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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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 134051 | Cities 2021 | 2021 | 56276 | New Taipei City Government | Taiwan, Greater China | East Asia | 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 | 128 | Question not applicable | 01/20/2022 02:27:05 | |||
| 134052 | Cities 2021 | 2021 | 848145 | Ciudad Madero | 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. | 5 | Emissions occurring outside the city boundary as a result of in-city activities (metric tonnes CO2e) | 9 | Transportation > Rail | 01/20/2022 02:27:05 | |||
| 134053 | Cities 2021 | 2021 | 35873 | Municipality of Medellín | Colombia | Latin America | 12. Food | 12.0a | Report the tonnes per food group that are served and/or sold through the above mentioned programs. | 2 | Comment | 8 | Egg protein sources | No se cuenta con información para dar respuesta a esta pregunta | 01/20/2022 02:27:05 | |||
| 134054 | Cities 2021 | 2021 | 74631 | Lubumbashi | Democratic Republic of the Congo | Africa | 7. Local Government Emissions | Local Government Operations GHG Emissions Data | 7.6 | Please provide total (Scope 1 + Scope 2) GHG emissions for your local government operations, in metric tonnes CO2e. | 1 | Total Scope 1 + Scope 2 emissions (metric tonnes CO2e) | 1 | Local government emissions breakdown | Question not applicable | 01/20/2022 02:27:05 | ||
| 134055 | Cities 2021 | 2021 | 60153 | City of Mombasa | Kenya | Africa | 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 | |||
| 134056 | Cities 2021 | 2021 | 31056 | Edinburgh City 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. | 22 | Aim of the engagement activities | 1 | 01/20/2022 02:27:05 | ||||
| 134057 | Cities 2021 | 2021 | 36426 | Rīgas valstspilsētas pašvaldība | Latvia | 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'. | 7 | Project description and attach project proposal | 10 | Although many cities and regions have engaged in an energy transition, financing sustainable energy measures remains a great challenge. Some project investment costs are high and covering them by using only municipal budget and traditional financing mechanisms is difficult. Financing energy transitions in 11 European citiesProject is co-funded by the Intelligent Energy Europe Programme of the European UnionFor detailed information, please see project website http://www.energy-cities.eu/spip.php?page=infinitesolutions_en | Sources of information: Riga City Council, City Development Department, https://www.rdpad.lv/projekti/Riga Energy Agency, https://rea.riga.lv/lv/projekti | 01/20/2022 02:27:05 | ||
| 134058 | Cities 2021 | 2021 | 863202 | Trenggalek Regency | Indonesia | 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. | 4 | If you have no indirect emissions to report, please select a notation key to explain why | 8 | Transportation > On-road | Question not applicable | 01/20/2022 02:27:05 | ||
| 134059 | Cities 2021 | 2021 | 35268 | City of Boston, 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. | 5 | Social impact of hazard overall | 3 | Increased resource demand | 01/20/2022 02:27:05 | |||
| 134060 | Cities 2021 | 2021 | 54402 | Lahden kaupunki | Finland | Europe | 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. | 3 | Scope | 3 | Question not applicable | 01/20/2022 02:27:05 | |||
| 134061 | Cities 2021 | 2021 | 74466 | Village of South Barrington, 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. | 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 | 12 | Transportation > Off-road | Question not applicable | 01/20/2022 02:27:05 | ||
| 134062 | Cities 2021 | 2021 | 845302 | Paraíso | Costa Rica | 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. | 7 | Where can the data be accessed? | 6 | O3 (Daily maximum 8 hour mean) | Question not applicable | 01/20/2022 02:27:05 | |||
| 134063 | Cities 2021 | 2021 | 54092 | City of Ann Arbor, MI | 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 | 7 | Total Stationary Energy | 01/20/2022 02:27:05 | |||
| 134064 | Cities 2021 | 2021 | 31113 | City of Yokohama | 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. | 10 | Percentage reduction target from business as usual | 0 | Question not applicable | 01/20/2022 02:27:05 | |||
| 134065 | Cities 2021 | 2021 | 74575 | Dane County, WI | United States of America | North America | 2. Climate Hazards and Vulnerability | Climate Hazards | 2.3a | Please report on how climate change impacts health outcomes and health services in your city. | 4 | Identify the climate-related health issues faced by your city | 1 | Air-pollution related illnesses | 01/20/2022 02:27:05 | |||
| 134066 | Cities 2021 | 2021 | 60374 | Alcaldía de Ibagué | Colombia | 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. | 1 | Emissions (metric tonnes CO2e) | 1 | Stationary Energy: energy use – Scope 1 (I.X.1) | Question not applicable | 01/20/2022 02:27:05 | ||
| 134067 | Cities 2021 | 2021 | 35910 | Pune Municipal Corporation | India | South and West Asia | 8. Energy | 8.1a | Please indicate the source mix of thermal energy (heating and cooling) consumed in your city. | 11 | Year data applies to | 1 | Thermal energy consumption | Question not applicable | 01/20/2022 02:27:05 | |||
| 134068 | Cities 2021 | 2021 | 54096 | City of Saint John, NB | Canada | North 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 | 3 | Funded by the local energy provider Saint John Energy and energy users. | 01/20/2022 02:27:05 | |||
| 134069 | Cities 2021 | 2021 | 859103 | Murakami City | Japan | East 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. | 4 | Boundary of assessment relative to city boundary (reported in 0.1) | 0 | Question not applicable | 01/20/2022 02:27:05 | |||
| 134070 | Cities 2021 | 2021 | 848474 | Richmond Council | United Kingdom of Great Britain and Northern Ireland | Europe | 5. Emissions Reduction | Mitigation Target setting | 5.3a | Please provide details on the use of transferable emissions. | 3 | What percentage of the target does this unit represent? | 0 | Question not applicable | 01/20/2022 02:27:05 | |||
| 134071 | Cities 2021 | 2021 | 31055 | Glasgow City Council | United Kingdom of Great Britain and Northern Ireland | 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 | 4 | Clothing and textiles | Question not applicable | 01/20/2022 02:27:05 | ||
| 134072 | Cities 2021 | 2021 | 35907 | Bangalore | India | South and West Asia | 10. Transport | 10.3 | Please provide the total fleet size and number of vehicle types for the following modes of transport. | 4 | Number of freight vehicles | 2 | Electric | 01/20/2022 02:27:05 | ||||
| 134073 | Cities 2021 | 2021 | 59151 | Akureyrarbær | Iceland | Europe | 1. Governance and Data Management | Governance | 1.6 | Please provide information on the overall impact of COVID-19 on climate action in your city. | 2 | Comment | 1 | Response | COVID-19 affected the daily operations in various ways. People travelled far less, both in private life and at workplaces, meetings were held online, etc. This might be reflected in less use of fossil fuels for transport, etc. However, the local government maintained its focus on climate issues throughout COVID, so the impact on climate action is perceived as minimal. | 01/20/2022 02:27:05 | ||
| 134074 | Cities 2021 | 2021 | 862705 | Comodoro Rivadavia | Argentina | Latin America | 3. Adaptation | Adaptation Actions | 3.0 | Please describe the main actions you are taking to reduce the risk to, and vulnerability of, your city’s infrastructure, services, citizens, and businesses from climate change as identified in the Climate Hazards section. | 10 | Majority funding source | 6 | 01/20/2022 02:27:05 | ||||
| 134075 | Cities 2021 | 2021 | 31052 | City of Cardiff | 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. | 19 | Name of the stakeholder group | 6 | Question not applicable | 01/20/2022 02:27:05 | |||
| 134076 | Cities 2021 | 2021 | 55379 | Santa Fé Ciudad | Argentina | 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'. | 9 | Total investment cost needed | 0 | 01/20/2022 02:27:05 | ||||
| 134077 | Cities 2021 | 2021 | 59168 | Commune de Dioudoubou | Senegal | Africa | 8. Energy | 8.1a | Please indicate the source mix of thermal energy (heating and cooling) consumed in your city. | 11 | Year data applies to | 1 | Thermal energy consumption | 01/20/2022 02:27:05 | ||||
| 134078 | Cities 2021 | 2021 | 35858 | City of Cape Town | South Africa | Africa | 3. Adaptation | Adaptation Actions | 3.0 | Please describe the main actions you are taking to reduce the risk to, and vulnerability of, your city’s infrastructure, services, citizens, and businesses from climate change as identified in the Climate Hazards section. | 14 | Web link | 9 | 01/20/2022 02:27:05 | ||||
| 134079 | Cities 2021 | 2021 | 31009 | København Kommune | Denmark | Europe | 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) | 21 | Question not applicable | 01/20/2022 02:27:05 | |||
| 134080 | Cities 2021 | 2021 | 54037 | City of Des Moines, IA | United States of America | North America | 1. Governance and Data Management | Governance | 1.4 | Please list the stakeholder engagement activities for each relevant stakeholder group. | 1 | Name of the stakeholder group | 0 | Question not applicable | 01/20/2022 02:27:05 | |||
| 134081 | Cities 2021 | 2021 | 859119 | Minamiminowa Village | Japan | East Asia | 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) | 2 | Stationary Energy: energy use – Scope 2 (I.X.2) | Question not applicable | 01/20/2022 02:27:05 | ||
| 134082 | Cities 2021 | 2021 | 73701 | San Carlos Sud | 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. | 10 | Timescale of reduction / savings / energy production | 9 | Other, please specify : al año 2030 | 01/20/2022 02:27:05 | |||
| 134083 | Cities 2021 | 2021 | 35859 | City of Cleveland, OH | United States of America | North America | 1. Governance and Data Management | Governance | 1.0 | Please detail sustainability goals and targets (e.g. GHG reductions) that are incorporated into your city’s master plan and describe how these are addressed in the table below. | 1 | Sustainability goals and targets | 3 | Emissions reduction targets | 01/20/2022 02:27:05 | |||
| 134084 | Cities 2021 | 2021 | 13067 | City of New Orleans, LA | 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. | 4 | Implementation status | 3 | Pre-feasibility study | 01/20/2022 02:27:05 | |||
| 134085 | Cities 2021 | 2021 | 31155 | City of Buenos Aires | Argentina | Latin America | 5. Emissions Reduction | Mitigation Actions | 5.4 | Describe the anticipated outcomes of the most impactful mitigation actions your city is currently undertaking; the total cost of the action and how much is being funded by the local government. | 16 | Majority funding source | 14 | 01/20/2022 02:27:05 | ||||
| 134086 | Cities 2021 | 2021 | 831999 | Concejo Municipal de Distrito de Monte Verde | 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. | 1 | Applicable sub-sector | 44 | CRF - AFOLU > Livestock | 01/20/2022 02:27:05 | |||
| 134087 | Cities 2021 | 2021 | 859165 | Kan-onji City | Japan | East Asia | 10. Transport | 10.3 | Please provide the total fleet size and number of vehicle types for the following modes of transport. | 8 | Comment | 3 | Hybrid | 01/20/2022 02:27:05 | ||||
| 134088 | Cities 2021 | 2021 | 54360 | Shah Alam City 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. | 9 | Renewable energy production (MWh) | 3 | 01/20/2022 02:27:05 | ||||
| 134089 | Cities 2021 | 2021 | 55159 | City of Iwanuma | 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) | 25 | Total AFOLU | Question not applicable | 01/20/2022 02:27:05 | ||
| 134090 | Cities 2021 | 2021 | 44210 | Yeosu City | Republic of Korea | East Asia | 4. City-wide Emissions | City-wide GHG Emissions Data | 4.2 | Please indicate the category that best describes the boundary of your city-wide GHG emissions inventory. | 3 | Explanation of boundary choice where the inventory boundary differs from the city boundary (include inventory boundary, GDP and population) | 1 | Please explain | 01/20/2022 02:27:05 | |||
| 134091 | Cities 2021 | 2021 | 68385 | Municipio La Chorrera | Panama | Latin 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. | 1 | Scope 1 emissions excluding emissions from grid-supplied energy generation | 1 | City-wide emissions | Question not applicable | 01/20/2022 02:27:05 | ||
| 134092 | Cities 2021 | 2021 | 841540 | South Lakeland District 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. | 9 | Publicly available? | 4 | PM10 (Maximum 24-hour average) | Question not applicable | 01/20/2022 02:27:05 | |||
| 134093 | Cities 2021 | 2021 | 35898 | Greater Manchester | United Kingdom of Great Britain and Northern Ireland | Europe | 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. | 4 | Emission factor source | 0 | Question not applicable | 01/20/2022 02:27:05 | |||
| 134094 | Cities 2021 | 2021 | 60398 | Municipalidad de Copiapó | 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. | 1 | Direct emissions (metric tonnes CO2e) | 26 | Generation of grid-supplied energy > Electricity-only generation | Question not applicable | 01/20/2022 02:27:05 | ||
| 134095 | Cities 2021 | 2021 | 840924 | Prefeitura de Alexânia | 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. | 8 | Energy savings (MWh) | 0 | 01/20/2022 02:27:05 | ||||
| 134096 | Cities 2021 | 2021 | 862945 | Nueva Concepción | Guatemala | Latin America | 10. Transport | 10.7 | How many public access EV charging points do you have in your city and/or metropolitan area for the following types. | 1 | Number of charging points | 3 | Slow 3kw or below | Question not applicable | 01/20/2022 02:27:05 | |||
| 134097 | Cities 2021 | 2021 | 834301 | Municipality of San Antonio de Areco | Argentina | Latin America | 2. Climate Hazards and Vulnerability | Climate Hazards | 2.3a | Please report on how climate change impacts health outcomes and health services in your city. | 1 | Area affected by climate change | 0 | Question not applicable | 01/20/2022 02:27:05 | |||
| 134098 | Cities 2021 | 2021 | 834167 | Kochi Municipal Corporation | India | South and West 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. | 12 | Please describe the impacts experienced so far, and how you expect the hazard to impact in the future | 1 | Heavy precipitation is leading to severe flooding in many areas. Heavy rainfall is also leading to flooding and overflow of the canals. This eventually affects the drainage in the city. All these issues are affecting the regular functioning of urban systems and human life. The impacts are expected to increase over years, since climate is tremendously varying. | 01/20/2022 02:27:05 | |||
| 134099 | Cities 2021 | 2021 | 62171 | Métropole de Rouen | France | Europe | 1. Governance and Data Management | Governance | 1.5 | Please describe to what extent the planning process is transparent and open. | 1 | The climate adaptation/mitigation plan makes opportunities for engagement that civil society had during the planning process explicit | 1 | Planning process | Question not applicable | 01/20/2022 02:27:05 | ||
| 134100 | Cities 2021 | 2021 | 840931 | Prefeitura de Cordeirópolis | Brazil | 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. | 3 | Average concentration for second most recent year available (ug/m3) | 4 | PM10 (Maximum 24-hour average) | Question not applicable | 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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