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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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1503201 | Cities 2021 | 2021 | 63562 | City of South Bend, IN | United States of America | North America | 13. Waste | 13.6 | Does your city have any of the following initiatives, policies and/or regulations. | 1 | Response | 3 | City-wide segregated waste collection (food waste/organics, recycling, residual/rubbish) policy for majority of businesses and residences. | Question not applicable | 01/20/2022 02:27:05 | |||
| 1503202 | Cities 2021 | 2021 | 35268 | City of Boston, MA | United States of America | 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. | 5 | Gas | 5 | Question not applicable | 01/20/2022 02:27:05 | |||
| 1503203 | Cities 2021 | 2021 | 840371 | Falköpings kommun | Sweden | 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 | 3 | 01/20/2022 02:27:05 | ||||
| 1503204 | Cities 2021 | 2021 | 55801 | City of West Palm Beach, FL | United States of America | North America | 8. Energy | 8.1a | Please indicate the source mix of thermal energy (heating and cooling) consumed in your city. | 6 | Solar (Thermal) | 1 | Thermal energy consumption | 0 | 01/20/2022 02:27:05 | |||
| 1503205 | Cities 2021 | 2021 | 58595 | Municipalidad de Belén | 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. | 10 | Completeness of data (%) | 6 | O3 (Daily maximum 8 hour mean) | 95 | 01/20/2022 02:27:05 | |||
| 1503206 | Cities 2021 | 2021 | 74463 | Village of Park Forest, IL | 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. | 3 | Level of degree to which factor challenges/supports the adaptive capacity of your city | 5 | Significantly supports | 01/20/2022 02:27:05 | |||
| 1503207 | Cities 2021 | 2021 | 859063 | Atsuma 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. | 5 | Emissions occurring outside the city boundary as a result of in-city activities (metric tonnes CO2e) | 16 | Waste > Incineration and open burning | Question not applicable | 01/20/2022 02:27:05 | ||
| 1503208 | Cities 2021 | 2021 | 31173 | Comune di Milano | 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. | 12 | Action description and implementation progress | 8 | This action deals with decarbonisation of energy sources and new technologies for heating buildings (residential and other intended uses) and domestic hot water production . The intent is a a gradual shift from fossil fuels towards the use of renewable sources and recovery heat in order to achieve the long-term goal of a zero-emission energy supply, The planning of this process must take into account the sources and technologies available and envisaged for the next few years, the current state and potential development of the networks (electricity, gas and district heating), the characteristics of the users (existing building stock and new settlement developments). With respect to sources and technologies, the following are mainly taken into consideration :• groundwater heat pumps or that use the aqueduct network at the pumping stations as an exchange source , the sewer network, the effluents of the waste water treatment plants• aerothermal heat pumps• waste heat from industrial and tertiary activities (eg computer centers).Accordingly, a plan will be defined for the decarbonisation of thermal energy by 2050, with an intermediate transformation and development program by 2030, shared with the various energy operators (distributors of electricity and natural gas , district heating operators, university research institutes). This Plan must be coordinated and integrated with the measures relating to the energy efficiency of buildings. For the development of the Plan, the mapping of renewable sources and recovery heat will also be used, which will be developed in collaboration with the Politecnico di Milano, as part of the Climate Kic - DDMI (Deep Demonstration Milan) project.Finally, the implementation of pilot projects is expected, the results of which will provide useful elements for updating the strategy itself | 01/20/2022 02:27:05 | |||
| 1503209 | Cities 2021 | 2021 | 859097 | Yamato City | Japan | 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. | 4 | Climate hazards factored into plan that addresses climate change adaptation | 0 | Question not applicable | 01/20/2022 02:27:05 | |||
| 1503210 | Cities 2021 | 2021 | 859080 | Namie 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 | 1 | Vegetables | Question not applicable | 01/20/2022 02:27:05 | |||
| 1503211 | Cities 2021 | 2021 | 839970 | San Justo (Argentina) | 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. | 14 | Total cost of the project | 31 | 01/20/2022 02:27:05 | ||||
| 1503212 | Cities 2021 | 2021 | 54537 | Sunderland City Council | United Kingdom of Great Britain and Northern Ireland | Europe | 5. Emissions Reduction | Mitigation Actions | 5.4 | Describe the anticipated outcomes of the most impactful mitigation actions your city is currently undertaking; the total cost of the action and how much is being funded by the local government. | 9 | Renewable energy production (MWh) | 3 | 160.05 | 01/20/2022 02:27:05 | |||
| 1503213 | Cities 2021 | 2021 | 31169 | Government of Hong Kong Special Administrative Region | China, Hong Kong Special Administrative Region | 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. | 6 | Emission factor value | 37 | 18.56 | 01/20/2022 02:27:05 | |||
| 1503214 | Cities 2021 | 2021 | 73671 | Godoy Cruz | Argentina | Latin America | 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. | 4 | Explanation of boundary choice where the inventory boundary differs from the city boundary (include inventory boundary, GDP and population) | 0 | Question not applicable | 01/20/2022 02:27:05 | |||
| 1503215 | Cities 2021 | 2021 | 50208 | Adana Metropolitan Municipality | Turkey | Europe | 5. Emissions Reduction | Mitigation Target setting | 5.3a | Please provide details on the use of transferable emissions. | 4 | Please identify which target this refers to and describe the transferable emissions unit in particular the source of the transferable units | 0 | Question not applicable | 01/20/2022 02:27:05 | |||
| 1503216 | Cities 2021 | 2021 | 859091 | Matsubushi Town | Japan | East Asia | 8. Energy | 8.1 | Please indicate the source mix of electricity consumed in your city. | 3 | Oil | 1 | Electricity source | 01/20/2022 02:27:05 | ||||
| 1503217 | Cities 2021 | 2021 | 36286 | Comune di Ferrara | Italy | 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. | 12 | Total cost provided by the local government (currency) | 4 | 0 | 01/20/2022 02:27:05 | |||
| 1503218 | Cities 2021 | 2021 | 18078 | Swale Borough Council | United Kingdom of Great Britain and Northern Ireland | 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) | 28 | Generation of grid-supplied energy > Heat/cold generation | Question not applicable | 01/20/2022 02:27:05 | ||
| 1503219 | Cities 2021 | 2021 | 31175 | Ville de Paris | France | 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. | 9 | Finance status | 18 | Finance secured | 01/20/2022 02:27:05 | |||
| 1503220 | Cities 2021 | 2021 | 35910 | Pune Municipal Corporation | India | South and West Asia | 13. Waste | 13.6 | Does your city have any of the following initiatives, policies and/or regulations. | 1 | Response | 7 | Criteria to design for durability, reparability and recycling in public procurement | Question not applicable | 01/20/2022 02:27:05 | |||
| 1503221 | Cities 2021 | 2021 | 54329 | Bogor City Government | Indonesia | Southeast Asia and Oceania | 14. Water Security | Water Supply | 14.2 | Are you aware of any substantive current or future risks to your city’s water security? | 0 | 0 | Yes | 01/20/2022 02:27:05 | ||||
| 1503222 | Cities 2021 | 2021 | 863086 | Embu City | Kenya | Africa | 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. | 5 | Is this inventory a base year inventory or a recalculated version of a previously reported inventory? | 0 | 01/20/2022 02:27:05 | ||||
| 1503223 | Cities 2021 | 2021 | 43937 | Wellington City Council | New Zealand | Southeast Asia and Oceania | 5. Emissions Reduction | Mitigation Actions | 5.4 | Describe the anticipated outcomes of the most impactful mitigation actions your city is currently undertaking; the total cost of the action and how much is being funded by the local government. | 8 | Energy savings (MWh) | 8 | 01/20/2022 02:27:05 | ||||
| 1503224 | Cities 2021 | 2021 | 54538 | Bath and North East Somerset | 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. | 3 | Means of implementation | 4 | Policy and regulation | 01/20/2022 02:27:05 | |||
| 1503225 | Cities 2021 | 2021 | 31180 | Región Metropolitana de Santiago | Chile | Latin America | 2. Climate Hazards and Vulnerability | Climate Risk and Vulnerability Assessment | 2.0b | Please attach and provide details on your climate change risk and vulnerability assessment. Please provide details on the boundary of your assessment, and where this differs from your city’s boundary, please provide an explanation. | 8 | Areas/sectors covered by the risk and vulnerability assessment | 1 | Public health | 01/20/2022 02:27:05 | |||
| 1503226 | Cities 2021 | 2021 | 55181 | City of Matsuyama | Japan | East Asia | 4. City-wide Emissions | City-wide GHG Emissions Data | 4.6a | The Global Covenant of Mayors requires committed cities to report their inventories in the format of the new Common Reporting Framework, to encourage standard reporting of emissions data. Please provide a breakdown of your city-wide emissions by sector and sub-sector in the table below. Where emissions data is not available, please use the relevant notation keys to explain the reason why. | 3 | Indirect emissions from the use of grid-supplied electricity, heat, steam and/or cooling (metric tonnes CO2e) | 10 | Transportation > Waterborne navigation | Question not applicable | 01/20/2022 02:27:05 | ||
| 1503227 | Cities 2021 | 2021 | 49330 | Kansas City, MO | United States of America | North 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? | 3 | Energy efficiency target | 2 | Municipal | Question not applicable | 01/20/2022 02:27:05 | |||
| 1503228 | Cities 2021 | 2021 | 859085 | Sayama City | 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 | 0 | 01/20/2022 02:27:05 | ||||
| 1503229 | Cities 2021 | 2021 | 31446 | Taipei City Government | Taiwan, Greater China | East Asia | 4. City-wide Emissions | GCoM Emission Factor and Activity Data | 4.14a | Please provide a summary of emissions factors and activity data used in your inventory. | 8 | Emission factor unit (denominator) | 27 | Question not applicable | 01/20/2022 02:27:05 | |||
| 1503230 | Cities 2021 | 2021 | 859078 | Town of Yabuki | Japan | East Asia | 6. Opportunities | Collaboration | 6.2 | Does your city collaborate in partnership with businesses and/or industries in your city on sustainability projects? | 0 | 0 | 01/20/2022 02:27:05 | |||||
| 1503231 | Cities 2021 | 2021 | 59653 | City of Manhattan Beach, CA | United States of America | North America | 0. Introduction | City Details | 0.5 | Please provide details of your city’s current population. Report the population in the year of your reported inventory, if possible. | 4 | Projected population year | 1 | Please complete | 2021 | 01/20/2022 02:27:05 | ||
| 1503232 | Cities 2021 | 2021 | 54529 | City of Leicester | United Kingdom of Great Britain and Northern Ireland | 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 | 28 | Generation of grid-supplied energy > Heat/cold generation | 01/20/2022 02:27:05 | |||
| 1503233 | Cities 2021 | 2021 | 831618 | Yaoundé 4 | Cameroon | 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. | 5 | Number of monitoring stations | 5 | NO2 (1 year (annual) mean) | Question not applicable | 01/20/2022 02:27:05 | |||
| 1503234 | Cities 2021 | 2021 | 863436 | Stadt Thun | Switzerland | Europe | 2. Climate Hazards and Vulnerability | Climate Risk and Vulnerability Assessment | 2.0b | Please attach and provide details on your climate change risk and vulnerability assessment. Please provide details on the boundary of your assessment, and where this differs from your city’s boundary, please provide an explanation. | 3 | Year of publication or approval from local government | 0 | Question not applicable | 01/20/2022 02:27:05 | |||
| 1503235 | Cities 2021 | 2021 | 11315 | City of Manchester | United Kingdom of Great Britain and Northern Ireland | 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 | 16 | Waste > Incineration and open burning | IE | 01/20/2022 02:27:05 | ||
| 1503236 | Cities 2021 | 2021 | 35879 | City of Minneapolis, MN | 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. | 5 | Emissions occurring outside the city boundary as a result of in-city activities (metric tonnes CO2e) | 13 | Total Transport | 01/20/2022 02:27:05 | |||
| 1503237 | Cities 2021 | 2021 | 859162 | Fukuyama City | Japan | East Asia | 2. Climate Hazards and Vulnerability | Climate Hazards | 2.3 | Is your city facing risks to public health or health systems associated with climate change? | 0 | 0 | 01/20/2022 02:27:05 | |||||
| 1503238 | Cities 2021 | 2021 | 60185 | Vantaan kaupunki | Finland | Europe | 10. Transport | 10.9 | How many instances of exceeding your city’s Air Quality Index standards for the Air Quality Index (AQI) has your city experienced? | 2 | Unit | 0 | Question not applicable | 01/20/2022 02:27:05 | ||||
| 1503239 | Cities 2021 | 2021 | 58871 | City of Salem, MA | United States of America | North 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. | 15 | Select the initiatives that this target contributes towards | 2 | Question not applicable | 01/20/2022 02:27:05 | |||
| 1503240 | Cities 2021 | 2021 | 31173 | Comune di Milano | Italy | Europe | 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 | 2 | Fast 7-22kw | 202 | 01/20/2022 02:27:05 | |||
| 1503241 | Cities 2021 | 2021 | 49327 | City of Providence, RI | 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 | 6 | Land use planning | 01/20/2022 02:27:05 | |||
| 1503242 | Cities 2021 | 2021 | 31157 | City of Delhi | India | South and West Asia | 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. | 1 | Number of households within the city boundary that face energy poverty | 1 | Energy Poverty | Question not applicable | 01/20/2022 02:27:05 | |||
| 1503243 | Cities 2021 | 2021 | 31117 | City of Toronto, ON | Canada | North America | 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. | 2 | Inventory date to | 4 | 2016-12-31 | 01/20/2022 02:27:05 | |||
| 1503244 | Cities 2021 | 2021 | 50354 | Alcaldía de Tegucigalpa | Honduras | Latin America | 5. Emissions Reduction | Mitigation Target setting | 5.0b | Please provide details of your total fixed level target(s). | 9 | Target year absolute emissions (metric tonnes CO2e) | 1 | 1048949 | 01/20/2022 02:27:05 | |||
| 1503245 | Cities 2021 | 2021 | 852466 | South Gloucestershire Council | 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. | 1 | Number of private cars | 5 | Hydrogen | First year of CDP questionnaire. Data will be sourced for this section next year. | 01/20/2022 02:27:05 | |||
| 1503246 | Cities 2021 | 2021 | 36426 | Rīgas valstspilsētas pašvaldība | Latvia | Europe | 10. Transport | 10.3 | Please provide the total fleet size and number of vehicle types for the following modes of transport. | 5 | Number of taxis | 4 | Plug in hybrid | CommentsYear 2019Total fleet sizeNumber of private cars – 220 218Number of buses – 1 650Number of freight vehicles – 33 713Sources of information: Central Statistical Bureau of Latvia | 01/20/2022 02:27:05 | |||
| 1503247 | Cities 2021 | 2021 | 54478 | Gemeente Nijmegen | Netherlands | 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. | 7 | Where can the data be accessed? | 7 | SO2 (Maximum 24-hour average) | Question not applicable | 01/20/2022 02:27:05 | |||
| 1503248 | Cities 2021 | 2021 | 50357 | Ciudad de Mendoza | 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. | 21 | Name of the engagement activities | 6 | Question not applicable | 01/20/2022 02:27:05 | |||
| 1503249 | Cities 2021 | 2021 | 58569 | City of Podgorica | Montenegro | 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 | 17 | Waste > Wastewater | Question not applicable | 01/20/2022 02:27:05 | ||
| 1503250 | Cities 2021 | 2021 | 834143 | Hokuto City | Japan | East Asia | 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. | 3 | Comment | 1 | Energy Poverty | 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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