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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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1519651 | Cities 2021 | 2021 | 55800 | City of Cambridge, MA | 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. | 2 | Average concentration for most recent year available (ug/m3) | 1 | PM2.5 (1 year (annual) mean) | Question not applicable | 01/20/2022 02:27:05 | |||
| 1519652 | Cities 2021 | 2021 | 58783 | Commune de Bakata | Burkina Faso | 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. | 4 | Emission factor source | 0 | Question not applicable | 01/20/2022 02:27:05 | |||
| 1519653 | Cities 2021 | 2021 | 859252 | Municipalidad de Machu Picchu | Peru | Latin America | 13. Waste | 13.4 | What is the amount of solid waste being treated (tonnes/year) through the methods listed. | 1 | Tonnes/year | 4 | Anaerobic digestion | Question not applicable | 01/20/2022 02:27:05 | |||
| 1519654 | Cities 2021 | 2021 | 5871 | Essex County 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? | 3 | PM10 (1 year (annual) mean) | Question not applicable | 01/20/2022 02:27:05 | |||
| 1519655 | Cities 2021 | 2021 | 54349 | Balikpapan City Government | 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. | 3 | Indirect emissions from the use of grid-supplied electricity, heat, steam and/or cooling (metric tonnes CO2e) | 1 | Stationary energy > Residential buildings | 511305 | 01/20/2022 02:27:05 | ||
| 1519656 | Cities 2021 | 2021 | 58590 | City of Easton, PA | 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 | 4 | Whole grains | Question not applicable | 01/20/2022 02:27:05 | |||
| 1519657 | Cities 2021 | 2021 | 69995 | Kemin kaupunki | Finland | Europe | 2. Climate Hazards and Vulnerability | Climate Hazards | 2.2 | Please identify and describe the factors that most greatly affect your city’s ability to adapt to climate change and indicate how those factors either support or challenge this ability. | 1 | Factors that affect ability to adapt | 2 | Unemployment | 01/20/2022 02:27:05 | |||
| 1519658 | Cities 2021 | 2021 | 859196 | Yomitan Village | Japan | East Asia | 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. | 16 | Please describe your target. If your country has an NDC and your city’s target is less ambitious than the NDC, please explain why. | 0 | Question not applicable | 01/20/2022 02:27:05 | |||
| 1519659 | Cities 2021 | 2021 | 35886 | Comune di Torino | Italy | 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. | 1 | Publication title and attach the document | 3 | Design guidelines of open spaces for climate resilience (LGRC) | Allegato 2 - Piano di Resilienza Climatica.pdf | 01/20/2022 02:27:05 | ||
| 1519660 | Cities 2021 | 2021 | 59572 | District of Saanich, BC | Canada | North America | 4. City-wide Emissions | GCoM Emission Factor and Activity Data | 4.14a | Please provide a summary of emissions factors and activity data used in your inventory. | 7 | Emission factor unit (numerator) | 29 | Question not applicable | 01/20/2022 02:27:05 | |||
| 1519661 | Cities 2021 | 2021 | 859054 | Kitahiroshima City | Japan | East Asia | 4. City-wide Emissions | City-wide GHG Emissions Data | 4.3 | Please give the name of the primary protocol, standard, or methodology you have used to calculate your city’s city-wide GHG emissions. | 1 | Primary protocol | 1 | Emissions methodology | Regional or country specific methodology | 01/20/2022 02:27:05 | ||
| 1519662 | Cities 2021 | 2021 | 43911 | City of Ottawa, ON | 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. | 7 | Estimated emissions reduction (metric tonnes CO2e) | 0 | 01/20/2022 02:27:05 | ||||
| 1519663 | Cities 2021 | 2021 | 827048 | Zhenjiang Municipal People's Government | 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. | 3 | Sectors/areas covered by plan that addresses climate change adaptation | 6 | Public Health and Safety | 01/20/2022 02:27:05 | |||
| 1519664 | Cities 2021 | 2021 | 73802 | Crespo | 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. | 1 | Mitigation action | 4 | Outdoor Lighting > LED / CFL / other luminaire technologies | 01/20/2022 02:27:05 | |||
| 1519665 | Cities 2021 | 2021 | 859117 | Tateshina Town | 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. | 8 | Stage of implementation | 0 | Question not applicable | 01/20/2022 02:27:05 | |||
| 1519666 | Cities 2021 | 2021 | 54128 | City of Reno, NV | 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. | 5 | Means of implementation | 1 | Assessment and evaluation activities | 01/20/2022 02:27:05 | |||
| 1519667 | Cities 2021 | 2021 | 840923 | Prefeitura de Nova Santa Rita | Brazil | Latin America | 9. Buildings | 9.1 | Does your city have emissions reduction targets (government operations, city wide targets) or energy efficiency targets for the following building types? | 1 | Emissions reduction target | 1 | Commercial | Question not applicable | 01/20/2022 02:27:05 | |||
| 1519668 | Cities 2021 | 2021 | 850383 | Prefeitura de Cocal do Sul | Brazil | Latin America | 6. Opportunities | Opportunities | 6.1 | Has your city measured the wider social and economic impacts of delivering climate actions/projects/policies? If so, please provide more details on which benefits are being measured and/or a link to more information. | 3 | Further information | 1 | Response | Question not applicable | 01/20/2022 02:27:05 | ||
| 1519669 | Cities 2021 | 2021 | 863156 | Nongsamrong City | Thailand | Southeast Asia and Oceania | 4. City-wide Emissions | City-wide GHG Emissions Data | 4.9 | Does your city have a consumption-based inventory to measure emissions from consumption of goods and services by your residents? | 2 | Provide an overview and attach your consumption-based inventory if relevant | 1 | Please complete | We need the technical expert to guide this inventory | 01/20/2022 02:27:05 | ||
| 1519670 | Cities 2021 | 2021 | 859119 | Minamiminowa Village | 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. | 14 | Total cost of the project | 1 | 01/20/2022 02:27:05 | ||||
| 1519671 | Cities 2021 | 2021 | 50358 | Gobierno Municipal de Toluca de Lerdo | Mexico | Latin America | 10. Transport | 10.6 | Do you have a loading / unloading Restricted Zone for Logistics? If yes, please provide more detail about the Restricted zone. | 1 | Response | 1 | Please complete | Question not applicable | 01/20/2022 02:27:05 | |||
| 1519672 | Cities 2021 | 2021 | 50385 | Prefeitura de Campo Grande | 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. | 10 | Majority funding source | 3 | 01/20/2022 02:27:05 | ||||
| 1519673 | Cities 2021 | 2021 | 73758 | Mataram City | Indonesia | Southeast Asia and Oceania | 8. Energy | 8.2 | For each type of renewable energy within the city boundary, please report the installed capacity (MW) and annual generation (MWh). | 1 | Installed capacity (MW) | 3 | Hydro power | 0 | 01/20/2022 02:27:05 | |||
| 1519674 | Cities 2021 | 2021 | 50154 | Turun kaupunki | Finland | 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 | 5 | Do you incentivise fresh fruit/vegetables vendor locations? | The joint initiative for local food started in 2009 together with Service Centre for Sustainable Developmentand Energy of Southwest Finland (Valonia) and the University of Turku Brahea Centre for Training and Development. The common commitment has enabled a fruitful cooperation that has contributed both to formation of logistical chains and profiling and marketing the restaurants. Open cooperation focusing on the interests of the producers and restaurants has been a key factor.As another example, Turku is one of the organizers of The Baltic Sea Day, an annual festival launched by the John Nurminen Foundation. One goal of the day is to see the Baltic Sea Menu, which comprises seasonal vegetables and sustainably caught wild fish, take over day care centres, care homes, the army, staff canteens, restaurants and home kitchens on Baltic Sea Day. For example, Turku's upper secondary school TSYK has challenged all Finnish schools to serve the Baltic Sea Menu, and our subsidiary company Arkea has prepared to serve 25,000 Baltic herring dishes in the schools of the Turku area. Sustainable dishes were served to more than 300,000 people during The Baltic Sea Day in 2020. | 01/20/2022 02:27:05 | |||
| 1519675 | Cities 2021 | 2021 | 59298 | City of Yaoundé 6 | Cameroon | Africa | 7. Local Government Emissions | Local Government Operations GHG Emissions Data | 7.3 | Please give the name of the primary protocol, standard, or methodology used to calculate your local government operations emissions inventory and attach your inventory using the attachment function. | 2 | Comment | 1 | Emissions methodology | Question not applicable | 01/20/2022 02:27:05 | ||
| 1519676 | Cities 2021 | 2021 | 44081 | Lusaka City Council | Zambia | Africa | 8. Energy | 8.0a | Please provide details of your renewable energy target(s) and how the city plans to meet those targets. | 5 | Total renewable energy covered by target in base year (based on target type specified in column 3) | 2 | Question not applicable | 01/20/2022 02:27:05 | ||||
| 1519677 | Cities 2021 | 2021 | 862814 | South-East Region of Ireland (Kilkenny, Carlow, Wexford, and Waterford Counties) | Ireland | Europe | 3. Adaptation | Adaptation Goals | 3.3 | Please describe the main goals of your city’s adaptation efforts and the metrics / KPIs for each goal. | 1 | Adaptation goal | 5 | Empowered and cohesive communities with strong understanding of climate risks, increased resilience to impacts of climate change with capacity to champion climate action at local level | 01/20/2022 02:27:05 | |||
| 1519678 | Cities 2021 | 2021 | 54274 | Rotorua Lakes Council | New Zealand | 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. | 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 | |||
| 1519679 | Cities 2021 | 2021 | 60414 | Municipalidad Venado Tuerto | 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. | 1 | Collaboration area | 0 | Question not applicable | 01/20/2022 02:27:05 | |||
| 1519680 | Cities 2021 | 2021 | 42123 | City of Goiânia | Brazil | Latin America | 2. Climate Hazards and Vulnerability | Climate Risk and Vulnerability Assessment | 2.0d | If the city’s climate change risk assessment has been conducted more than 4 years ago, what update/revision process does your city have in place? | 1 | Update/revision process in place | 1 | Update/revision process | Question not applicable | 01/20/2022 02:27:05 | ||
| 1519681 | Cities 2021 | 2021 | 55334 | Município de Braga | Portugal | 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. | 1 | Mitigation action | 14 | Finance and Economic Development > Instruments to fund low carbon projects | 01/20/2022 02:27:05 | |||
| 1519682 | Cities 2021 | 2021 | 60273 | Prefeitura de Extrema | Brazil | Latin America | 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 | João Batista da Silva | 01/20/2022 02:27:05 | ||
| 1519683 | Cities 2021 | 2021 | 54125 | City of Boise, ID | 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. | 13 | Total cost provided by the majority funding source (currency) | 4 | 01/20/2022 02:27:05 | ||||
| 1519684 | Cities 2021 | 2021 | 35894 | Ville de Montreal, QC | Canada | North 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. | 2 | Fuel | 7 | Question not applicable | 01/20/2022 02:27:05 | |||
| 1519685 | Cities 2021 | 2021 | 36036 | City of Ibadan | Nigeria | 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. | 4 | If you have no indirect emissions to report, please select a notation key to explain why | 1 | Stationary energy > Residential buildings | Question not applicable | 01/20/2022 02:27:05 | ||
| 1519686 | Cities 2021 | 2021 | 834299 | Musashino City | Japan | East Asia | 10. Transport | 10.4 | Provide information on GHG emissions from the transport sector. | 1 | GHG emissions (tonne CO2e) | 1 | Passenger Transport: Private cars | Question not applicable | 01/20/2022 02:27:05 | |||
| 1519687 | Cities 2021 | 2021 | 863436 | Stadt Thun | Switzerland | 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) | 2 | PM2.5 (Maximum 24-hour average) | Question not applicable | 01/20/2022 02:27:05 | |||
| 1519688 | Cities 2021 | 2021 | 58627 | City of Alton, IL | United States of America | North America | 8. Energy | 8.2 | For each type of renewable energy within the city boundary, please report the installed capacity (MW) and annual generation (MWh). | 1 | Installed capacity (MW) | 5 | Bioenergy (Biomass and Biofuels) | 01/20/2022 02:27:05 | ||||
| 1519689 | Cities 2021 | 2021 | 59667 | City of Port Coquitlam, BC | 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 | 7 | Total Stationary Energy | Question not applicable | 01/20/2022 02:27:05 | ||
| 1519690 | Cities 2021 | 2021 | 35907 | Bangalore | India | South and West Asia | 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. | 18 | Please describe your target. If your country has an NDC and your city’s target is less ambitious than the NDC, please explain why. | 0 | Question not applicable | 01/20/2022 02:27:05 | |||
| 1519691 | Cities 2021 | 2021 | 833379 | Bani-Suhaila Municipality | State of Palestine | Middle East | 10. Transport | 10.1 | What is the mode share of each transport mode in your city for passenger transport? | 6 | Cycling | 1 | Please complete | 5 | 01/20/2022 02:27:05 | |||
| 1519692 | Cities 2021 | 2021 | 50359 | Gobierno Municipal de León de los Aldamas | Mexico | 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. | 3 | Means of implementation | 4 | Development and implementation of action plan | La información que se muestra en 0 de costos o ahorro energético, consumos o producción no se cuenta con ellos. | 01/20/2022 02:27:05 | ||
| 1519693 | Cities 2021 | 2021 | 44191 | Ansan City | Republic of Korea | 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. | 17 | Please describe your target. If your country has an NDC and your city’s target is less ambitious than the NDC, please explain why. | 9 | Question not applicable | 01/20/2022 02:27:05 | |||
| 1519694 | Cities 2021 | 2021 | 50374 | Alcaldia Distrital de Cartagena de Indias | Colombia | 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. | 9 | Renewable energy production (MWh) | 14 | El ahorro energético se expresará en TEP (Toneladas equivalentes de Petróleo) | 01/20/2022 02:27:05 | |||
| 1519695 | Cities 2021 | 2021 | 862468 | Borlänge kommun | Sweden | 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. | 7 | Please explain any excluded sources, identify any emissions covered under an ETS and provide any other comments | 13 | Total Transport | 01/20/2022 02:27:05 | |||
| 1519696 | Cities 2021 | 2021 | 859079 | Town of Hanawa | Japan | East Asia | 8. Energy | 8.3a | Please provide details on your city’s energy efficiency targets. | 6 | Total energy consumed/produced covered by target in target year (in unit specified in column 2) | 0 | Question not applicable | 01/20/2022 02:27:05 | ||||
| 1519697 | Cities 2021 | 2021 | 862659 | Comune di Segrate | Italy | 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. | 11 | Co-benefit area | 1 | Enhanced climate change adaptation | 01/20/2022 02:27:05 | |||
| 1519698 | Cities 2021 | 2021 | 834349 | Shinjuku 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. | 3 | Means of implementation | 9 | 01/20/2022 02:27:05 | ||||
| 1519699 | Cities 2021 | 2021 | 840918 | Prefeitura de Pilões | Brazil | Latin America | 6. Opportunities | Finance and Economic Opportunities | 6.5 | List any mitigation, adaptation, water related or resilience projects you have planned within your city for which you hope to attract financing and provide details on the estimated costs and status of the project. If your city does not have any relevant projects, please select 'No relevant projects' under 'Project Area'. | 4 | Status of financing | 0 | 01/20/2022 02:27:05 | ||||
| 1519700 | Cities 2021 | 2021 | 826427 | Município de Valongo | Portugal | Europe | 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 |
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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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