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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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1475651 | Cities 2021 | 2021 | 35874 | City of Phoenix, AZ | 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 | 14 | Waste > Solid waste disposal | 01/20/2022 02:27:05 | |||
| 1475652 | Cities 2021 | 2021 | 834277 | Municipality of Patagones | Argentina | Latin 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? | 4 | PM10 (Maximum 24-hour average) | Question not applicable | 01/20/2022 02:27:05 | |||
| 1475653 | Cities 2021 | 2021 | 43907 | City of Indianapolis, IN | United States of America | North America | 13. Waste | 13.6 | Does your city have any of the following initiatives, policies and/or regulations. | 2 | Please provide more details and/or a link to more information about any of the proposed initiatives/policies/regulations | 3 | City-wide segregated waste collection (food waste/organics, recycling, residual/rubbish) policy for majority of businesses and residences. | Question not applicable | 01/20/2022 02:27:05 | |||
| 1475654 | Cities 2021 | 2021 | 31178 | City of Mumbai | India | South and West 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). | 4 | Comment | 3 | Hydro power | 01/20/2022 02:27:05 | ||||
| 1475655 | Cities 2021 | 2021 | 839665 | Ayuntamiento de Celaya | Mexico | 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 | |||
| 1475656 | Cities 2021 | 2021 | 827048 | Zhenjiang Municipal People's Government | China | East Asia | 5. Emissions Reduction | Mitigation Target setting | 5.0b | Please provide details of your total fixed level target(s). | 13 | Select the initiatives that this target contributes towards | 6 | Better Futures Australia | 01/20/2022 02:27:05 | |||
| 1475657 | Cities 2021 | 2021 | 31156 | Municipality of Curitiba | Brazil | 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 | 1 | 01/20/2022 02:27:05 | ||||
| 1475658 | Cities 2021 | 2021 | 834161 | Kinmen County Government | Taiwan, Greater China | East Asia | 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 | 0 | 01/20/2022 02:27:05 | ||||
| 1475659 | Cities 2021 | 2021 | 840024 | Perth and Kinross | United Kingdom of Great Britain and Northern Ireland | Europe | 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 | 4 | 170000 | 01/20/2022 02:27:05 | |||
| 1475660 | Cities 2021 | 2021 | 73413 | Commune de Cocody | Côte d'Ivoire | Africa | 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 | COCODY GREEN CITY, CARBON SINK OF ABIDJAN, COTE D’IVOIRE AND AFRICA TO ERADICATE GHG EMISSION, POLLUTION, POVERTY AND THE WORLD CLIMATE TEMPERATURE BELOW +1°5 C, BEFORE 2100. | 01/20/2022 02:27:05 | |||
| 1475661 | Cities 2021 | 2021 | 832000 | Municipalidad de Desamparados | Costa Rica | Latin America | 10. Transport | 10.4 | Provide information on GHG emissions from the transport sector. | 1 | GHG emissions (tonne CO2e) | 3 | Passenger Transport: Public Transport (LRT/MRT/Railway) | Question not applicable | 01/20/2022 02:27:05 | |||
| 1475662 | Cities 2021 | 2021 | 54706 | Prefeitura Municipal de Boa Vista | Brazil | Latin America | 10. Transport | 10.6 | Do you have a loading / unloading Restricted Zone for Logistics? If yes, please provide more detail about the Restricted zone. | 1 | Response | 1 | Please complete | Question not applicable | 01/20/2022 02:27:05 | |||
| 1475663 | Cities 2021 | 2021 | 10595 | Leeds City Council | United Kingdom of Great Britain and Northern Ireland | Europe | 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. | 8 | Base year emissions per intensity unit (metric tonnes CO2e per denominator) | 0 | Question not applicable | 01/20/2022 02:27:05 | |||
| 1475664 | Cities 2021 | 2021 | 50560 | City of Oakland, 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. | 1 | Direct emissions (metric tonnes CO2e) | 18 | Total Waste | Question not applicable | 01/20/2022 02:27:05 | ||
| 1475665 | Cities 2021 | 2021 | 31185 | Miasto Stołeczne Warszawa | Poland | 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 | 11 | Transportation > Aviation | 01/20/2022 02:27:05 | |||
| 1475666 | Cities 2021 | 2021 | 50357 | Ciudad de Mendoza | Argentina | Latin America | 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. | 2 | Where data is not available, please explain why | 7 | Transportation – Scope 3 (II.X.3) | Question not applicable | 01/20/2022 02:27:05 | ||
| 1475667 | Cities 2021 | 2021 | 59166 | Municipalidad de Independencia | Chile | 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. | 4 | If you have no indirect emissions to report, please select a notation key to explain why | 5 | Stationary energy > Agriculture | N/A | 01/20/2022 02:27:05 | ||
| 1475668 | Cities 2021 | 2021 | 859076 | Higashine City | Japan | East Asia | 13. Waste | 13.4 | What is the amount of solid waste being treated (tonnes/year) through the methods listed. | 1 | Tonnes/year | 7 | Sanitary landfill | Question not applicable | 01/20/2022 02:27:05 | |||
| 1475669 | Cities 2021 | 2021 | 54268 | Dunedin City Council | New Zealand | 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? | 1 | 01/20/2022 02:27:05 | ||||
| 1475670 | Cities 2021 | 2021 | 74418 | Town of Breckenridge, CO | United States of America | North America | 7. Local Government Emissions | Local Government Operations GHG Emissions Data | 7.3 | Please give the name of the primary protocol, standard, or methodology used to calculate your local government operations emissions inventory and attach your inventory using the attachment function. | 2 | Comment | 1 | Emissions methodology | Question not applicable | 01/20/2022 02:27:05 | ||
| 1475671 | Cities 2021 | 2021 | 35878 | City of Sacramento, CA | United States of America | North America | 10. Transport | 10.3 | Please provide the total fleet size and number of vehicle types for the following modes of transport. | 2 | Number of buses | 4 | Plug in hybrid | 01/20/2022 02:27:05 | ||||
| 1475672 | Cities 2021 | 2021 | 54078 | City of Hayward, CA | United States of America | North 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. | 8 | Emission factor unit (denominator) | 18 | Question not applicable | 01/20/2022 02:27:05 | |||
| 1475673 | Cities 2021 | 2021 | 36469 | Comune dell'Aquila | Italy | Europe | 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. | 1 | Factors that affect ability to adapt | 4 | Land use planning | 01/20/2022 02:27:05 | |||
| 1475674 | Cities 2021 | 2021 | 55164 | City of Toyota | 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. | 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 | 16 | Waste > Incineration and open burning | 01/20/2022 02:27:05 | |||
| 1475675 | Cities 2021 | 2021 | 859067 | Hirosaki City | Japan | East Asia | 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. | 8 | Target year | 0 | Question not applicable | 01/20/2022 02:27:05 | |||
| 1475676 | Cities 2021 | 2021 | 863533 | San Antonio | Chile | 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 | 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 | 01/20/2022 02:27:05 | ||
| 1475677 | Cities 2021 | 2021 | 73295 | City of La Crosse, WI | 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. | 4 | If you have no indirect emissions to report, please select a notation key to explain why | 19 | IPPU > Industrial process | 01/20/2022 02:27:05 | |||
| 1475678 | Cities 2021 | 2021 | 840693 | Municipio de Maneiro | Venezuela (Bolivarian Republic of) | Latin America | 1. Governance and Data Management | Governance | 1.3 | Please list the key development challenges, barriers and opportunities within the GCC Program. | 1 | Type | 0 | Question not applicable | 01/20/2022 02:27:05 | |||
| 1475679 | Cities 2021 | 2021 | 54360 | Shah Alam City Council | Malaysia | Southeast Asia and Oceania | 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. | 14 | Web link | 2 | https://www.thestar.com.my/metro/metro-news/2021/09/27/downpour-in-shah-alam-causes-flash-floods-in-several-areas https://www.thestar.com.my/metro/metro-news/2021/10/27/rm4mil-allocation-for-flood-mitigation-works-in-shah-alam-says-mayor | 01/20/2022 02:27:05 | |||
| 1475680 | Cities 2021 | 2021 | 62407 | Blacktown City Council | 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. | 3 | Web link | 0 | Question not applicable | 01/20/2022 02:27:05 | |||
| 1475681 | Cities 2021 | 2021 | 46514 | Município do Porto | Portugal | Europe | 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. | 11 | When do you first expect to experience those changes in frequency and intensity? | 1 | Medium-term (2026-2050) | 01/20/2022 02:27:05 | |||
| 1475682 | Cities 2021 | 2021 | 35393 | City of St Louis, MO | 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 | 11 | Transportation > Aviation | NO | 01/20/2022 02:27:05 | ||
| 1475683 | Cities 2021 | 2021 | 50401 | City of Madison, WI | United States of America | North 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) | 1 | Total fleet size | 1500 | 01/20/2022 02:27:05 | |||
| 1475684 | Cities 2021 | 2021 | 36045 | Santiago de Guayaquil | Ecuador | 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) | 16 | Waste > Incineration and open burning | 01/20/2022 02:27:05 | |||
| 1475685 | Cities 2021 | 2021 | 834157 | Hang Tuah Jaya Municipal Council | Malaysia | Southeast Asia and Oceania | 6. Opportunities | Opportunities | 6.0 | Please indicate the opportunities your city has identified as a result of addressing climate change and describe how the city is positioning itself to take advantage of these opportunities. | 2 | Describe how the city is maximizing this opportunity | 1 | The cities welcome all interested parties to share expertise and latest technologies to tackle the issues related to sustainable transport. | 01/20/2022 02:27:05 | |||
| 1475686 | Cities 2021 | 2021 | 54652 | Prefeitura de Osasco | 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. | 6 | Most relevant assets / services affected overall | 5 | Waste management | Consulte dados sobre Água - Recursos Hídricos | 01/20/2022 02:27:05 | ||
| 1475687 | Cities 2021 | 2021 | 50383 | Prefeitura de Sorocaba | Brazil | Latin 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. | 12 | Does your plan include policy goals that explicitly reflect one of the following principles? | 1 | Question not applicable | 01/20/2022 02:27:05 | |||
| 1475688 | Cities 2021 | 2021 | 54128 | City of Reno, NV | 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 | 5 | 01/20/2022 02:27:05 | ||||
| 1475689 | Cities 2021 | 2021 | 859060 | Shosanbetsu Village | 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) | 2 | Solar thermal | 01/20/2022 02:27:05 | ||||
| 1475690 | Cities 2021 | 2021 | 53829 | City of Kingston, ON | Canada | 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. | 4 | Average concentration for third most recent year available (ug/m3) | 4 | PM10 (Maximum 24-hour average) | Question not applicable | 01/20/2022 02:27:05 | |||
| 1475691 | Cities 2021 | 2021 | 840428 | Hua-Hin Municipality | Thailand | Southeast Asia and Oceania | 4. City-wide Emissions | City-wide GHG Emissions Data | 4.4 | Which gases are included in your city-wide emissions inventory? | 0 | 0 | CH4 | 01/20/2022 02:27:05 | ||||
| 1475692 | Cities 2021 | 2021 | 31179 | Gemeente Rotterdam | Netherlands | Europe | 1. Governance and Data Management | Governance | 1.2 | Please list the local government departments involved in the GCC program and its role. | 4 | Attach awareness raising and capacity building plan for the municipal staff | 0 | Question not applicable | 01/20/2022 02:27:05 | |||
| 1475693 | Cities 2021 | 2021 | 58590 | City of Easton, PA | United States of America | North 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 | 0 | Question not applicable | 01/20/2022 02:27:05 | |||
| 1475694 | Cities 2021 | 2021 | 49330 | Kansas City, MO | 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. | 6 | Boundary of plan relative to city boundary (reported in 0.1) | 1 | Same – covers entire city and nothing else | 01/20/2022 02:27:05 | |||
| 1475695 | Cities 2021 | 2021 | 59696 | City of Longmont, CO | United States of America | North America | 10. Transport | 10.3 | Please provide the total fleet size and number of vehicle types for the following modes of transport. | 2 | Number of buses | 5 | Hydrogen | 01/20/2022 02:27:05 | ||||
| 1475696 | Cities 2021 | 2021 | 50359 | Gobierno Municipal de León de los Aldamas | Mexico | Latin America | 7. Local Government Emissions | Local Government Operations GHG Emissions Data | 7.8 | Please indicate if your local government operations emissions have increased, decreased, or stayed the same since your last emissions inventory, and please describe why. | 3 | Please explain and quantify changes in emissions | 1 | Please explain | Primera vez que se realiza y no hay datos para comparar | 01/20/2022 02:27:05 | ||
| 1475697 | Cities 2021 | 2021 | 35268 | City of Boston, MA | United States of America | North America | 5. Emissions Reduction | Mitigation Target setting | 5.0b | Please provide details of your total fixed level target(s). | 13 | Select the initiatives that this target contributes towards | 0 | Question not applicable | 01/20/2022 02:27:05 | |||
| 1475698 | Cities 2021 | 2021 | 59535 | Town of Vail, CO | United States of America | North 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. | 5 | Gas | 0 | Question not applicable | 01/20/2022 02:27:05 | |||
| 1475699 | Cities 2021 | 2021 | 834313 | Municipality of Tópaga | Colombia | 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) | 1 | Stationary energy > Residential buildings | 12.92 | 01/20/2022 02:27:05 | ||
| 1475700 | Cities 2021 | 2021 | 54662 | Prefeitura do Município de Maringá | Brazil | Latin America | 10. Transport | 10.3 | Please provide the total fleet size and number of vehicle types for the following modes of transport. | 5 | Number of taxis | 4 | Plug in hybrid | 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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