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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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1494351 | Cities 2021 | 2021 | 31166 | Jakarta City Government | Indonesia | Southeast Asia and Oceania | 13. Waste | 13.1 | How much of the solid waste generated in your city is disposed to landfill or incineration (tonnes/year)? | 0 | 0 | 2709915.49 | 01/20/2022 02:27:05 | |||||
| 1494352 | Cities 2021 | 2021 | 58621 | Town of Blacksburg, VA | United States of America | North America | 4. City-wide Emissions | City-wide GHG Emissions Data | 4.6c | Please provide a breakdown of your GHG emissions by scope. Where values are not available, please use the comment field to indicate the reason why. | 3 | Scope 1 emissions from grid-supplied energy generation within the city boundary | 1 | City-wide emissions | Question not applicable | 01/20/2022 02:27:05 | ||
| 1494353 | Cities 2021 | 2021 | 63543 | Fredensborg Kommune | Denmark | Europe | 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. | 7 | File name and attach your inventory | 2 | 01/20/2022 02:27:05 | ||||
| 1494354 | Cities 2021 | 2021 | 57509 | Prefeitura de Niterói | Brazil | Latin America | 4. City-wide Emissions | City-wide GHG Emissions Data | 4.6a | The Global Covenant of Mayors requires committed cities to report their inventories in the format of the new Common Reporting Framework, to encourage standard reporting of emissions data. Please provide a breakdown of your city-wide emissions by sector and sub-sector in the table below. Where emissions data is not available, please use the relevant notation keys to explain the reason why. | 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 | 19 | IPPU > Industrial process | NE | 01/20/2022 02:27:05 | ||
| 1494355 | Cities 2021 | 2021 | 73752 | Bontang 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. | 3 | Average concentration for second most recent year available (ug/m3) | 6 | O3 (Daily maximum 8 hour mean) | Question not applicable | 01/20/2022 02:27:05 | |||
| 1494356 | Cities 2021 | 2021 | 31173 | Comune di Milano | Italy | Europe | 4. City-wide Emissions | City-wide GHG Emissions Data | 4.6a | The Global Covenant of Mayors requires committed cities to report their inventories in the format of the new Common Reporting Framework, to encourage standard reporting of emissions data. Please provide a breakdown of your city-wide emissions by sector and sub-sector in the table below. Where emissions data is not available, please use the relevant notation keys to explain the reason why. | 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 | 22 | AFOLU > Livestock | 01/20/2022 02:27:05 | |||
| 1494357 | Cities 2021 | 2021 | 73712 | Camilo Aldao | Argentina | Latin America | 6. Opportunities | Collaboration | 6.2a | Please provide some key examples of how your city collaborates with business and/or industries in the table below. | 3 | Description of collaboration | 0 | Question not applicable | 01/20/2022 02:27:05 | |||
| 1494358 | Cities 2021 | 2021 | 73712 | Camilo Aldao | Argentina | Latin America | 10. Transport | 10.3 | Please provide the total fleet size and number of vehicle types for the following modes of transport. | 7 | Customer-drive carshares (e.g. Car2Go, Drivenow) fleet size | 1 | Total fleet size | 01/20/2022 02:27:05 | ||||
| 1494359 | Cities 2021 | 2021 | 827048 | Zhenjiang Municipal People's Government | China | 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. | 3 | Means of implementation | 45 | Education | 01/20/2022 02:27:05 | |||
| 1494360 | Cities 2021 | 2021 | 74670 | Antalya Metropolitan Municipality | Turkey | 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 | 2030 | 01/20/2022 02:27:05 | |||
| 1494361 | Cities 2021 | 2021 | 35905 | Corporation of Chennai | India | South and West 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. | 4 | If you have no indirect emissions to report, please select a notation key to explain why | 31 | Total Emissions (excluding generation of grid-supplied energy) | Question not applicable | 01/20/2022 02:27:05 | ||
| 1494362 | Cities 2021 | 2021 | 43917 | Obshtina Sofia | Bulgaria | 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 | 14 | Waste > Solid waste disposal | 01/20/2022 02:27:05 | |||
| 1494363 | Cities 2021 | 2021 | 863464 | Tilarán | Costa Rica | 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. | 6 | Co-benefit area | 1 | Social inclusion, social justice | 01/20/2022 02:27:05 | |||
| 1494364 | Cities 2021 | 2021 | 859151 | Kato City | Japan | East Asia | 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) | 0 | Question not applicable | 01/20/2022 02:27:05 | |||
| 1494365 | Cities 2021 | 2021 | 832000 | Municipalidad de Desamparados | 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. | 10 | Comment | 59 | Question not applicable | 01/20/2022 02:27:05 | |||
| 1494366 | Cities 2021 | 2021 | 859137 | The City of Suzuka | 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. | 1 | Direct emissions (metric tonnes CO2e) | 16 | Waste > Incineration and open burning | Question not applicable | 01/20/2022 02:27:05 | ||
| 1494367 | Cities 2021 | 2021 | 834402 | Yokosuka City | Japan | East Asia | 8. Energy | 8.0a | Please provide details of your renewable energy target(s) and how the city plans to meet those targets. | 8 | Total renewable energy covered by target in target year (based on target type specified in column 3) | 0 | Question not applicable | 01/20/2022 02:27:05 | ||||
| 1494368 | Cities 2021 | 2021 | 50384 | Prefeitura de Florianópolis | 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. | 3 | Current probability of hazard | 3 | High | 01/20/2022 02:27:05 | |||
| 1494369 | Cities 2021 | 2021 | 54027 | City of St. John's, NL | Canada | 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 | 26 | Generation of grid-supplied energy > Electricity-only generation | 01/20/2022 02:27:05 | |||
| 1494370 | Cities 2021 | 2021 | 73734 | Envigado | Colombia | 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. | 13 | Primary author of plan | 0 | Question not applicable | 01/20/2022 02:27:05 | |||
| 1494371 | Cities 2021 | 2021 | 31174 | Moscow Government | Russian Federation | Europe | 8. Energy | 8.2 | For each type of renewable energy within the city boundary, please report the installed capacity (MW) and annual generation (MWh). | 3 | Year data applies to | 3 | Hydro power | 01/20/2022 02:27:05 | ||||
| 1494372 | Cities 2021 | 2021 | 54277 | New Plymouth District Council | New Zealand | Southeast Asia and Oceania | 12. Food | 12.0 | Report the total number of meals that are annually served and/or sold through programs managed by your city (this includes schools, hospitals, shelters, public canteens, etc.). | 3 | Comment | 1 | Total meals served or sold through programs managed by your city | 01/20/2022 02:27:05 | ||||
| 1494373 | Cities 2021 | 2021 | 32480 | City of Adelaide | Australia | Southeast Asia and Oceania | 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) | 8 | Question not applicable | 01/20/2022 02:27:05 | |||
| 1494374 | Cities 2021 | 2021 | 834373 | Town of York, ME | 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 | 1 | Town staff members are generally quite supportive of sustainability efforts. However, York doesn't currently have any staff devoted solely to sustainability or climate issues, and relies largely on citizen volunteers pushing projects and plans forward. Understandably, volunteer power is limited both in power and capacity. Hope to add a staff member within 2 years. | 01/20/2022 02:27:05 | |||
| 1494375 | Cities 2021 | 2021 | 834232 | Municipality of Caldas | 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. | 2 | Where data is not available, please explain why | 5 | Transportation – Scope 1 (II.X.1) | Question not applicable | 01/20/2022 02:27:05 | ||
| 1494376 | Cities 2021 | 2021 | 58531 | City of Somerville, MA | United States of America | North America | 4. City-wide Emissions | City-wide GHG Emissions Data | 4.11 | Does your city have a strategy, or other policy document, in place for how to measure and reduce consumption-based GHG emissions in your city? | 1 | Response | 6 | Aviation | Question not applicable | 01/20/2022 02:27:05 | ||
| 1494377 | Cities 2021 | 2021 | 31055 | Glasgow 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. | 10 | Completeness of data (%) | 6 | O3 (Daily maximum 8 hour mean) | Question not applicable | 01/20/2022 02:27:05 | |||
| 1494378 | Cities 2021 | 2021 | 49333 | City of Louisville, KY | United States of America | North America | 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 | 1 | Medium-term (by 2050) | 01/20/2022 02:27:05 | |||
| 1494379 | Cities 2021 | 2021 | 61427 | Municipality of Nacala | Mozambique | Africa | 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 | |||
| 1494380 | Cities 2021 | 2021 | 862573 | Regional District of Central Kootenay, BC | 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) | 6 | O3 (Daily maximum 8 hour mean) | Question not applicable | 01/20/2022 02:27:05 | |||
| 1494381 | Cities 2021 | 2021 | 68383 | Prefeitura de Itatiba | Brazil | Latin America | 4. City-wide Emissions | City-wide GHG Emissions Data | 4.6a | The Global Covenant of Mayors requires committed cities to report their inventories in the format of the new Common Reporting Framework, to encourage standard reporting of emissions data. Please provide a breakdown of your city-wide emissions by sector and sub-sector in the table below. Where emissions data is not available, please use the relevant notation keys to explain the reason why. | 7 | Please explain any excluded sources, identify any emissions covered under an ETS and provide any other comments | 28 | Generation of grid-supplied energy > Heat/cold generation | Question not applicable | 01/20/2022 02:27:05 | ||
| 1494382 | Cities 2021 | 2021 | 54682 | Prefeitura Municipal de Petrolina | 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) | 2 | PM2.5 (Maximum 24-hour average) | Question not applicable | 01/20/2022 02:27:05 | |||
| 1494383 | Cities 2021 | 2021 | 859070 | Iwate Town | 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. | 4 | If you have no indirect emissions to report, please select a notation key to explain why | 28 | Generation of grid-supplied energy > Heat/cold generation | Question not applicable | 01/20/2022 02:27:05 | ||
| 1494384 | Cities 2021 | 2021 | 50551 | City of Long Beach, CA | United States of America | North 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. | 3 | Action title | 1 | Sea Level Rise Vulnerability Maps | 01/20/2022 02:27:05 | |||
| 1494385 | Cities 2021 | 2021 | 50541 | City of Greensboro, NC | 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 | 6 | Stationary energy > Fugitive emissions | Question not applicable | 01/20/2022 02:27:05 | ||
| 1494386 | Cities 2021 | 2021 | 46473 | Ayuntamiento de Zaragoza | Spain | Europe | 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 | 10 | Waste: waste generated outside the city boundary – Scope 1 (III.X.3) | Question not applicable | 01/20/2022 02:27:05 | ||
| 1494387 | Cities 2021 | 2021 | 54633 | Prefeitura de Lorena | Brazil | Latin America | 6. Opportunities | Climate Action Planning | 6.13 | How many people within your city are employed in green jobs/industries? | 1 | Number of people in your city employed in green jobs and/or industries | 1 | Green jobs/industries | Question not applicable | 01/20/2022 02:27:05 | ||
| 1494388 | Cities 2021 | 2021 | 31446 | Taipei City Government | Taiwan, Greater China | East Asia | 10. Transport | 10.4 | Provide information on GHG emissions from the transport sector. | 2 | Inventory year (numerical year) | 3 | Passenger Transport: Public Transport (LRT/MRT/Railway) | Question not applicable | 01/20/2022 02:27:05 | |||
| 1494389 | Cities 2021 | 2021 | 848125 | Oreamuno | 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. | 1 | Most recent years available (select year) | 3 | PM10 (1 year (annual) mean) | Question not applicable | 01/20/2022 02:27:05 | |||
| 1494390 | Cities 2021 | 2021 | 859196 | Yomitan Village | Japan | East Asia | 10. Transport | 10.4 | Provide information on GHG emissions from the transport sector. | 3 | Comment | 1 | Passenger Transport: Private cars | Question not applicable | 01/20/2022 02:27:05 | |||
| 1494391 | Cities 2021 | 2021 | 54328 | City of Niigata | Japan | East Asia | 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'. | 3 | Stage of project development | 0 | 01/20/2022 02:27:05 | ||||
| 1494392 | Cities 2021 | 2021 | 31170 | Metropolitan Municipality of Lima | Peru | 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 | 5 | 2050 | 01/20/2022 02:27:05 | |||
| 1494393 | Cities 2021 | 2021 | 859115 | Chikuma 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. | 9 | Renewable energy production (MWh) | 2 | 01/20/2022 02:27:05 | ||||
| 1494394 | Cities 2021 | 2021 | 73667 | San Rafael de Heredia | 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. | 6 | If you have no emissions occurring outside the city boundary to report as a result of in-city activities, please select a notation key to explain why | 24 | AFOLU > Other AFOLU | Question not applicable | 01/20/2022 02:27:05 | ||
| 1494395 | Cities 2021 | 2021 | 54402 | Lahden kaupunki | Finland | 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. | 9 | Renewable energy production (MWh) | 12 | 01/20/2022 02:27:05 | ||||
| 1494396 | Cities 2021 | 2021 | 54611 | Alcaldia de Manizales | Colombia | Latin America | 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. | 4 | Estimated probability of impact | 3 | 01/20/2022 02:27:05 | ||||
| 1494397 | Cities 2021 | 2021 | 54078 | City of Hayward, 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. | 6 | Transport Network Companies (e.g. Uber, Lyft) fleet size | 2 | Electric | 01/20/2022 02:27:05 | ||||
| 1494398 | Cities 2021 | 2021 | 54408 | Aarhus Kommune | Denmark | 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. | 1 | IPCC sector | 0 | Question not applicable | 01/20/2022 02:27:05 | |||
| 1494399 | Cities 2021 | 2021 | 31176 | Prefeitura do Rio de Janeiro | Brazil | 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 | 1 | Stationary Energy: energy use – Scope 1 (I.X.1) | Question not applicable | 01/20/2022 02:27:05 | ||
| 1494400 | Cities 2021 | 2021 | 60216 | Växjö kommun | Sweden | 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. | 5 | Number of monitoring stations | 7 | SO2 (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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