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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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1475751 | Cities 2021 | 2021 | 50365 | Municipalidad de Valparaíso | Chile | Latin America | 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 | 1 | Do you subsidise fresh fruits and vegetables? | Question not applicable | 01/20/2022 02:27:05 | |||
| 1475752 | Cities 2021 | 2021 | 35913 | City of Nairobi | Kenya | Africa | 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. | 12 | Level of confidence | 1 | City-wide emissions | Question not applicable | 01/20/2022 02:27:05 | ||
| 1475753 | Cities 2021 | 2021 | 63615 | Hillerød Kommune | Denmark | Europe | 10. Transport | 10.4 | Provide information on GHG emissions from the transport sector. | 2 | Inventory year (numerical year) | 2 | Passenger Transport: Public Transport (bus) | Question not applicable | 01/20/2022 02:27:05 | |||
| 1475754 | Cities 2021 | 2021 | 831823 | Comune di Massa Marittima | Italy | Europe | 3. Adaptation | Adaptation Planning | 3.2 | Does your city council, or similar authority, have a published plan that addresses climate change adaptation and/or resilience? | 0 | 0 | In progress | 01/20/2022 02:27:05 | ||||
| 1475755 | Cities 2021 | 2021 | 44077 | Kampala City | Uganda | 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. | 5 | Emissions occurring outside the city boundary as a result of in-city activities (metric tonnes CO2e) | 17 | Waste > Wastewater | 01/20/2022 02:27:05 | |||
| 1475756 | Cities 2021 | 2021 | 50392 | Prefeitura de Vitória | 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. | 19 | Name of the stakeholder group | 5 | Question not applicable | 01/20/2022 02:27:05 | |||
| 1475757 | Cities 2021 | 2021 | 54096 | City of Saint John, NB | Canada | North 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 | 1 | Rapid 43 kw and above | Question not applicable | 01/20/2022 02:27:05 | |||
| 1475758 | Cities 2021 | 2021 | 13067 | City of New Orleans, LA | 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 | 28 | Generation of grid-supplied energy > Heat/cold generation | NE | 01/20/2022 02:27:05 | ||
| 1475759 | Cities 2021 | 2021 | 50555 | City of Hamilton, ON | Canada | 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 | Exacerbation of Non-Communicable Disease Symptoms (e.g. respiratory disease, cardiovascular disease, renal disease) | 01/20/2022 02:27:05 | |||
| 1475760 | Cities 2021 | 2021 | 848135 | San Pedro de la Paz | Chile | Latin America | 10. Transport | 10.4 | Provide information on GHG emissions from the transport sector. | 1 | GHG emissions (tonne CO2e) | 6 | Freight transport | Question not applicable | 01/20/2022 02:27:05 | |||
| 1475761 | Cities 2021 | 2021 | 845132 | Prefeitura de Goiás (Goiás Velho) | Brazil | Latin America | 10. Transport | 10.1 | What is the mode share of each transport mode in your city for passenger transport? | 4 | Ferries/ River boats | 1 | Please complete | Question not applicable | 01/20/2022 02:27:05 | |||
| 1475762 | Cities 2021 | 2021 | 840924 | Prefeitura de Alexânia | Brazil | Latin America | 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. | 2 | Where sources differ from the inventory, identify and explain these additions / exclusions | 0 | Question not applicable | 01/20/2022 02:27:05 | |||
| 1475763 | Cities 2021 | 2021 | 827048 | Zhenjiang Municipal People's Government | China | East Asia | 14. Water Security | Water Supply Management | 14.4a | Please provide more information on your city’s public Water Resource Management strategy. | 3 | Web link | 0 | 01/20/2022 02:27:05 | ||||
| 1475764 | Cities 2021 | 2021 | 60105 | Kirklees Council | United Kingdom of Great Britain and Northern Ireland | Europe | 10. Transport | 10.1 | What is the mode share of each transport mode in your city for passenger transport? | 1 | Private motorized transport | 1 | Please complete | Question not applicable | 01/20/2022 02:27:05 | |||
| 1475765 | Cities 2021 | 2021 | 848407 | Junta Intermunicipal de Medio Ambiente del Ayuquila Alto | Mexico | Latin 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). | 3 | Year data applies to | 5 | Bioenergy (Biomass and Biofuels) | 01/20/2022 02:27:05 | ||||
| 1475766 | Cities 2021 | 2021 | 54388 | Iskandar Regional Development Authority | Malaysia | 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. | 3 | Fuel type or activity | 25 | Question not applicable | 01/20/2022 02:27:05 | |||
| 1475767 | Cities 2021 | 2021 | 840425 | Skövde kommun | Sweden | 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 | Spatial Planning | 01/20/2022 02:27:05 | |||
| 1475768 | Cities 2021 | 2021 | 35878 | City of Sacramento, CA | United States of America | North America | 6. Opportunities | Climate Action Planning | 6.13 | How many people within your city are employed in green jobs/industries? | 4 | Comment | 1 | Green jobs/industries | Question not applicable | 01/20/2022 02:27:05 | ||
| 1475769 | Cities 2021 | 2021 | 35874 | City of Phoenix, AZ | United States of America | North America | 8. Energy | 8.5 | How many households within the municipal boundary face energy poverty? Please select the threshold used for energy poverty in your city. | 2 | Threshold used for energy poverty | 1 | Energy Poverty | Other, please specify: More than 6% | 01/20/2022 02:27:05 | |||
| 1475770 | Cities 2021 | 2021 | 36254 | Comune di Venezia | Italy | 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. | 8 | Emission factor unit (denominator) | 20 | Question not applicable | 01/20/2022 02:27:05 | |||
| 1475771 | Cities 2021 | 2021 | 50540 | City of Albuquerque, NM | United States of America | North America | 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 | City specific methodology | 01/20/2022 02:27:05 | ||
| 1475772 | Cities 2021 | 2021 | 859057 | Kyowa Town | Japan | East Asia | 2. Climate Hazards and Vulnerability | Climate Hazards | 2.1 | Please list the most significant climate hazards faced by your city and indicate the probability and consequence of these hazards, as well as the expected future change in frequency and intensity. Please also select the most relevant assets or services that are affected by the climate hazard and provide a description of the impact. | 1 | Climate Hazards | 0 | 01/20/2022 02:27:05 | ||||
| 1475773 | Cities 2021 | 2021 | 859184 | Nagomi Town | Japan | East Asia | 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 | 3 | Dairy foods | Question not applicable | 01/20/2022 02:27:05 | |||
| 1475774 | Cities 2021 | 2021 | 74670 | Antalya Metropolitan Municipality | Turkey | Europe | 14. Water Security | Water Supply Management | 14.4a | Please provide more information on your city’s public Water Resource Management strategy. | 3 | Web link | 0 | 01/20/2022 02:27:05 | ||||
| 1475775 | Cities 2021 | 2021 | 848249 | Corrales | Colombia | Latin America | 5. Emissions Reduction | Mitigation Target setting | 5.0c | Please provide details of your total city-wide base year intensity target. An intensity target is usually measured per capita or per unit GDP. If you have an absolute emissions reduction target, please select “Base year emissions (absolute) target” in question 5.0. | 10 | Percentage reduction target in emissions intensity | 0 | Question not applicable | 01/20/2022 02:27:05 | |||
| 1475776 | Cities 2021 | 2021 | 74671 | Kadıköy | Turkey | Europe | 10. Transport | 10.0 | Do you have mode share information available to report for the following transport types? | 0 | 0 | Passenger transport | 01/20/2022 02:27:05 | |||||
| 1475777 | Cities 2021 | 2021 | 73701 | San Carlos Sud | Argentina | 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) | 8 | Transportation > On-road | 0 | 01/20/2022 02:27:05 | ||
| 1475778 | Cities 2021 | 2021 | 74673 | İzmir Metropolitan Municipality | Turkey | Europe | 8. Energy | 8.4 | Please report the following energy access related information for your city. | 3 | Average electricity consumption per residential household (MWh/annum) | 1 | Energy access | Question not applicable | 01/20/2022 02:27:05 | |||
| 1475779 | Cities 2021 | 2021 | 31117 | City of Toronto, ON | Canada | North America | 12. Food | 12.0a | Report the tonnes per food group that are served and/or sold through the above mentioned programs. | 2 | Comment | 5 | Tubers or starchy | LOCAL FOODS: local potatoes served in >80% of meals | 01/20/2022 02:27:05 | |||
| 1475780 | Cities 2021 | 2021 | 73759 | Jambi City | Indonesia | Southeast Asia and Oceania | 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 | 1 | Do you subsidise fresh fruits and vegetables? | 1) To increase access to sustainable food, it is necessary to increase production. To increase food production in Jambi City, the Food Crops and Horticulture Sector, the Agriculture and Food Security Service, provides assistance to Farmer Groups in the form of superior quality seeds, and always coordinates with field officers so that appropriate assistance is provided. given well treated. Both in terms of maintenance, fertilization, irrigation and pest and disease control.2) Seeds and seeds for Yard Utilization | 01/20/2022 02:27:05 | |||
| 1475781 | Cities 2021 | 2021 | 73752 | Bontang City | 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. | 2 | If you have no direct emissions to report, please select a notation key to explain why | 31 | Total Emissions (excluding generation of grid-supplied energy) | 01/20/2022 02:27:05 | |||
| 1475782 | Cities 2021 | 2021 | 50356 | Ayuntamiento de Morelia | 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. | 2 | If you have no direct emissions to report, please select a notation key to explain why | 19 | IPPU > Industrial process | Question not applicable | 01/20/2022 02:27:05 | ||
| 1475783 | Cities 2021 | 2021 | 60906 | Municipalidad de Vitacura | Chile | Latin America | 13. Waste | 13.0 | What is the annual solid waste generation in your city? | 2 | Year data applies to | 1 | Please complete | 2020 | 01/20/2022 02:27:05 | |||
| 1475784 | Cities 2021 | 2021 | 68290 | Wyndham City Council | Australia | Southeast Asia and Oceania | 10. Transport | 10.11 | Please provide city-wide average air pollution metrics from the monitoring sites within your city for the most recent three years. | 9 | Publicly available? | 7 | SO2 (Maximum 24-hour average) | Question not applicable | 01/20/2022 02:27:05 | |||
| 1475785 | Cities 2021 | 2021 | 55800 | City of Cambridge, MA | United States of America | North America | 10. Transport | 10.4 | Provide information on GHG emissions from the transport sector. | 1 | GHG emissions (tonne CO2e) | 6 | Freight transport | Question not applicable | 01/20/2022 02:27:05 | |||
| 1475786 | Cities 2021 | 2021 | 60318 | Prefeitura de Porto Velho | 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. | 12 | Please describe the impacts experienced so far, and how you expect the hazard to impact in the future | 5 | O estudo "Índice de vulnerabilidade aos desastres naturais (IVDNS) relacionados às secas no contexto da mudança do clima / MMA, Ml, WWF-Brasil. – Brasília, DF, 2017" destaca para a REGIÃO NORTE em geral que:Algumas áreas cultivadas podem ser impactadas devido aos elevados índices de Exposição Climática e, consequentemente, de Vulnerabilidade. Impactos esses que podem ser cruciais para a operação de usinas hidrelétricas instaladas (FEARNSIDE, 2012). Como a região é coberta em grande parte por florestas, do ponto de vista socioeconômico, espera-se um menor impacto relacionado às Secas. Porém, como essas áreas são ricas em biodiversidade e recursos naturais, populações tradicionais dependem do equilíbrio climático atual para sua subsistência, devendo-se assim dar especial atenção ao desmatamento, ao rompimento da resiliência e da capacidade de suporte das populações tradicionais aí residentes. O estudo considera o IVDNS especifico de PORTO VELHO como "moderado" a "moderadamente alto". | 01/20/2022 02:27:05 | |||
| 1475787 | Cities 2021 | 2021 | 859197 | Iheya 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. | 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 | ||
| 1475788 | Cities 2021 | 2021 | 50211 | Tbilisi City | Georgia | Europe | 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 | 2 | Investments held by the city retirement funds, e.g. by making a commitment to divest from fossil fuels and/or increase sustainable investments? | Question not applicable | 01/20/2022 02:27:05 | ||
| 1475789 | Cities 2021 | 2021 | 54060 | City of Greater Sudbury / Grand Sudbury, ON | Canada | 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. | 14 | Web link | 7 | https://www.greatersudbury.ca/live/water-and-wastewater-services/basement-flooding-and-preventative-plumbing/riisp-subsidy-amounts/ | 01/20/2022 02:27:05 | |||
| 1475790 | Cities 2021 | 2021 | 859145 | Oyamazaki Town | Japan | East Asia | 3. Adaptation | Adaptation Goals | 3.3 | Please describe the main goals of your city’s adaptation efforts and the metrics / KPIs for each goal. | 5 | Does this goal align with a requirement from a higher level of government? | 0 | 01/20/2022 02:27:05 | ||||
| 1475791 | Cities 2021 | 2021 | 840070 | Somerset West and Taunton | United Kingdom of Great Britain and Northern Ireland | Europe | 10. Transport | 10.3 | Please provide the total fleet size and number of vehicle types for the following modes of transport. | 8 | Comment | 4 | Plug in hybrid | DfT vehicle statistics release table VEH0132 identifies that as of Q1 2020 there are 187 PHEVs in the district but this is not broken down by body type. | 01/20/2022 02:27:05 | |||
| 1475792 | Cities 2021 | 2021 | 31117 | City of Toronto, 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. | 14 | Total cost of the project | 40 | 5961876 | 01/20/2022 02:27:05 | |||
| 1475793 | Cities 2021 | 2021 | 60640 | Mbabane City Council | Eswatini | Africa | 3. Adaptation | Adaptation Goals | 3.3 | Please describe the main goals of your city’s adaptation efforts and the metrics / KPIs for each goal. | 4 | Description of metric / indicator used to track goal | 0 | 01/20/2022 02:27:05 | ||||
| 1475794 | Cities 2021 | 2021 | 859055 | Masaki Town | Japan | East Asia | 10. Transport | 10.4 | Provide information on GHG emissions from the transport sector. | 1 | GHG emissions (tonne CO2e) | 5 | Passenger Transport: Taxi/TNC | Question not applicable | 01/20/2022 02:27:05 | |||
| 1475795 | Cities 2021 | 2021 | 73725 | Guaminí | Argentina | 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. | 6 | Most relevant assets / services affected overall | 7 | Environment, biodiversity, forestry | 01/20/2022 02:27:05 | |||
| 1475796 | Cities 2021 | 2021 | 54681 | Prefeitura Municipal de Araçatuba | Brazil | Latin America | 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 | |||
| 1475797 | Cities 2021 | 2021 | 54305 | Rajkot Municipal Corporation | India | South and West 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. | 7 | Where can the data be accessed? | 6 | O3 (Daily maximum 8 hour mean) | Question not applicable | 01/20/2022 02:27:05 | |||
| 1475798 | Cities 2021 | 2021 | 54034 | City of Grand Rapids, MI | United States of America | North America | 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. | 12 | Target year absolute emissions (metric tonnes CO2e) | 9 | Question not applicable | 01/20/2022 02:27:05 | |||
| 1475799 | Cities 2021 | 2021 | 43930 | Gemeente Den Haag | Netherlands | 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. | 1 | Direct emissions (metric tonnes CO2e) | 7 | Total Stationary Energy | 676673 | 01/20/2022 02:27:05 | ||
| 1475800 | Cities 2021 | 2021 | 54026 | City of Tacoma, WA | 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 | 2 | 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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