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2021 Full Cities Dataset for Excel - EMEA
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| 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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 257701 | Cities 2021 | 2021 | 36286 | Comune di Ferrara | 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 | 16 | The action plans to support both citizens and companies that intend to carry out interventions of energy recovery of residential buildings, in particular by exploiting fully the energy incentives for private residential buildings deployedby the State, promoted through the help desks of local administrations dedicated to this purpose spread over the territory.It is intended to achieve this goal by promoting the following activities: promotion of agreements with trade associations and financial operators for facilitate access to credit for energy recovery interventions with new ones low energy equipment and / or high yield heating systems; information to companies regarding the possibility of carrying out interventions by energy recovery through thermal account also in the private sector. Local authorities will be called to monitor the full implementation of the anti-pollution regulations from civil heating, to the obligations associated with Legislative Decree 102/2004 as heat metering and energy savings from systems installations of automation, control and / or thermostatic valves. | 01/20/2022 02:27:05 | |||
| 257702 | Cities 2021 | 2021 | 36286 | Comune di Ferrara | 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. | 13 | Finance status | 35 | Finance secured | 01/20/2022 02:27:05 | |||
| 257703 | Cities 2021 | 2021 | 840521 | City of Denizli | Turkey | Europe | 10. Transport | 10.2 | What is the mode share of each transport mode in your city for freight transport? | 2 | Comment | 6 | In-land waterways | Question not applicable | 01/20/2022 02:27:05 | |||
| 257704 | Cities 2021 | 2021 | 44077 | Kampala City | Uganda | 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. | 9 | Publicly available? | 6 | O3 (Daily maximum 8 hour mean) | Question not applicable | 01/20/2022 02:27:05 | |||
| 257705 | Cities 2021 | 2021 | 60178 | Linköpings kommun | Sweden | Europe | 8. Energy | 8.1 | Please indicate the source mix of electricity consumed in your city. | 5 | Hydro | 1 | Electricity source | 36.5 | 01/20/2022 02:27:05 | |||
| 257706 | Cities 2021 | 2021 | 55325 | Município de Águeda | Portugal | Europe | 12. Food | 12.1 | What is the per capita meat and dairy consumption (kg/yr) in your city? | 2 | Year data applies to | 2 | Dairy consumption per capita (kg/year) | 2015 | 01/20/2022 02:27:05 | |||
| 257707 | Cities 2021 | 2021 | 840425 | Skövde kommun | Sweden | Europe | 2. Climate Hazards and Vulnerability | Climate Hazards | 2.1 | Please list the most significant climate hazards faced by your city and indicate the probability and consequence of these hazards, as well as the expected future change in frequency and intensity. Please also select the most relevant assets or services that are affected by the climate hazard and provide a description of the impact. | 6 | Most relevant assets / services affected overall | 5 | Emergency services | 01/20/2022 02:27:05 | |||
| 257708 | Cities 2021 | 2021 | 60216 | Växjö 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. | 3 | Indirect emissions from the use of grid-supplied electricity, heat, steam and/or cooling (metric tonnes CO2e) | 26 | Generation of grid-supplied energy > Electricity-only generation | 2176 | 01/20/2022 02:27:05 | ||
| 257709 | Cities 2021 | 2021 | 63543 | Fredensborg Kommune | Denmark | 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. | 6 | Emission factor value | 5 | Question not applicable | 01/20/2022 02:27:05 | |||
| 257710 | Cities 2021 | 2021 | 54518 | Helsingborgs stad | Sweden | Europe | 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. | 6 | Year target was set | 8 | 2018 | 01/20/2022 02:27:05 | |||
| 257711 | Cities 2021 | 2021 | 60092 | Porvoon 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. | 4 | Implementation status | 6 | Operation | 01/20/2022 02:27:05 | |||
| 257712 | Cities 2021 | 2021 | 54488 | Trondheim kommune | Norway | Europe | 7. Local Government Emissions | Local Government Operations GHG Emissions Data | 7.6 | Please provide total (Scope 1 + Scope 2) GHG emissions for your local government operations, in metric tonnes CO2e. | 2 | Total Scope 1 emissions (metric tonnes CO2e) | 1 | Local government emissions breakdown | Question not applicable | 01/20/2022 02:27:05 | ||
| 257713 | Cities 2021 | 2021 | 31163 | Istanbul Metropolitan Municipality | Turkey | Europe | 8. Energy | 8.3a | Please provide details on your city’s energy efficiency targets. | 9 | Plans to meet target (include details on types of energy in thermal /electricity) | 1 | All the reneweble energy, energy efficiency, and etc. issues are planning to be re-worked in IMM's new SECAP. It is now in preparation so, any concrete targets, actions, goals can not be written in this section. | 01/20/2022 02:27:05 | ||||
| 257714 | Cities 2021 | 2021 | 50203 | Gaziantep 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. | 21 | Name of the engagement activities | 48 | Question not applicable | 01/20/2022 02:27:05 | |||
| 257715 | Cities 2021 | 2021 | 59180 | Middelfart Kommune | Denmark | Europe | 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. | 8 | Base year emissions per intensity unit (metric tonnes CO2e per denominator) | 0 | Question not applicable | 01/20/2022 02:27:05 | |||
| 257716 | Cities 2021 | 2021 | 859253 | Mora kommun | Sweden | Europe | 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. | 5 | Areas covered by action plan | 1 | Social Services | 01/20/2022 02:27:05 | |||
| 257717 | Cities 2021 | 2021 | 43917 | Obshtina Sofia | Bulgaria | 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? | 5 | NO2 (1 year (annual) mean) | Question not applicable | 01/20/2022 02:27:05 | |||
| 257718 | Cities 2021 | 2021 | 831923 | Muğla | Turkey | Middle East | 13. Waste | 13.4 | What is the amount of solid waste being treated (tonnes/year) through the methods listed. | 1 | Tonnes/year | 3 | Composting | Question not applicable | 01/20/2022 02:27:05 | |||
| 257719 | Cities 2021 | 2021 | 54492 | Bergen kommune | Norway | 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. | 13 | Finance status | 1 | Finance secured | 01/20/2022 02:27:05 | |||
| 257720 | Cities 2021 | 2021 | 862468 | Borlänge kommun | Sweden | Europe | 10. Transport | 10.3 | Please provide the total fleet size and number of vehicle types for the following modes of transport. | 2 | Number of buses | 2 | Electric | 01/20/2022 02:27:05 | ||||
| 257721 | Cities 2021 | 2021 | 1499 | Ajuntament de Barcelona | Spain | 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. | 4 | Please describe how the factor supports or challenges the adaptive capacity of your city | 4 | Main challenges regarding the cost of living in Barcelona are related with the accesibilty to affordable housing and the increase of food and basic services prices | 01/20/2022 02:27:05 | |||
| 257722 | Cities 2021 | 2021 | 36426 | Rīgas valstspilsētas pašvaldība | Latvia | Europe | 7. Local Government Emissions | Local Government Operations GHG Emissions Data | 7.6 | Please provide total (Scope 1 + Scope 2) GHG emissions for your local government operations, in metric tonnes CO2e. | 3 | Total Scope 2 emissions (metric tonnes CO2e) | 1 | Local government emissions breakdown | Question not applicable | 01/20/2022 02:27:05 | ||
| 257723 | Cities 2021 | 2021 | 36159 | Município de Lisboa | Portugal | Europe | 2. Climate Hazards and Vulnerability | Climate Hazards | 2.1 | Please list the most significant climate hazards faced by your city and indicate the probability and consequence of these hazards, as well as the expected future change in frequency and intensity. Please also select the most relevant assets or services that are affected by the climate hazard and provide a description of the impact. | 12 | Please describe the impacts experienced so far, and how you expect the hazard to impact in the future | 2 | It affects the quality of life and mobility, disruption of economic activities and damage to buildings, infrastructure and public space. In the medium term, it is expected that the magnitude of this impact will decrease with the implementation of the Drainage Master Plan. | 01/20/2022 02:27:05 | |||
| 257724 | Cities 2021 | 2021 | 69824 | Västerviks kommun | Sweden | 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). | 4 | Comment | 4 | Wind | 01/20/2022 02:27:05 | ||||
| 257725 | Cities 2021 | 2021 | 50678 | Município de Évora | Portugal | Europe | 7. Local Government Emissions | Local Government Operations GHG Emissions Data | 7.8 | Please indicate if your local government operations emissions have increased, decreased, or stayed the same since your last emissions inventory, and please describe why. | 2 | Primary reason for change | 1 | Please explain | Question not applicable | 01/20/2022 02:27:05 | ||
| 257726 | Cities 2021 | 2021 | 832497 | Bridgend County Borough Council | United Kingdom of Great Britain and Northern Ireland | Europe | 7. Local Government Emissions | Local Government Operations GHG Emissions Data | 7.6 | Please provide total (Scope 1 + Scope 2) GHG emissions for your local government operations, in metric tonnes CO2e. | 4 | Comment | 1 | Local government emissions breakdown | Question not applicable | 01/20/2022 02:27:05 | ||
| 257727 | Cities 2021 | 2021 | 31175 | Ville de Paris | France | 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 | 6 | Energy Supply > Low or zero carbon energy supply generation | https://cdn.paris.fr/paris/2020/01/09/1253320023851dec2f8506f83cfe5289.pdfAnnual report 2019 Paris Climate Action PlanFinancial amounts expressed in euros | 01/20/2022 02:27:05 | ||
| 257728 | Cities 2021 | 2021 | 43920 | Mestna občina Ljubljana | Slovenia | Europe | 6. Opportunities | Opportunities | 6.0 | Please indicate the opportunities your city has identified as a result of addressing climate change and describe how the city is positioning itself to take advantage of these opportunities. | 2 | Describe how the city is maximizing this opportunity | 6 | Where possible the partnership contracts are signed with the goals to improve all items considering sustainable development of the city. The partnerships include PPP's (https://www.ljubljana.si/sl/mestna-obcina/informacije-javnega-znacaja/register-predpisov/javne-finance/javno-zasebno-partnerstvo/), energy contracting etc. | 01/20/2022 02:27:05 | |||
| 257729 | Cities 2021 | 2021 | 31165 | Stadt Heidelberg | Germany | 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 | 1 | Stationary energy > Residential buildings | 01/20/2022 02:27:05 | |||
| 257730 | Cities 2021 | 2021 | 43920 | Mestna občina Ljubljana | Slovenia | 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. | 20 | Role in the GCC program | 4 | Question not applicable | 01/20/2022 02:27:05 | |||
| 257731 | Cities 2021 | 2021 | 859253 | Mora 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. | 3 | Indirect emissions from the use of grid-supplied electricity, heat, steam and/or cooling (metric tonnes CO2e) | 3 | Stationary energy > Institutional buildings & facilities | 01/20/2022 02:27:05 | |||
| 257732 | Cities 2021 | 2021 | 71557 | Quelimane Municipal Council | Mozambique | Africa | 0. Introduction | 0.1 | Please give a general description and introduction to your city including your city’s reporting boundary in the table below. | 1 | Administrative boundary | 1 | Please complete | City / Municipality | 01/20/2022 02:27:05 | |||
| 257733 | Cities 2021 | 2021 | 832500 | Darlington 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. | 7 | Please explain any excluded sources, identify any emissions covered under an ETS and provide any other comments | 30 | Total Generation of grid-supplied energy | Question not applicable | 01/20/2022 02:27:05 | ||
| 257734 | Cities 2021 | 2021 | 31174 | Moscow Government | Russian Federation | 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 | 01/20/2022 02:27:05 | ||||
| 257735 | Cities 2021 | 2021 | 31173 | Comune di Milano | Italy | Europe | 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 | No | 01/20/2022 02:27:05 | ||
| 257736 | Cities 2021 | 2021 | 60104 | Cambridge 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. | 15 | Total cost provided by the local government | 1 | 01/20/2022 02:27:05 | ||||
| 257737 | Cities 2021 | 2021 | 843399 | Wandsworth Council | United Kingdom of Great Britain and Northern Ireland | Europe | 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) | 1 | Same – covers entire city and nothing else | 01/20/2022 02:27:05 | |||
| 257738 | Cities 2021 | 2021 | 60105 | Kirklees 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. | 6 | Transport Network Companies (e.g. Uber, Lyft) fleet size | 1 | Total fleet size | 01/20/2022 02:27:05 | ||||
| 257739 | Cities 2021 | 2021 | 36493 | Comune di Pescara | Italy | Europe | 8. Energy | 8.1 | Please indicate the source mix of electricity consumed in your city. | 6 | Bioenergy (Biomass and Biofuels) | 1 | Electricity source | 0 | 01/20/2022 02:27:05 | |||
| 257740 | 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. | 23 | Attach reference document | 4 | Question not applicable | 01/20/2022 02:27:05 | |||
| 257741 | Cities 2021 | 2021 | 60185 | Vantaan kaupunki | Finland | Europe | 1. Governance and Data Management | Governance | 1.6 | Please provide information on the overall impact of COVID-19 on climate action in your city. | 1 | Impact of COVID-19 on climate action in your city | 1 | Response | No change on emphasis on climate action | 01/20/2022 02:27:05 | ||
| 257742 | Cities 2021 | 2021 | 31148 | Gemeente Amsterdam | Netherlands | Europe | 10. Transport | 10.1 | What is the mode share of each transport mode in your city for passenger transport? | 7 | Taxis or shared vehicles (i.e. for hire vehicles) | 1 | Please complete | Question not applicable | 01/20/2022 02:27:05 | |||
| 257743 | Cities 2021 | 2021 | 55325 | Município de Águeda | Portugal | Europe | 11. Urban Planning | 11.1 | Report the total population living within 500m of a mass transit station, with mass transit defined as any Bus Rapid Transit (BRT), light rail, other rail-based transit modes or frequent bus services (average of five times an hour from 7 a.m. to 9 p.m. on a weekday). | 2 | Comment | 1 | Total population living within 500m of a mass transit station | Question not applicable | 01/20/2022 02:27:05 | |||
| 257744 | Cities 2021 | 2021 | 54488 | Trondheim kommune | Norway | 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. | 13 | Finance status | 1 | Finance secured | The measures presented here are mitigation actions presented in the Climate Budget 2020. In practice these actions are often groups of measures. More detailed measures are to be found in the Action Programme 2020.All emissions reductions are yearly in relation to the the reference projection for 2020 | 01/20/2022 02:27:05 | ||
| 257745 | Cities 2021 | 2021 | 36158 | Comune di Napoli | 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. | 4 | If you have no indirect emissions to report, please select a notation key to explain why | 4 | Stationary energy > Industrial buildings & facilities | IE | 01/20/2022 02:27:05 | ||
| 257746 | Cities 2021 | 2021 | 62855 | Egedal Kommune | Denmark | 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. | 3 | Indirect emissions from the use of grid-supplied electricity, heat, steam and/or cooling (metric tonnes CO2e) | 17 | Waste > Wastewater | 01/20/2022 02:27:05 | |||
| 257747 | Cities 2021 | 2021 | 50681 | Município de Funchal | Portugal | Europe | Submit your response | Response Language | What language are you submitting your response in? | 0 | 0 | English | 01/20/2022 02:27:05 | |||||
| 257748 | Cities 2021 | 2021 | 63543 | Fredensborg Kommune | Denmark | 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. | 1 | Applicable sub-sector | 35 | Question not applicable | 01/20/2022 02:27:05 | |||
| 257749 | Cities 2021 | 2021 | 74673 | İzmir Metropolitan Municipality | Turkey | Europe | 3. Adaptation | Adaptation Actions | 3.0 | Please describe the main actions you are taking to reduce the risk to, and vulnerability of, your city’s infrastructure, services, citizens, and businesses from climate change as identified in the Climate Hazards section. | 6 | Co-benefit area | 6 | Improved access to and quality of mobility services and infrastructure | 01/20/2022 02:27:05 | |||
| 257750 | Cities 2021 | 2021 | 50678 | Município de Évora | 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. | 18 | Web link to action website | 9 | https://www.eeagrants.gov.pt/pt/programas/ambiente/projetos/projetos/alem-risco/ | Redução de emissões estimadaO município de Évora é parceiro no Projeto de Promoção de Eficiência Energética na Iluminação Pública através da sua participação na Comunidade Intermunicipal do Alentejo Central, o Custo total do projeto apresentado corresponde apenas ao valor relativo ao município de Évora, e consequentemente o mesmo acontece para os valores apresentados nos campos Custo total fornecido pelo governo local e Custo total proporcionado pela principal fonte de financiamento. | 01/20/2022 02:27:05 |
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Description
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’.
This dataset contains the full responses of publicly disclosing cities in 2021. The platform is still open and the dataset is updated daily to reflect new submissions.
To view the cities 2021 questionnaire guidance, including all questions asked to cities in 2021, visit https://www.cdp.net/en/guidance/guidance-for-cities.
For any questions, including 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.
This view contains data from the CDP Cities Europe, CDP Cities Africa and CDP Cites Middle East Authority Regions.
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