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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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1509751 | Cities 2021 | 2021 | 69995 | Kemin kaupunki | Finland | Europe | 12. Food | 12.0a | Report the tonnes per food group that are served and/or sold through the above mentioned programs. | 2 | Comment | 7 | Meat (Beef, Pork, Chicken) protein sources | Question not applicable | 01/20/2022 02:27:05 | |||
| 1509752 | Cities 2021 | 2021 | 859075 | Minamisanriku Town | Japan | East Asia | 1. Governance and Data Management | Governance | 1.4 | Please list the stakeholder engagement activities for each relevant stakeholder group. | 6 | Attach reference document such as meeting minutes, pictures or webpage | 0 | Question not applicable | 01/20/2022 02:27:05 | |||
| 1509753 | Cities 2021 | 2021 | 831431 | Cornwall 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. | 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 | 15 | Waste > Biological treatment | NO | 01/20/2022 02:27:05 | ||
| 1509754 | Cities 2021 | 2021 | 54611 | Alcaldia de Manizales | Colombia | 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. | 3 | Target year of goal | 118 | 2030 | 01/20/2022 02:27:05 | |||
| 1509755 | Cities 2021 | 2021 | 859053 | City of Noboribetsu | Japan | East Asia | 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. | 3 | Scopes / boundary covered | 1 | Total emissions | 01/20/2022 02:27:05 | |||
| 1509756 | Cities 2021 | 2021 | 834374 | Tagum City | Philippines | 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. | 7 | Please identify which vulnerable populations are affected | 4 | Persons with disabilities | 01/20/2022 02:27:05 | |||
| 1509757 | Cities 2021 | 2021 | 859123 | Takayama 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. | 21 | Name of the engagement activities | 8 | Question not applicable | 01/20/2022 02:27:05 | |||
| 1509758 | Cities 2021 | 2021 | 863206 | Langsa City | Indonesia | Southeast Asia and Oceania | 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. | 9 | Publicly available? | 4 | PM10 (Maximum 24-hour average) | Question not applicable | 01/20/2022 02:27:05 | |||
| 1509759 | Cities 2021 | 2021 | 58543 | Byron Shire Council | Australia | Southeast Asia and Oceania | 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. | 9 | Target year | 1 | Question not applicable | 01/20/2022 02:27:05 | |||
| 1509760 | Cities 2021 | 2021 | 73777 | Muang Phichit | Thailand | Southeast Asia and Oceania | 0. Introduction | City Details | 0.3 | Please provide information about your city’s Mayor or equivalent legal representative authority in the table below. | 2 | Leader name | 1 | Please complete | Surapol Tieotrakoon | 01/20/2022 02:27:05 | ||
| 1509761 | Cities 2021 | 2021 | 18078 | Swale Borough Council | United Kingdom of Great Britain and Northern Ireland | Europe | 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 | 2 | "Promotion of low carbon food through council facilities and communication. Promotion of vegan and vegetarian diets using seasonal, local sources to support local food networks." included as a crosscutting theme of the action plan. | 01/20/2022 02:27:05 | |||
| 1509762 | Cities 2021 | 2021 | 54461 | Gemeente Groningen | Netherlands | Europe | 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. | 10 | Completeness of data (%) | 3 | PM10 (1 year (annual) mean) | Question not applicable | 01/20/2022 02:27:05 | |||
| 1509763 | Cities 2021 | 2021 | 60399 | Municipalidad de Miraflores | Peru | 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. | 7 | Please explain any excluded sources, identify any emissions covered under an ETS and provide any other comments | 12 | Transportation > Off-road | 01/20/2022 02:27:05 | |||
| 1509764 | Cities 2021 | 2021 | 55799 | Arlington, VA | United States of America | North America | 13. Waste | 13.3 | What is the amount of your city’s total solid waste collected for each of the following sectors (tonnes/year)? | 1 | Amount of solid waste generated (tonnes/year) | 2 | Residential | Question not applicable | 01/20/2022 02:27:05 | |||
| 1509765 | Cities 2021 | 2021 | 50560 | City of Oakland, CA | 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. | 13 | Finance status | 10 | Finance secured | 01/20/2022 02:27:05 | |||
| 1509766 | Cities 2021 | 2021 | 831674 | Município de Amarante | Portugal | Europe | 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 | 2 | Do you tax/ban higher carbon foods (meat, dairy, ultra-processed)? | 01/20/2022 02:27:05 | ||||
| 1509767 | Cities 2021 | 2021 | 74560 | City of Moab, UT | 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. | 3 | Indirect emissions from the use of grid-supplied electricity, heat, steam and/or cooling (metric tonnes CO2e) | 10 | Transportation > Waterborne navigation | 01/20/2022 02:27:05 | |||
| 1509768 | Cities 2021 | 2021 | 1850 | Birmingham City Council | United Kingdom of Great Britain and Northern Ireland | Europe | 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) | 7 | SO2 (Maximum 24-hour average) | Question not applicable | 01/20/2022 02:27:05 | |||
| 1509769 | Cities 2021 | 2021 | 32550 | City of Denver, CO | 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. | 4 | Please describe how the factor supports or challenges the adaptive capacity of your city | 4 | Climate change impacts populations of concern more significantly than others, including those with low incomes, some communities of color, immigrant groups including those with limited English proficiency, children and pregnant women, older adults, vulnerable occupation groups, persons with disabilities, and persons with pre-existing or chronic medical conditions. In addition to unequal access to resources, extreme weather can lead to social and economic stressors for these groups through disproportionate exposure to climate impacts, thus widening the equity gap. | 01/20/2022 02:27:05 | |||
| 1509770 | Cities 2021 | 2021 | 832509 | Slough Borough Council | United Kingdom of Great Britain and Northern Ireland | Europe | 8. Energy | 8.1a | Please indicate the source mix of thermal energy (heating and cooling) consumed in your city. | 4 | Bioenergy (Biomass and Biofuel) | 1 | Thermal energy consumption | Question not applicable | 01/20/2022 02:27:05 | |||
| 1509771 | Cities 2021 | 2021 | 60114 | Miasto Gdynia | Poland | 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. | 9 | Future change in intensity | 1 | Increasing | 01/20/2022 02:27:05 | |||
| 1509772 | Cities 2021 | 2021 | 31090 | District of Columbia, DC | 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. | 11 | Co-benefit area | 26 | Greening the economy | 01/20/2022 02:27:05 | |||
| 1509773 | Cities 2021 | 2021 | 73676 | Umhlathuze | South Africa | Africa | 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. | 10 | Percentage reduction target in emissions intensity | 0 | Question not applicable | 01/20/2022 02:27:05 | |||
| 1509774 | Cities 2021 | 2021 | 863086 | Embu City | Kenya | Africa | 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 | 2 | Current | 01/20/2022 02:27:05 | |||
| 1509775 | Cities 2021 | 2021 | 60399 | Municipalidad de Miraflores | Peru | 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. | 18 | Web link to action website | 4 | https://www.facebook.com/MunicipalidaddeMiraflores/posts/5972880502752224 | 01/20/2022 02:27:05 | |||
| 1509776 | Cities 2021 | 2021 | 31181 | City of Philadelphia, PA | 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. | 11 | Co-benefit area | 5 | Improved resource quality (e.g. air, water) | 01/20/2022 02:27:05 | |||
| 1509777 | Cities 2021 | 2021 | 54144 | City of Yarra | Australia | 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 | 7 | Public health | 01/20/2022 02:27:05 | |||
| 1509778 | Cities 2021 | 2021 | 827048 | Zhenjiang Municipal People's Government | China | East Asia | 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 | 28 | Persons with disabilities | 01/20/2022 02:27:05 | |||
| 1509779 | 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. | 3 | Indirect emissions from the use of grid-supplied electricity, heat, steam and/or cooling (metric tonnes CO2e) | 17 | Waste > Wastewater | 01/20/2022 02:27:05 | |||
| 1509780 | Cities 2021 | 2021 | 859119 | Minamiminowa Village | Japan | East Asia | 2. Climate Hazards and Vulnerability | Climate Hazards | 2.1b | Based on the climate hazards identified as "high risk" in your city, have you identified climate exposure scenarios? | 1 | Response | 1 | Climate exposure scenarios | Question not applicable | 01/20/2022 02:27:05 | ||
| 1509781 | Cities 2021 | 2021 | 31157 | City of Delhi | India | South and West Asia | 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 | Land use planning | 01/20/2022 02:27:05 | |||
| 1509782 | Cities 2021 | 2021 | 74463 | Village of Park Forest, 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 | 27 | Generation of grid-supplied energy > CHP generation | Question not applicable | 01/20/2022 02:27:05 | ||
| 1509783 | Cities 2021 | 2021 | 54396 | Can Tho City | Viet Nam | 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. | 8 | Energy savings (MWh) | 6 | 01/20/2022 02:27:05 | ||||
| 1509784 | 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. | 2 | If you have no direct emissions to report, please select a notation key to explain why | 21 | Total IPPU | 01/20/2022 02:27:05 | |||
| 1509785 | Cities 2021 | 2021 | 58595 | Municipalidad de Belén | Costa Rica | 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) | 53 | Question not applicable | 01/20/2022 02:27:05 | |||
| 1509786 | Cities 2021 | 2021 | 68378 | Municipalidad de Santiago de Surco | Peru | 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. | 12 | Please describe the impacts experienced so far, and how you expect the hazard to impact in the future | 4 | 01/20/2022 02:27:05 | ||||
| 1509787 | Cities 2021 | 2021 | 54282 | Hangzhou City People's Government | China | 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 | 17 | Waste > Wastewater | Question not applicable | 01/20/2022 02:27:05 | ||
| 1509788 | Cities 2021 | 2021 | 60104 | Cambridge City Council | United Kingdom of Great Britain and Northern Ireland | Europe | 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. | 1 | Most recent years available (select year) | 6 | O3 (Daily maximum 8 hour mean) | Question not applicable | 01/20/2022 02:27:05 | |||
| 1509789 | Cities 2021 | 2021 | 43911 | City of Ottawa, 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. | 5 | Number of monitoring stations | 4 | PM10 (Maximum 24-hour average) | Question not applicable | 01/20/2022 02:27:05 | |||
| 1509790 | Cities 2021 | 2021 | 31178 | City of Mumbai | India | South and West Asia | 8. Energy | 8.1a | Please indicate the source mix of thermal energy (heating and cooling) consumed in your city. | 10 | Total consumption (MWh) | 1 | Thermal energy consumption | Question not applicable | 01/20/2022 02:27:05 | |||
| 1509791 | Cities 2021 | 2021 | 60410 | Municipalidad de Peñalolén | Chile | 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. | 11 | Co-benefit area | 5 | Improved resource efficiency (e.g. food, water, energy) | 01/20/2022 02:27:05 | |||
| 1509792 | Cities 2021 | 2021 | 834347 | Seberang Perai Municipal Council | Malaysia | 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. | 15 | Total cost provided by the local government | 18 | 01/20/2022 02:27:05 | ||||
| 1509793 | Cities 2021 | 2021 | 54637 | Alcaldía de Cuenca | Ecuador | 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. | 10 | Future expected magnitude of hazard | 2 | Medium | 01/20/2022 02:27:05 | |||
| 1509794 | Cities 2021 | 2021 | 833379 | Bani-Suhaila Municipality | State of Palestine | Middle East | 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 | 5 | Target(s) on the reuse of construction and demolition waste | 01/20/2022 02:27:05 | ||||
| 1509795 | Cities 2021 | 2021 | 31110 | Comune di Roma Capitale | Italy | 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 | 10 | Security of tenure | 01/20/2022 02:27:05 | |||
| 1509796 | Cities 2021 | 2021 | 50566 | City of Anchorage, AK | United States of America | North America | 5. Emissions Reduction | Mitigation Target setting | 5.3a | Please provide details on the use of transferable emissions. | 2 | Emissions saved (metric tonnes CO2e) | 0 | Question not applicable | 01/20/2022 02:27:05 | |||
| 1509797 | Cities 2021 | 2021 | 859083 | Katashina Village | Japan | East Asia | 7. Local Government Emissions | Local Government Emissions Verification | 7.9a | Please provide the following information about the emissions verification process. | 3 | Please explain which parts of your inventory are verified | 1 | Verification details | Question not applicable | 01/20/2022 02:27:05 | ||
| 1509798 | Cities 2021 | 2021 | 31113 | City of Yokohama | Japan | East Asia | 3. Adaptation | Adaptation Goals | 3.3 | Please describe the main goals of your city’s adaptation efforts and the metrics / KPIs for each goal. | 3 | Target year of goal | 1 | 2023 | 01/20/2022 02:27:05 | |||
| 1509799 | Cities 2021 | 2021 | 31446 | Taipei City Government | Taiwan, Greater China | East Asia | 6. Opportunities | Finance and Economic Opportunities | 6.11 | Does your city have its own credit rating? | 3 | Rating | 1 | International | Question not applicable | 01/20/2022 02:27:05 | ||
| 1509800 | Cities 2021 | 2021 | 73750 | Tarakan City | Indonesia | Southeast Asia and Oceania | 13. Waste | 13.0 | What is the annual solid waste generation in your city? | 2 | Year data applies to | 1 | Please complete | 2019 | 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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