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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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 116851 | Cities 2021 | 2021 | 54603 | Alcaldia de Pasto | Colombia | Latin America | 8. Energy | 8.2 | For each type of renewable energy within the city boundary, please report the installed capacity (MW) and annual generation (MWh). | 1 | Installed capacity (MW) | 4 | Wind | 0 | 01/20/2022 02:27:05 | |||
| 116852 | Cities 2021 | 2021 | 69834 | Municipalidad de General Alvear (Mendoza) | 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. | 1 | Mitigation action | 14 | Waste > Improve the efficiency of waste collection | 01/20/2022 02:27:05 | |||
| 116853 | Cities 2021 | 2021 | 73695 | Uranga | Argentina | Latin America | 4. City-wide Emissions | City-wide GHG Emissions Data | 4.11 | Does your city have a strategy, or other policy document, in place for how to measure and reduce consumption-based GHG emissions in your city? | 1 | Response | 3 | Transportation | Question not applicable | 01/20/2022 02:27:05 | ||
| 116854 | Cities 2021 | 2021 | 862950 | Prefeitura de Rafard | 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. | 11 | Total cost of the project (currency) | 2 | 01/20/2022 02:27:05 | ||||
| 116855 | Cities 2021 | 2021 | 59633 | City of Santa Cruz, CA | United States of America | 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. | 6 | Total Scope 1 emissions - please ensure this matches the calculated total above | 1 | City-wide emissions | Question not applicable | 01/20/2022 02:27:05 | ||
| 116856 | Cities 2021 | 2021 | 59535 | Town of Vail, CO | United States of America | North 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. | 2 | Where sources differ from the inventory, identify and explain these additions / exclusion | 0 | Question not applicable | 01/20/2022 02:27:05 | |||
| 116857 | Cities 2021 | 2021 | 13506 | Nottingham City Council | United Kingdom of Great Britain and Northern Ireland | Europe | 2. Climate Hazards and Vulnerability | Climate Risk and Vulnerability Assessment | 2.0b | Please attach and provide details on your climate change risk and vulnerability assessment. Please provide details on the boundary of your assessment, and where this differs from your city’s boundary, please provide an explanation. | 8 | Areas/sectors covered by the risk and vulnerability assessment | 1 | Community & Culture | 01/20/2022 02:27:05 | |||
| 116858 | Cities 2021 | 2021 | 31115 | City of Johannesburg | South Africa | Africa | 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 | 7 | Significantly challenges | 01/20/2022 02:27:05 | |||
| 116859 | Cities 2021 | 2021 | 60349 | Prefeitura de São Leopoldo | 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. | 7 | Please identify which vulnerable populations are affected | 2 | Low-income households | 01/20/2022 02:27:05 | |||
| 116860 | Cities 2021 | 2021 | 54510 | Umeå kommun | Sweden | 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. | 6 | If you have no emissions occurring outside the city boundary to report as a result of in-city activities, please select a notation key to explain why | 3 | Stationary energy > Institutional buildings & facilities | NE | 01/20/2022 02:27:05 | ||
| 116861 | Cities 2021 | 2021 | 859178 | Ureshino City | Japan | East Asia | 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) | 4 | Wind | 01/20/2022 02:27:05 | ||||
| 116862 | Cities 2021 | 2021 | 833379 | Bani-Suhaila Municipality | State of Palestine | Middle East | 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. | 11 | Describe the synergies, trade-offs, and co-benefits of this interaction | 0 | Question not applicable | 01/20/2022 02:27:05 | |||
| 116863 | Cities 2021 | 2021 | 50398 | Ciudad de Juárez | Mexico | Latin 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 | ||
| 116864 | Cities 2021 | 2021 | 15515 | Reading Borough Council | 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. | 5 | Start year of action | 3 | 2021 | 01/20/2022 02:27:05 | |||
| 116865 | Cities 2021 | 2021 | 863190 | Renca | Chile | 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'. | 5 | Financing model identified | 3 | Yes | 01/20/2022 02:27:05 | |||
| 116866 | Cities 2021 | 2021 | 35857 | City of Cincinnati, OH | 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. | 5 | Number of monitoring stations | 2 | PM2.5 (Maximum 24-hour average) | Question not applicable | 01/20/2022 02:27:05 | |||
| 116867 | Cities 2021 | 2021 | 834339 | Odawara City | Japan | East Asia | 0. Introduction | City Details | 0.4 | Please select the currency used for all financial information disclosed throughout your response. | 0 | 0 | JPY Japanese yen | 01/20/2022 02:27:05 | ||||
| 116868 | Cities 2021 | 2021 | 58636 | City of Bellingham, WA | 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. | 15 | Total cost provided by the local government | 2 | 01/20/2022 02:27:05 | ||||
| 116869 | Cities 2021 | 2021 | 31176 | Prefeitura do Rio de Janeiro | 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. | 7 | Please identify which vulnerable populations are affected | 11 | Persons living in sub-standard housing | 01/20/2022 02:27:05 | |||
| 116870 | Cities 2021 | 2021 | 60364 | Alcaldía de Florencia | Colombia | Latin America | 8. Energy | 8.2 | For each type of renewable energy within the city boundary, please report the installed capacity (MW) and annual generation (MWh). | 3 | Year data applies to | 1 | Solar PV | 01/20/2022 02:27:05 | ||||
| 116871 | Cities 2021 | 2021 | 59166 | Municipalidad de Independencia | Chile | Latin America | 10. Transport | 10.5a | Please provide more details about the low or zero-emissions zone and/or restrictions on high polluting vehicles that cover a significant part of the city. | 2 | Stipulations and any plans to expand | 1 | Please complete | Question not applicable | 01/20/2022 02:27:05 | |||
| 116872 | Cities 2021 | 2021 | 859147 | Town of Yosano | Japan | East Asia | 4. City-wide Emissions | City-wide GHG Emissions Data | 4.5 | Please attach your city-wide inventory in Excel or other spreadsheet format and provide additional details on the inventory calculation methods in the table below. | 5 | Global Warming Potential (select relevant IPCC Assessment Report) | 0 | Question not applicable | 01/20/2022 02:27:05 | |||
| 116873 | Cities 2021 | 2021 | 859171 | Onojo City | Japan | East Asia | 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. | 3 | Residential | Question not applicable | 01/20/2022 02:27:05 | |||
| 116874 | Cities 2021 | 2021 | 54510 | Umeå kommun | Sweden | 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. | 6 | If you have no emissions occurring outside the city boundary to report as a result of in-city activities, please select a notation key to explain why | 24 | AFOLU > Other AFOLU | NE | 01/20/2022 02:27:05 | ||
| 116875 | Cities 2021 | 2021 | 35860 | City of Dallas, TX | 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. | 3 | Means of implementation | 1 | Infrastructure development | 01/20/2022 02:27:05 | |||
| 116876 | Cities 2021 | 2021 | 49339 | City and County of Honolulu, HI | 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. | 12 | Action description and implementation progress | 7 | Ordinance 20-41 updates Honolulu’s Land Use Ordinance to reduce parking minimums and create a more effective and efficient transportation network. Parking minimums require new buildings to provide a minimum amount of off street parking space. This update enables developers to right size parking to meet market demand and promotes design that supports and accommodates clean and healthy transportation options, such as walking, bicycling, and taking transit. | 01/20/2022 02:27:05 | |||
| 116877 | Cities 2021 | 2021 | 834374 | Tagum City | Philippines | Southeast Asia and Oceania | 5. Emissions Reduction | Mitigation Target setting | 5.0d | Please provide details of your total city-wide baseline scenario target(s), including projected business as usual emissions. | 2 | Where sources differ from the inventory, identify and explain these additions / exclusions | 3 | Question not applicable | 01/20/2022 02:27:05 | |||
| 116878 | Cities 2021 | 2021 | 840915 | Prefeitura de Curvelo | Brazil | 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. | 2 | If you have no direct emissions to report, please select a notation key to explain why | 25 | Total AFOLU | Question not applicable | 01/20/2022 02:27:05 | ||
| 116879 | Cities 2021 | 2021 | 54360 | Shah Alam City Council | Malaysia | Southeast Asia and Oceania | 7. Local Government Emissions | Local Government Emissions Verification | 7.9b | Please explain why your local government operations inventory is not verified and describe any future plans for verification. | 2 | Explanation | 1 | Please explain | Question not applicable | 01/20/2022 02:27:05 | ||
| 116880 | Cities 2021 | 2021 | 36158 | Comune di Napoli | 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. | 1 | Direct emissions (metric tonnes CO2e) | 4 | Stationary energy > Industrial buildings & facilities | 121110 | 01/20/2022 02:27:05 | ||
| 116881 | Cities 2021 | 2021 | 54119 | City of Palo Alto, CA | United States of America | North America | 5. Emissions Reduction | Mitigation Target setting | 5.0a | Please provide details of your total city-wide base year emissions reduction (absolute) target(s). In addition, you may add rows to provide details of your sector-specific targets, by providing the base year emissions specific to that target. | 1 | Sector | 1 | All emissions sources included in city inventory | 01/20/2022 02:27:05 | |||
| 116882 | Cities 2021 | 2021 | 50392 | Prefeitura de Vitória | 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. | 9 | Finance status | 6 | 01/20/2022 02:27:05 | ||||
| 116883 | Cities 2021 | 2021 | 60223 | Panevėžio miesto savivaldybė | Lithuania | Europe | 4. City-wide Emissions | City-wide GHG Emissions Data | 4.11 | Does your city have a strategy, or other policy document, in place for how to measure and reduce consumption-based GHG emissions in your city? | 1 | Response | 6 | Aviation | Question not applicable | 01/20/2022 02:27:05 | ||
| 116884 | Cities 2021 | 2021 | 36477 | Comune di Lucca | Italy | 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). | 3 | Year data applies to | 3 | Hydro power | 01/20/2022 02:27:05 | ||||
| 116885 | Cities 2021 | 2021 | 35864 | Ekurhuleni Metropolitan Municipality | South Africa | Africa | 5. Emissions Reduction | Mitigation Target setting | 5.0b | Please provide details of your total fixed level target(s). | 2 | Where sources differ from the inventory, identify and explain these additions / exclusions | 4 | The City does not have a full inventory at the time of reporting but calculations for the sectors have been done as part of the Green Cities Action Plan. These have been done using Apex and the numbers and targets provided in this section are based on that. | 01/20/2022 02:27:05 | |||
| 116886 | Cities 2021 | 2021 | 49327 | City of Providence, RI | 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 | 4 | Challenges | 01/20/2022 02:27:05 | |||
| 116887 | Cities 2021 | 2021 | 44299 | Dangjin City | Republic of Korea | East Asia | 2. Climate Hazards and Vulnerability | Climate Hazards | 2.1a | Have you identified the most vulnerable geographic areas in your city? | 2 | Describe the methodology or process to identify these most vulnerable areas (e.g. mapping hotspots) | 1 | Vulnerable geographic areas | Question not applicable | 01/20/2022 02:27:05 | ||
| 116888 | Cities 2021 | 2021 | 69850 | Municipalidad de Comas | Peru | Latin America | 10. Transport | 10.3 | Please provide the total fleet size and number of vehicle types for the following modes of transport. | 3 | Number of municipal fleet (excluding buses) | 5 | Hydrogen | 0 | 01/20/2022 02:27:05 | |||
| 116889 | Cities 2021 | 2021 | 31149 | Dímos Athinaíon | Greece | 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. | 7 | Estimated emissions reduction (metric tonnes CO2e) | 9 | 264164 | 01/20/2022 02:27:05 | |||
| 116890 | Cities 2021 | 2021 | 60348 | Prefeitura de São José dos Pinhais | Brazil | Latin 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. | 1 | Inventory date from | 0 | 01/20/2022 02:27:05 | ||||
| 116891 | Cities 2021 | 2021 | 60414 | Municipalidad Venado Tuerto | Argentina | 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. | 1 | Direct emissions (metric tonnes CO2e) | 6 | Stationary energy > Fugitive emissions | 01/20/2022 02:27:05 | |||
| 116892 | Cities 2021 | 2021 | 37261 | City of Pietermaritzburg | South Africa | Africa | 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'. | 8 | Total cost of project | 9 | 0 | 01/20/2022 02:27:05 | |||
| 116893 | Cities 2021 | 2021 | 31056 | Edinburgh City Council | 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. | 5 | Emissions occurring outside the city boundary as a result of in-city activities (metric tonnes CO2e) | 10 | Transportation > Waterborne navigation | 01/20/2022 02:27:05 | |||
| 116894 | Cities 2021 | 2021 | 54521 | BCP Council | United Kingdom of Great Britain and Northern Ireland | Europe | 10. Transport | 10.4 | Provide information on GHG emissions from the transport sector. | 2 | Inventory year (numerical year) | 4 | Passenger Transport: Powered two/three wheelers (e.g. motorcycles) | Question not applicable | 01/20/2022 02:27:05 | |||
| 116895 | Cities 2021 | 2021 | 60018 | City of Zamboanga | Philippines | Southeast Asia and Oceania | 4. City-wide Emissions | City-wide GHG Emissions Data | 4.11 | Does your city have a strategy, or other policy document, in place for how to measure and reduce consumption-based GHG emissions in your city? | 2 | Please provide more details on and/or a link to the strategy or highlights of any specific actions the city is implementing | 1 | Food | Question not applicable | 01/20/2022 02:27:05 | ||
| 116896 | Cities 2021 | 2021 | 840208 | Botkyrka kommun | Sweden | Europe | 6. Opportunities | Collaboration | 6.2a | Please provide some key examples of how your city collaborates with business and/or industries in the table below. | 1 | Collaboration area | 0 | Question not applicable | 01/20/2022 02:27:05 | |||
| 116897 | Cities 2021 | 2021 | 54652 | Prefeitura de Osasco | Brazil | Latin America | 4. City-wide Emissions | City-wide GHG Emissions Data | 4.6d | Where it will facilitate a greater understanding of your city-wide emissions, please provide a breakdown of these emissions by IPCC sector in the table below. | 2 | Sector | 2 | Residential buildings | 01/20/2022 02:27:05 | |||
| 116898 | Cities 2021 | 2021 | 35897 | Municipality of Campinas | Brazil | 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. | 2 | Action title | 4 | Eficiência energética em prédios públicos da administração municipal | 01/20/2022 02:27:05 | |||
| 116899 | Cities 2021 | 2021 | 848259 | Mongua | Colombia | Latin America | 4. City-wide Emissions | City-wide GHG Emissions Data | 4.11 | Does your city have a strategy, or other policy document, in place for how to measure and reduce consumption-based GHG emissions in your city? | 2 | Please provide more details on and/or a link to the strategy or highlights of any specific actions the city is implementing | 6 | Aviation | Question not applicable | 01/20/2022 02:27:05 | ||
| 116900 | Cities 2021 | 2021 | 58357 | City of West Hollywood, CA | United States of America | North America | 3. Adaptation | Adaptation Planning | 3.2a | Please provide more information on your plan that addresses climate change adaptation and/or resilience and attach the document. Please provide details on the boundary of your plan, and where this differs from your city’s boundary, please provide an explanation. | 4 | Climate hazards factored into plan that addresses climate change adaptation | 1 | Extreme hot temperature > Extreme hot days | 01/20/2022 02:27:05 |
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Description
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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