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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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1490751 | Cities 2021 | 2021 | 863190 | Renca | 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. | 5 | Start year of action | 10 | 2021 | 01/20/2022 02:27:05 | |||
| 1490752 | Cities 2021 | 2021 | 834228 | Municipality of Curridabat | Costa Rica | Latin 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. | 14 | Update/revision process in place for the Adaptation Plan | 0 | Question not applicable | 01/20/2022 02:27:05 | |||
| 1490753 | Cities 2021 | 2021 | 859120 | Matsukawa Town | Japan | East Asia | 2. Climate Hazards and Vulnerability | Climate Hazards | 2.1c | Have you compiled information related to climate risk, vulnerabilities, and adaptive capacities into a baseline synthesis report? | 1 | Response | 1 | Baseline synthesis report | Question not applicable | 01/20/2022 02:27:05 | ||
| 1490754 | Cities 2021 | 2021 | 834374 | Tagum City | Philippines | 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. | 1 | Direct emissions (metric tonnes CO2e) | 1 | Stationary energy > Residential buildings | 01/20/2022 02:27:05 | |||
| 1490755 | Cities 2021 | 2021 | 859153 | Yonago 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). | 4 | Comment | 2 | Solar thermal | 01/20/2022 02:27:05 | ||||
| 1490756 | Cities 2021 | 2021 | 826380 | Junta Intermunicipal de la Cuenca Baja del Rio Ayuquila (JIRA) | 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. | 7 | Please explain any excluded sources, identify any emissions covered under an ETS and provide any other comments | 7 | Total Stationary Energy | Question not applicable | 01/20/2022 02:27:05 | ||
| 1490757 | Cities 2021 | 2021 | 60640 | Mbabane City Council | Eswatini | Africa | 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 | 27 | Generation of grid-supplied energy > CHP generation | Question not applicable | 01/20/2022 02:27:05 | ||
| 1490758 | Cities 2021 | 2021 | 840521 | City of Denizli | Turkey | Europe | 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. | 3 | Sectors/areas covered by plan that addresses climate change adaptation | 1 | Transport (Mobility) | 01/20/2022 02:27:05 | |||
| 1490759 | Cities 2021 | 2021 | 55161 | City of Iida | Japan | 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. | 1 | Climate hazards | 1 | Extreme Precipitation > Rain storm | 01/20/2022 02:27:05 | |||
| 1490760 | Cities 2021 | 2021 | 831999 | Concejo Municipal de Distrito de Monte Verde | Costa Rica | Latin America | 5. Emissions Reduction | Mitigation Actions | 5.4 | Describe the anticipated outcomes of the most impactful mitigation actions your city is currently undertaking; the total cost of the action and how much is being funded by the local government. | 23 | Attach reference document | 2 | Question not applicable | 01/20/2022 02:27:05 | |||
| 1490761 | Cities 2021 | 2021 | 31148 | Gemeente Amsterdam | Netherlands | 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. | 8 | Future change in frequency | 6 | Increasing | 01/20/2022 02:27:05 | |||
| 1490762 | Cities 2021 | 2021 | 54124 | City of Fremont, CA | 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. | 6 | Please identify which vulnerable populations are affected by these climate-related impacts | 3 | Elderly | 01/20/2022 02:27:05 | |||
| 1490763 | Cities 2021 | 2021 | 50362 | Municipalidad de Concepción | Chile | Latin America | 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. | 6 | Please select which additional sectors are included in the inventory | 0 | Question not applicable | 01/20/2022 02:27:05 | |||
| 1490764 | Cities 2021 | 2021 | 859103 | Murakami 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. | 18 | Web link to action website | 11 | 01/20/2022 02:27:05 | ||||
| 1490765 | Cities 2021 | 2021 | 60153 | City of Mombasa | Kenya | Africa | 7. Local Government Emissions | Local Government Operations GHG Emissions Data | 7.5 | Please give the total amount of fuel (refers to Scope 1 emissions) that your local government has consumed this year. | 4 | Units | 0 | Question not applicable | 01/20/2022 02:27:05 | |||
| 1490766 | Cities 2021 | 2021 | 50378 | Municipalidad de San José | Costa Rica | Latin America | 4. City-wide Emissions | City-wide GHG Emissions Data | 4.6a | The Global Covenant of Mayors requires committed cities to report their inventories in the format of the new Common Reporting Framework, to encourage standard reporting of emissions data. Please provide a breakdown of your city-wide emissions by sector and sub-sector in the table below. Where emissions data is not available, please use the relevant notation keys to explain the reason why. | 7 | Please explain any excluded sources, identify any emissions covered under an ETS and provide any other comments | 6 | Stationary energy > Fugitive emissions | En San José no se dan actividades de extracción y procesamiento de combustibles. tampoco se ventea ni queman. Por su parte, las posibles emisiones fugitivas por filtraciones, pérdidas por evaporación, almacenamiento y transporte del combustible son despreciables, por lo que no se contabilizaron. Además, el Programa País Carbono Neutralidad bajo el cual se desarrolló el inventario de GEI de San José, no es exhaustivo en cuanto a la medición de tales emisiones. | 01/20/2022 02:27:05 | ||
| 1490767 | Cities 2021 | 2021 | 859056 | Kutchan Town | Japan | East Asia | 5. Emissions Reduction | Mitigation Target setting | 5.0b | Please provide details of your total fixed level target(s). | 14 | Does this target align to a requirement from a higher level of government? | 0 | Question not applicable | 01/20/2022 02:27:05 | |||
| 1490768 | Cities 2021 | 2021 | 54119 | City of Palo Alto, 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. | 7 | Estimated emissions reduction (metric tonnes CO2e) | 4 | 92039 | 01/20/2022 02:27:05 | |||
| 1490769 | Cities 2021 | 2021 | 850404 | Prefeitura de Guabiruba | Brazil | Latin America | 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 | |||
| 1490770 | Cities 2021 | 2021 | 11315 | City of Manchester | 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. | 6 | End year of action | 8 | 2025 | 01/20/2022 02:27:05 | |||
| 1490771 | Cities 2021 | 2021 | 840428 | Hua-Hin Municipality | Thailand | Southeast Asia and Oceania | 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 | |||
| 1490772 | Cities 2021 | 2021 | 31156 | Municipality of Curitiba | Brazil | Latin America | 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 | 4 | A Prefeitura de Curitiba e Agência Francesa de Desenvolvimento (AFD) trabalham no processo para a assinatura do financiamento do Projeto Gestão de Risco Climático Bairro Novo do Caximba, que prevê inúmeras intervenções em uma comunidade situada na região sul da cidade. O total de investimentos previstos à intervenção socioambiental no Caximba é de € 47,6 milhões (euros), dos quais € 38,1 milhões financiados pela Agência Francesa de Desenvolvimento e € 9,5 milhões de contrapartida do município. https://www.curitiba.pr.gov.br/noticias/senado-aprova-emprestimos-internacionais-para-curitiba/56512 | 01/20/2022 02:27:05 | |||
| 1490773 | Cities 2021 | 2021 | 59535 | Town of Vail, CO | 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. | 7 | Where can the data be accessed? | 2 | PM2.5 (Maximum 24-hour average) | Question not applicable | 01/20/2022 02:27:05 | |||
| 1490774 | Cities 2021 | 2021 | 49333 | City of Louisville, KY | 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) | 5 | Construction and demolition waste | Question not applicable | 01/20/2022 02:27:05 | |||
| 1490775 | Cities 2021 | 2021 | 60393 | Municipalidad de Santiago | 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 | 1 | Municipal investments, e.g. by divesting from fossil fuels | Question not applicable | 01/20/2022 02:27:05 | ||
| 1490776 | Cities 2021 | 2021 | 834301 | Municipality of San Antonio de Areco | 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. | 4 | Implementation status | 7 | Implementation | 01/20/2022 02:27:05 | |||
| 1490777 | Cities 2021 | 2021 | 35858 | City of Cape Town | South Africa | Africa | 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. | 6 | Emission factor value | 32 | Question not applicable | 01/20/2022 02:27:05 | |||
| 1490778 | Cities 2021 | 2021 | 859182 | Uto City | Japan | East Asia | 5. Emissions Reduction | Mitigation Planning | 5.5b | Please explain why you do not have a city climate change mitigation plan and any future plans to create one. | 1 | Reason | 1 | Please explain | Lack of budget/resources | 01/20/2022 02:27:05 | ||
| 1490779 | Cities 2021 | 2021 | 840425 | Skövde kommun | Sweden | Europe | 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) | 3 | Commercial | Question not applicable | 01/20/2022 02:27:05 | |||
| 1490780 | Cities 2021 | 2021 | 3417 | New York City, NY | 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 | 4 | Loss of tax base to support public services | 01/20/2022 02:27:05 | |||
| 1490781 | Cities 2021 | 2021 | 845301 | Montes de Oca | Costa Rica | Latin America | 12. Food | 12.2 | What is the surface area of potential agricultural spaces within the municipal boundary (km2)? | 1 | Surface area of potential agricultural spaces within the municipal boundary (km2) | 1 | Please complete | Question not applicable | 01/20/2022 02:27:05 | |||
| 1490782 | Cities 2021 | 2021 | 859134 | Tobishima Village | Japan | East Asia | 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 | 5 | Electronics | Question not applicable | 01/20/2022 02:27:05 | ||
| 1490783 | Cities 2021 | 2021 | 58621 | Town of Blacksburg, VA | United States of America | North America | 12. Food | 12.0a | Report the tonnes per food group that are served and/or sold through the above mentioned programs. | 1 | Tonnes served and/or sold | 10 | Plant-based (pulses, nut) protein sources | Question not applicable | 01/20/2022 02:27:05 | |||
| 1490784 | Cities 2021 | 2021 | 69822 | Kristianstads kommun | Sweden | Europe | 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 | 13 | 01/20/2022 02:27:05 | |||
| 1490785 | Cities 2021 | 2021 | 60433 | Hvidovre Kommune | Denmark | 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 | 5 | Social community and labour improvements | 01/20/2022 02:27:05 | |||
| 1490786 | Cities 2021 | 2021 | 31446 | Taipei City Government | Taiwan, Greater China | East Asia | 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. | 1 | Publication title and attach the document | 12 | Taipei City Air Pollution Control Plan | 2020臺北市空氣污染防制方案(Taipei City Disaster Risk Management Plan).pdf | 01/20/2022 02:27:05 | ||
| 1490787 | Cities 2021 | 2021 | 838937 | Mersin Metropolitan Municipality | Turkey | Europe | 12. Food | 12.1 | What is the per capita meat and dairy consumption (kg/yr) in your city? | 4 | Comment | 1 | Meat consumption per capita (kg/year) | 01/20/2022 02:27:05 | ||||
| 1490788 | Cities 2021 | 2021 | 49347 | City of Omaha, NE | United States of America | North America | 2. Climate Hazards and Vulnerability | Climate Hazards | 2.1 | Please list the most significant climate hazards faced by your city and indicate the probability and consequence of these hazards, as well as the expected future change in frequency and intensity. Please also select the most relevant assets or services that are affected by the climate hazard and provide a description of the impact. | 6 | Most relevant assets / services affected overall | 2 | Commercial | 01/20/2022 02:27:05 | |||
| 1490789 | Cities 2021 | 2021 | 859166 | Tadotsu Town | Japan | East Asia | 10. Transport | 10.11 | Please provide city-wide average air pollution metrics from the monitoring sites within your city for the most recent three years. | 9 | Publicly available? | 5 | NO2 (1 year (annual) mean) | Question not applicable | 01/20/2022 02:27:05 | |||
| 1490790 | Cities 2021 | 2021 | 840153 | Municipality of Santa Catarina | 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. | 1 | Direct emissions (metric tonnes CO2e) | 12 | Transportation > Off-road | Question not applicable | 01/20/2022 02:27:05 | ||
| 1490791 | Cities 2021 | 2021 | 859095 | Mizuho Town | Japan | 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. | 3 | Fuel type or activity | 0 | Question not applicable | 01/20/2022 02:27:05 | |||
| 1490792 | Cities 2021 | 2021 | 859184 | Nagomi Town | 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. | 9 | Estimated business as usual absolute emissions in target year (metric tonnes CO2e) | 0 | Question not applicable | 01/20/2022 02:27:05 | |||
| 1490793 | Cities 2021 | 2021 | 35475 | City of Calgary, AB | Canada | North America | 5. Emissions Reduction | Mitigation Actions | 5.4 | Describe the anticipated outcomes of the most impactful mitigation actions your city is currently undertaking; the total cost of the action and how much is being funded by the local government. | 23 | Attach reference document | 2 | 01/20/2022 02:27:05 | ||||
| 1490794 | Cities 2021 | 2021 | 69850 | Municipalidad de Comas | Peru | Latin America | 2. Climate Hazards and Vulnerability | Climate Risk and Vulnerability Assessment | 2.0a | Please select the primary process or methodology used to undertake the risk and vulnerability assessment of your city. | 1 | Primary methodology | 1 | Risk assessment methodology | OECD Strategic Environmental Assessment and Adaptation to Climate Change | 01/20/2022 02:27:05 | ||
| 1490795 | Cities 2021 | 2021 | 50382 | Municipio de Mérida | Mexico | Latin America | 7. Local Government Emissions | Local Government Operations GHG Emissions Data | 7.5 | Please give the total amount of fuel (refers to Scope 1 emissions) that your local government has consumed this year. | 3 | Amount | 0 | Question not applicable | 01/20/2022 02:27:05 | |||
| 1490796 | Cities 2021 | 2021 | 35880 | Municipality of Porto Alegre | 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. | 1 | Climate hazards | 2 | Extreme Precipitation > Rain storm | 01/20/2022 02:27:05 | |||
| 1490797 | Cities 2021 | 2021 | 859143 | Miyazu City | Japan | East Asia | 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 | ||
| 1490798 | Cities 2021 | 2021 | 826407 | Munícipio de Mirandela | Portugal | Europe | 2. Climate Hazards and Vulnerability | Climate Risk and Vulnerability Assessment | 2.0a | Please select the primary process or methodology used to undertake the risk and vulnerability assessment of your city. | 1 | Primary methodology | 1 | Risk assessment methodology | OECD Strategic Environmental Assessment and Adaptation to Climate Change | 01/20/2022 02:27:05 | ||
| 1490799 | Cities 2021 | 2021 | 60092 | Porvoon kaupunki | Finland | 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. | 1 | Climate Hazards | 4 | Storm and wind > Lightning / thunderstorm | 01/20/2022 02:27:05 | |||
| 1490800 | Cities 2021 | 2021 | 60417 | Municipalidad de San Carlos de Bariloche | 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. | 14 | Web link | 6 | 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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