito de Monte Verde | Costa Rica | 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? | 0 | Question not applicable | 01/20/2022 02:27:05 | |||
| 153308 | Cities 2021 | 2021 | 859085 | Sayama City | 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. | 3 | Indirect emissions from the use of grid-supplied electricity, heat, steam and/or cooling (metric tonnes CO2e) | 17 | Waste > Wastewater | Question not applicable | 01/20/2022 02:27:05 | ||
| 153309 | Cities 2021 | 2021 | 35913 | City of Nairobi | Kenya | Africa | 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. | 9 | Renewable energy production (MWh) | 1 | 01/20/2022 02:27:05 | ||||
| 153310 | Cities 2021 | 2021 | 43912 | City of Edmonton, AB | Canada | North America | 10. Transport | 10.12 | Please indicate if your city currently has any programs or projects to improve air quality. | 0 | 0 | Question not applicable | 01/20/2022 02:27:05 | |||||
| 153311 | Cities 2021 | 2021 | 54530 | City of Brighton & Hove | United Kingdom of Great Britain and Northern Ireland | Europe | 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 | 10 | Monitor activities | 01/20/2022 02:27:05 | |||
| 153312 | Cities 2021 | 2021 | 859184 | Nagomi 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. | 1 | Direct emissions (metric tonnes CO2e) | 24 | AFOLU > Other AFOLU | Question not applicable | 01/20/2022 02:27:05 | ||
| 153313 | Cities 2021 | 2021 | 859192 | Tokunoshima Town | Japan | East Asia | 0. Introduction | City Details | 0.6 | Please provide further details about the geography of your city. | 1 | Land area of the city boundary as defined in question 0.1 (in square km) | 1 | Please complete | 01/20/2022 02:27:05 | |||
| 153314 | Cities 2021 | 2021 | 850301 | Bellingen Shire | Australia | Southeast Asia and Oceania | 14. Water Security | Water Supply Management | 14.4a | Please provide more information on your city’s public Water Resource Management strategy. | 4 | Does this strategy include sanitation services? | 0 | 01/20/2022 02:27:05 | ||||
| 153315 | Cities 2021 | 2021 | 848145 | Ciudad Madero | 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. | 2 | Climate hazards that adaptation goal addresses | 1 | Storm and wind > Storm surge | 01/20/2022 02:27:05 | |||
| 153316 | Cities 2021 | 2021 | 58668 | City of New Bedford, MA | 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. | 3 | Level of degree to which factor challenges/supports the adaptive capacity of your city | 6 | Moderately challenges | 01/20/2022 02:27:05 | |||
| 153317 | Cities 2021 | 2021 | 50545 | City of Henderson, NV | 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 | 5 | Food & agriculture | 01/20/2022 02:27:05 | |||
| 153318 | Cities 2021 | 2021 | 59657 | City of Beaverton, OR | United States of America | North America | 0. Introduction | City Details | 0.4 | Please select the currency used for all financial information disclosed throughout your response. | 0 | 0 | USD US Dollar | 01/20/2022 02:27:05 | ||||
| 153319 | Cities 2021 | 2021 | 15515 | Reading Borough Council | United Kingdom of Great Britain and Northern Ireland | Europe | 3. Adaptation | Adaptation Actions | 3.0 | Please describe the main actions you are taking to reduce the risk to, and vulnerability of, your city’s infrastructure, services, citizens, and businesses from climate change as identified in the Climate Hazards section. | 6 | Co-benefit area | 3 | Improved access to data for informed decision-making | 01/20/2022 02:27:05 | |||
| 153320 | Cities 2021 | 2021 | 54681 | Prefeitura Municipal de Araçatuba | Brazil | Latin America | 4. City-wide Emissions | GCoM Emission Factor and Activity Data | 4.14a | Please provide a summary of emissions factors and activity data used in your inventory. | 7 | Emission factor unit (numerator) | 0 | Question not applicable | 01/20/2022 02:27:05 | |||
| 153321 | Cities 2021 | 2021 | 848476 | Municipalidad de Cañas | Costa Rica | Latin America | 3. Adaptation | Adaptation Actions | 3.0 | Please describe the main actions you are taking to reduce the risk to, and vulnerability of, your city’s infrastructure, services, citizens, and businesses from climate change as identified in the Climate Hazards section. | 13 | Total cost provided by the majority funding source (currency) | 2 | 0 | 01/20/2022 02:27:05 | |||
| 153322 | Cities 2021 | 2021 | 845305 | Guarco | Costa Rica | Latin 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. | 3 | Indirect emissions from the use of grid-supplied electricity, heat, steam and/or cooling (metric tonnes CO2e) | 22 | AFOLU > Livestock | Question not applicable | 01/20/2022 02:27:05 | ||
| 153323 | Cities 2021 | 2021 | 831999 | Concejo Municipal de Distrito de Monte Verde | Costa Rica | Latin 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) | 18 | Total Waste | 1418.96 | 01/20/2022 02:27:05 | ||
| 153324 | Cities 2021 | 2021 | 54510 | Umeå kommun | Sweden | Europe | 8. Energy | 8.4 | Please report the following energy access related information for your city. | 4 | Average unit price of electricity (Currency unit as specified in 0.4/MWh) | 1 | Energy access | 0.24 | 01/20/2022 02:27:05 | |||
| 153325 | Cities 2021 | 2021 | 54277 | New Plymouth District Council | New Zealand | Southeast Asia and Oceania | 7. Local Government Emissions | Local Government Operations GHG Emissions Data | 7.1 | Please state the dates of the accounting year or 12-month period for which you are reporting an emissions inventory for your local government operations. | 1 | From | 1 | Accounting year dates | Question not applicable | 01/20/2022 02:27:05 | ||
| 153326 | Cities 2021 | 2021 | 862673 | City of Selkirk, MB | Canada | North America | 12. Food | 12.0 | Report the total number of meals that are annually served and/or sold through programs managed by your city (this includes schools, hospitals, shelters, public canteens, etc.). | 2 | Cities facilities | 1 | Total meals served or sold through programs managed by your city | Public Canteens (City Hall, Parks, etc.) | 01/20/2022 02:27:05 | |||
| 153327 | Cities 2021 | 2021 | 860640 | Junta Intermunicipal de Medio Ambiente Altos Norte (JIAN) | Mexico | Latin America | 6. Opportunities | Collaboration | 6.2 | Does your city collaborate in partnership with businesses and/or industries in your city on sustainability projects? | 0 | 0 | Intending to undertake in the next 2 years | 01/20/2022 02:27:05 | ||||
| 153328 | Cities 2021 | 2021 | 850404 | Prefeitura de Guabiruba | Brazil | Latin America | 10. Transport | 10.3 | Please provide the total fleet size and number of vehicle types for the following modes of transport. | 7 | Customer-drive carshares (e.g. Car2Go, Drivenow) fleet size | 4 | Plug in hybrid | 0 | 01/20/2022 02:27:05 | |||
| 153329 | Cities 2021 | 2021 | 59572 | District of Saanich, BC | Canada | 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 | 7 | Medium-term (by 2050) | 01/20/2022 02:27:05 | |||
| 153330 | Cities 2021 | 2021 | 58513 | City of Medford, MA | 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 | 3 | High | 01/20/2022 02:27:05 | |||
| 153331 | Cities 2021 | 2021 | 834155 | Kawagoe City | Japan | East Asia | 12. Food | 12.1 | What is the per capita meat and dairy consumption (kg/yr) in your city? | 2 | Year data applies to | 2 | Dairy consumption per capita (kg/year) | Question not applicable | 01/20/2022 02:27:05 | |||
| 153332 | Cities 2021 | 2021 | 31055 | Glasgow City Council | United Kingdom of Great Britain and Northern Ireland | 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. | 6 | Please identify which vulnerable populations are affected by these climate-related impacts | 1 | Marginalized groups | 01/20/2022 02:27:05 | |||
| 153333 | Cities 2021 | 2021 | 826212 | Junta intermunicipal para la gestión integral de la cuenca del Río Coahuayana (JIRCO) | Mexico | Latin America | 1. Governance and Data Management | Governance | 1.6 | Please provide information on the overall impact of COVID-19 on climate action in your city. | 1 | Impact of COVID-19 on climate action in your city | 1 | Response | No change on emphasis on climate action | 01/20/2022 02:27:05 | ||
| 153334 | Cities 2021 | 2021 | 60546 | Nanjing Municipal People's Government | China | 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. | 7 | Where can the data be accessed? | 3 | PM10 (1 year (annual) mean) | Question not applicable | 01/20/2022 02:27:05 | |||
| 153335 | Cities 2021 | 2021 | 54096 | City of Saint John, NB | Canada | North America | 4. City-wide Emissions | City-wide GHG Emissions Data | 4.6c | Please provide a breakdown of your GHG emissions by scope. Where values are not available, please use the comment field to indicate the reason why. | 15 | Comment | 1 | City-wide emissions | The greenhouse gas inventory does not include medium to high industry such as Irving Refinery, Irving Pulp and Paper, etc. Under the province of New Brunswick regulation. | 01/20/2022 02:27:05 | ||
| 153336 | Cities 2021 | 2021 | 60003 | Baguio City | Philippines | Southeast Asia and Oceania | 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 | Question not applicable | 01/20/2022 02:27:05 | ||||
| 153337 | Cities 2021 | 2021 | 852443 | Ferndale, MI | 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 | 1 | Municipal investments, e.g. by divesting from fossil fuels | Question not applicable | 01/20/2022 02:27:05 | ||
| 153338 | Cities 2021 | 2021 | 55324 | Município de Guimarães | Portugal | Europe | 10. Transport | 10.1 | What is the mode share of each transport mode in your city for passenger transport? | 6 | Cycling | 1 | Please complete | 0.05 | Refere-se ao valor dos transportes públicos em geral (autocarro + comboio + taxis) | 01/20/2022 02:27:05 | ||
| 153339 | Cities 2021 | 2021 | 54114 | City of Asheville, NC | 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. | 1 | Direct emissions (metric tonnes CO2e) | 15 | Waste > Biological treatment | Question not applicable | 01/20/2022 02:27:05 | ||
| 153340 | Cities 2021 | 2021 | 834347 | Seberang Perai Municipal Council | Malaysia | Southeast Asia and Oceania | 2. Climate Hazards and Vulnerability | Climate Hazards | 2.1 | Please list the most significant climate hazards faced by your city and indicate the probability and consequence of these hazards, as well as the expected future change in frequency and intensity. Please also select the most relevant assets or services that are affected by the climate hazard and provide a description of the impact. | 6 | Most relevant assets / services affected overall | 4 | Public health | 01/20/2022 02:27:05 | |||
| 153341 | Cities 2021 | 2021 | 54611 | Alcaldia de Manizales | Colombia | 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. | 23 | Attach reference document | 1 | 01/20/2022 02:27:05 | ||||
| 153342 | Cities 2021 | 2021 | 859162 | Fukuyama City | Japan | East Asia | 7. Local Government Emissions | Local Government Operations GHG Emissions Data | 7.7b | Please explain why you do not measure your local government Scope 3 emissions and detail your plans to do so in the future, if any. | 1 | Reason | 1 | Please explain | Question not applicable | 01/20/2022 02:27:05 | ||
| 153343 | Cities 2021 | 2021 | 826129 | Ayuntamiento de Jesús María | Mexico | Latin America | 12. Food | 12.2 | What is the surface area of potential agricultural spaces within the municipal boundary (km2)? | 2 | Comment | 1 | Please complete | Question not applicable | 01/20/2022 02:27:05 | |||
| 153344 | Cities 2021 | 2021 | 31153 | Bundeshauptstadt Berlin | Germany | Europe | 0. Introduction | City Details | 0.5 | Please provide details of your city’s current population. Report the population in the year of your reported inventory, if possible. | 1 | Current population | 1 | Please complete | 3769000 | 01/20/2022 02:27:05 | ||
| 153345 | Cities 2021 | 2021 | 53829 | City of Kingston, ON | Canada | North America | 4. City-wide Emissions | City-wide GHG Emissions Data | 4.3 | Please give the name of the primary protocol, standard, or methodology you have used to calculate your city’s city-wide GHG emissions. | 1 | Primary protocol | 1 | Emissions methodology | U.S. Community Protocol for Accounting and Reporting of Greenhouse Gas Emissions (ICLEI) | 01/20/2022 02:27:05 | ||
| 153346 | Cities 2021 | 2021 | 35848 | Municipality of Belo Horizonte | 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 | 6 | High | 01/20/2022 02:27:05 | |||
| 153347 | Cities 2021 | 2021 | 68290 | Wyndham City Council | Australia | 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. | 7 | Please explain any excluded sources, identify any emissions covered under an ETS and provide any other comments | 23 | AFOLU > Land use | Has not been estimated; not required for BASIC | 01/20/2022 02:27:05 | ||
| 153348 | Cities 2021 | 2021 | 50359 | Gobierno Municipal de León de los Aldamas | Mexico | Latin 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. | 3 | Indirect emissions from the use of grid-supplied electricity, heat, steam and/or cooling (metric tonnes CO2e) | 6 | Stationary energy > Fugitive emissions | 0 | 01/20/2022 02:27:05 | ||
| 153349 | Cities 2021 | 2021 | 50550 | City of Buffalo, NY | United States of America | North America | 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? | 3 | PM10 (1 year (annual) mean) | Question not applicable | 01/20/2022 02:27:05 | |||
| 153350 | Cities 2021 | 2021 | 60142 | City of Kisumu | Kenya | Africa | 4. City-wide Emissions | City-wide GHG Emissions Data | 4.6b | Please provide a summary of emissions by sector and scope as defined in the Global Protocol for Community Greenhouse Gas Emissions Inventories (GPC) in the table below. | 1 | Emissions (metric tonnes CO2e) | 12 | Agriculture, Forestry and Land Use – Scope 1 (V) | Question not applicable | 01/20/2022 02:27:05 |
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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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