AndreaBozzo/ceres-open-data-index huggingface dataset:
SP ENW - GIS - Conductor - Lancaster

Dataset Classification - Shared SP ENW - GIS - Conductors - Lancaster This dataset depicts the sections of underground and overhead conductors, which are owned by SP ENW and are located within the referenced Local Authority area. This dataset does not knowingly contain any privately owned assets. Due to the sensitivities associated to the information contained in this dataset, SP ENW have classified the openness of this dataset as 'Shared' - As such, it is currently only available to government departments, agencies, public bodies and local authorities. Those users meeting the above criteria, can apply for access to this dataset by completing the Request Form [ HERE]. A specific 'Shared Data' licence has been developed for datasets classified in this manner, this licence can be accessed [ HERE]. Any user requesting access to a 'Shared' dataset, are considered to have understood and accepted the specified Terms and Conditions of this licence. While we use reasonable endeavours to ensure that the data contained within this dataset is accurate, we do not accept any responsibility or liability for the accuracy or the completeness of the content held, or for any loss which may arise from reliance on this dataset and/or its related information. If you have any other query related to this SP ENW - GIS - Conductor dataset, please contact us [ HERE] *Actual dataset content is available to registered users only – If you have not already done so, log-in or create new account below* New User? - Create your new account [ HERE] Already registered as a SP ENW Portal User? - Log-In [ HERE] Have you an ODS Portal account created elsewhere? - Log-In [ HERE]
SP ENW - GIS - Conductor - St. Helens

Dataset Classification - Shared SP ENW - GIS - Conductors - St. Helens This dataset depicts the sections of underground and overhead conductors, which are owned by SP ENW and are located within the referenced Local Authority area. This dataset does not knowingly contain any privately owned assets. Due to the sensitivities associated to the information contained in this dataset, SP ENW have classified the openness of this dataset as 'Shared' - As such, it is currently only available to government departments, agencies, public bodies and local authorities. Those users meeting the above criteria, can apply for access to this dataset by completing the Request Form [ HERE]. A specific 'Shared Data' licence has been developed for datasets classified in this manner, this licence can be accessed [ HERE]. Any user requesting access to a 'Shared' dataset, are considered to have understood and accepted the specified Terms and Conditions of this licence. While we use reasonable endeavours to ensure that the data contained within this dataset is accurate, we do not accept any responsibility or liability for the accuracy or the completeness of the content held, or for any loss which may arise from reliance on this dataset and/or its related information. If you have any other query related to this SP ENW - GIS - Conductor dataset, please contact us [ HERE] *Actual dataset content is available to registered users only – If you have not already done so, log-in or create new account below* New User? - Create your new account [ HERE] Already registered as a SP ENW Portal User? - Log-In [ HERE] Have you an ODS Portal account created elsewhere? - Log-In [ HERE]
Data Centres by Local Authority

## Introduction This dataset shows the capacity of operational and pipeline data centres in local authority districts that UK Power Networks has projects in. This list has been determined using internal systems UK Power Networks uses to manage all committed projects in the process of connecting to our network, and authoritative open data provided by the Office for National Statistics (ONS). To protect the identity of the sites, only capacities (in megavolt amperes, or MVA) have been disclosed and are aggregated at the local authority district level. ## Methodological Approach * Operational and pipeline data centre projects are identified through desktop exercises using UK Power Networks' internal customer relationship management system and extracted. * * Operational data centres were identified using internal desktop exercises and corroboration with external sources. * Pipeline data centre projects are projects that have accepted their connection offer, paid the application fee and have been committed to our delivery plans. * Using the ONS' authoritative dataset named "ONS Postcode Directory (February 2025) for the UK", a local authority district is allocated to each data centre project based on its postcode provided to UK Power Networks in the application stage. * Using the ONS' authoritative dataset named "Local Authority District to County and Unitary Authority (April 2025) Lookup in the UK (V2)", a county or unitary authority is allocated to each local authority district. * Capacities for both connected and pipeline data centres (in MVA) are then summed up to local authority district level. * The resultant capacity figures are then cross-checked to ensure all projects matched on to a local authority district. Any discrepancies are manually reviewed. ## Quality Control Statement Quality Control Measures include: * The dataset is primarily built upon internal data, relating to data centre projects in UK Power Networks' licence areas. * Data have been checked with both automatic and manual validation methods. ## Assurance Statement The dataset is generated through a manual process, conducted by the Distribution System Operator's Regional Development Team. The dataset will be reviewed quarterly to assess any changes, and to determine if any updates to the methodology are necessary. This process ensures that the dataset remains relevant and reflective of the data centre projects UK Power Networks is aware of. To protect the identity of the sites, only capacities (in megavolt amperes, or MVA) have been disclosed and are aggregated at the local authority district level so as not to disclose the identity of any one person or business. ## Other Download dataset information: [Metadata (JSON)] Definitions of key terms related to this dataset can be found in the Open Data Portal Glossary: [https://ukpowernetworks.opendatasoft.com/pages/glossary/] To view this data please register and login.
Database of bat acoustic activity at onshore wind turbine nacelles

[Lien vers la fiche source] This database is the result of data collection and preparation over 5 projects conducted at CESCO (UMR7204 - MNHN) and funded between 2020 and 2025 by France Renouvelables, ADEME, the FRB and the CNRS. The aim of these projects was to train algorithms to predict the collision risk between onshore wind turbines and bats, using data from continuous acoustic monitoring at wind turbine nacelles carried out as part of French ICPE regulatory monitoring. The database compiles the results of the identification of recording files, which have all been processed in a homogeneous manner using the TADARIDA software developed by CESCO (UMR7204 - MNHN). These data consist of a sum of 5-second acoustic detections of bats for each time slot on each date for each site. There are four versions of the database, corresponding to different sizes of time slot in which the sum of detections was made: the whole night, per 10, 5 or 2.5% of the night elapsed. For each of these bat detection sums, the operation of the wind turbine, the weather conditions and other contextual information are documented, making it possible to model the factors influencing bat activity around wind turbines. This database contains a total of more than 130 sites across metropolitan France, totalling more than 29,000 nights of monitoring over 7 years between 2017 and 2023. It is being used to train algorithms to predict bat activity at specific times in the future, which will enable more effective management of wind turbine operation so as to minimise their ecological impact.
UK Power Networks Licence Area HV Underground Cables

## Introduction Shapefile showing UK Power Networks' high voltage (1kV - 33kV) underground cables. ## Methodological Approach * Data Extraction: Shapefiles are extracted from our geospatial mapping system - NetMap. * Vectorisation: Shapefiles will be regularly updated to account for vectorisation updates. ## Quality Control Statement The data is provided "as is". Please be aware that not all locations are fully vectorised yet, so the dataset provides only partial coverage. Refer to our [LPN Vectorisation Delivery] dataset. ## Assurance Statement The Open Data Team checked to ensure data accuracy and consistency. ## Other Download dataset information: [Metadata (JSON)] Definitions of key terms related to this dataset can be found in the Open Data Portal Glossary: [https://ukpowernetworks.opendatasoft.com/pages/glossary/] This dataset has been triaged as 'Shared' (see attached data sharing risk assessment). To request access to this dataset, please register, login then complete the [shared data request form.]
From data to recommendations for bee conservation: a case study in a Mediterranean context. Data and R script.

[Lien vers la fiche source] This dataset was used to produce the results from the article « From data to recommendations for bee conservation: a case study in a Mediterranean context » from Aubouin et al. It includes : - Data from the trait database of wild bees, BeeFunc 4.1 (Aubouin, L., Genoud, D., Givord-Coupeau, B., Tercerie, S., Gargominy, O., Geslin, B., Schatz, B., 2025. BeeFunc, a comprehensive trait database for French bees. Sci Data 12, 1302. https://doi.org/10.1038/s41597-025-05626-0) - Bee occurrence data from the Observatoire des Abeilles database - Habitat data from Corine Land Cover (European Environment Agency, 2019. CORINE Land Cover 2018 (vector), Europe, 6-yearly - version 2020_20u1, May 2020. https://doi.org/10.2909/71C95A07-E296-44FC-B22B-415F42ACFDF0) - IUCN conservation data from the European Red List of Bees (European Commission. Directorate-General for Environment, Michez, D., Boustani, M., Sentil, A., Benrezkallah, J., de Manincor, N., Wood, T.J., Álvarez Fidalgo, P., Aubert, M., Bellotto, V., Biella, P., Bogusch, P., Bosch, J., Brau, T., Browne, K., Carion, F., Castro, L., Cederberg, B., Clay, J., Debont, T., Bila Dubaić, J., Dall’Olio, R., Dellicour, S., Devalez, J., Devorsine, R., Dufrêne, E., De la Rúa, P., De Tandt, B., Evrard, D., Flaminio, S., Fiordaliso, W., Fontana, P., Gadoum, S., Galbany Casals, M., Gaspar, H., Gekière, A., Gérard, M., Geslin, B., Kasparek, M., Kierat, J., Kohl, P.L., Kuhlmann, M., Kryger, P., Leclercq, N., Le Divelec, R., Lemaire, S., Lescot, S., Lhomme, P., Litman, J., Marshall, L., McCormack, G.P., Moro, A., Mudri Stojnić, S., Ockermueller, E., Oleksa, A., Ortiz-Sánchez, F.J., Patiny, S., Paukkunen, J., Perrard, A., Petanidou, T., Pinto, M.A., Potts, S.G., Praz, C., Put, S.C.L., Radchenko, V.G., Rasmont, P., Requier, F., Reverté, S., Risch, S., Rogenstein, S., Rosa, P., Ruiz, C., Rutschmann, B., Santerre, R., Smit, J., Straka, J., Thulier, J., Tourbez, C., Trottet, A., Vereecken, N.J., Williams, P.H., Winter, E., Zimmermann, D., Ghisbain, G., 2026. European red list of bees. Publications Office of the European Union, LU. https://doi.org/10.2779/521877) - The nomenclature of French bees from TaxRef (Gargominy, O., 2025. TAXREF. https://doi.org/10.15468/VQUEAM) - Spatial data of administrative units in Hérault from DataGouv (https://www.data.gouv.fr/) - the R script used to produce the figures and tables included in the article
Dataset corresponding to the publication : Aeroacoustic radiation of low Reynolds number rotors in interaction with beams, Gojon et al., JASA, 2023.

[Lien vers la fiche source] Rotor interacting with a beam noise database as presented in Gojon, Parisot-Dupuis, Mellot, & Jardin. Aeroacoustic radiation of low Reynolds number rotors in interaction with beams. JASA, 2023. Thrust and power coefficients, as well as autopower of acoustic pressure are given. The name gives the operating point, for example, in the files ISAE_2_D10_L20_autopower and ISAE_2_D10_L20_static, D stands for the circular geometry of the cylinder beam, 10 its diameter (in mm), and L the distance between the beam and the rotor disk plane (in mm). CAD files of the three rotors (ISAE 2, ISAE 3, and ISAE 4) are also provided Example matlab codes to post-process results can also be found : - For aerodynamic results , the thrust and power coefficients are given as a function of RPM. Typical temperature and fluid density values are 290K and 1.2kg/m3, respectively. In some cases, data exhibit relatively low values at a given RPM compared to those at other RPMs (e.g. ISAE_2_T10_L20_static at 7000 RPM), which might be due to vibrations of the test rig at this RPM. - For acoustic results, the autopower (Pa2) is given as a function of the frequency (Hz). Autopowers are obtained from fluctuating pressure time signals (16s) by computing the fast Fourier transform (FFT) with a Hanning window applied on 100 segments, using a 50% overlap and a magnitude correction factor, which leads to a frequency resolution of 3.125 Hz. Structure of acoustic data : For each rotation speed, data from 13 microphones located 1.62m away from the rotor center and at different latitude angles (every 10 degrees) from the rotor plane are provided. Microphone 1 corresponds to +60 degrees (with respect to the rotor plane, where + indicates that it is located in the direction opposite of the flow, for our rotors blowing downward, please refer to Figure 1 from the publication). Microphone 2 corresponds to +50 degrees ... Microphone 7 corresponds to 0 degrees (the rotor plane) … Microphone 13 corresponds to -60 degrees. Moreover, the test rig is fixed on a turntable, which can rotate the entire rotor-beam setup in azimuth with a step angle of 10 degrees. With the couple directivity antenna/turntable, the almost complete spherical directivity can be investigated, only the poles (absolute value of latitude angle over 60 degrees) being missing. The definitions of latitude and azimuth angles are given in Figure 1 of the corresponding publication.
SP ENW - GIS - Conductor - Wyre

Dataset Classification - Shared SP ENW - GIS - Conductors - Wyre This dataset depicts the sections of underground and overhead conductors, which are owned by SP ENW and are located within the referenced Local Authority area. This dataset does not knowingly contain any privately owned assets. Due to the sensitivities associated to the information contained in this dataset, SP ENW have classified the openness of this dataset as 'Shared' - As such, it is currently only available to government departments, agencies, public bodies and local authorities. Those users meeting the above criteria, can apply for access to this dataset by completing the Request Form [ HERE]. A specific 'Shared Data' licence has been developed for datasets classified in this manner, this licence can be accessed [ HERE]. Any user requesting access to a 'Shared' dataset, are considered to have understood and accepted the specified Terms and Conditions of this licence. While we use reasonable endeavours to ensure that the data contained within this dataset is accurate, we do not accept any responsibility or liability for the accuracy or the completeness of the content held, or for any loss which may arise from reliance on this dataset and/or its related information. If you have any other query related to this SP ENW - GIS - Conductor dataset, please contact us [ HERE] *Actual dataset content is available to registered users only – If you have not already done so, log-in or create new account below* New User? - Create your new account [ HERE] Already registered as a SP ENW Portal User? - Log-In [ HERE] Have you an ODS Portal account created elsewhere? - Log-In [ HERE]
NPg Network Development Plan - Thermal Demand Headroom

This dataset contains the demand forecasting for both our Northeast and Yorkshire licence areas. Our Network Development Plan (NDP) includes our plans for interventions, flexibility services requirements and forecast demand and generation headroom across our network, for a range of different scenarios, in the medium to long-term. To view our forecasted generation headroom please click [here.] To view our NDP Methodology and Report, please see the attachments below. Update Frequency: Headroom report - Annually (May), Methodology – Every two years (Due May 2024)
SP ENW - GIS - Conductor - Pendle

Dataset Classification - Shared SP ENW - GIS - Conductors - Pendle This dataset depicts the sections of underground and overhead conductors, which are owned by SP ENW and are located within the referenced Local Authority area. This dataset does not knowingly contain any privately owned assets. Due to the sensitivities associated to the information contained in this dataset, SP ENW have classified the openness of this dataset as 'Shared' - As such, it is currently only available to government departments, agencies, public bodies and local authorities. Those users meeting the above criteria, can apply for access to this dataset by completing the Request Form [ HERE]. A specific 'Shared Data' licence has been developed for datasets classified in this manner, this licence can be accessed [ HERE]. Any user requesting access to a 'Shared' dataset, are considered to have understood and accepted the specified Terms and Conditions of this licence. While we use reasonable endeavours to ensure that the data contained within this dataset is accurate, we do not accept any responsibility or liability for the accuracy or the completeness of the content held, or for any loss which may arise from reliance on this dataset and/or its related information. If you have any other query related to this SP ENW - GIS - Conductor dataset, please contact us [ HERE] *Actual dataset content is available to registered users only – If you have not already done so, log-in or create new account below* New User? - Create your new account [ HERE] Already registered as a SP ENW Portal User? - Log-In [ HERE] Have you an ODS Portal account created elsewhere? - Log-In [ HERE]
Supplementary data on the effect of 2 % CO2 and 24-hour acclimatization on the quality of fertilized eggs stored for one week at 12 °C with a relative humidity of 80 %

[Lien vers la fiche source] These files provide all the information relating to the experiment, starting with the distribution of eggs per batch, the raw values of the egg quality parameters, and the final file used for statistical analyses English (2025-08-19)
Carroyage Filosofi (revenus, pauvreté et niveau de vie en 2021)

[ [picto dictionnaire public] Dictionnaire Public ] Ce jeu de données présente des informations socio-économiques (revenus, pauvreté et niveau de vie) par carreau de 200 mètres de côté sur la métropole de Bordeaux. La source de ces statistiques est le "Fichier Localisé Social et Fiscal" (Filosofi), fournie par l'INSEE, dont le dernier millésime disponible date de 2021. Il est élaboré à partir des revenus perçus en 2021 qui ont été déclarés en 2022 et de la taxe d'habitation au 1er janvier 2020. La documentation des données ainsi que la méthodologie sur leur production et leurs utilisations sont [disponibles ici]
SP ENW - GIS - Conductor - Stockport

Dataset Classification - Shared SP ENW - GIS - Conductors - Stockport This dataset depicts the sections of underground and overhead conductors, which are owned by SP ENW and are located within the referenced Local Authority area. This dataset does not knowingly contain any privately owned assets. Due to the sensitivities associated to the information contained in this dataset, SP ENW have classified the openness of this dataset as 'Shared' - As such, it is currently only available to government departments, agencies, public bodies and local authorities. Those users meeting the above criteria, can apply for access to this dataset by completing the Request Form [ HERE]. A specific 'Shared Data' licence has been developed for datasets classified in this manner, this licence can be accessed [ HERE]. Any user requesting access to a 'Shared' dataset, are considered to have understood and accepted the specified Terms and Conditions of this licence. While we use reasonable endeavours to ensure that the data contained within this dataset is accurate, we do not accept any responsibility or liability for the accuracy or the completeness of the content held, or for any loss which may arise from reliance on this dataset and/or its related information. If you have any other query related to this SP ENW - GIS - Conductor dataset, please contact us [ HERE] *Actual dataset content is available to registered users only – If you have not already done so, log-in or create new account below* New User? - Create your new account [ HERE] Already registered as a SP ENW Portal User? - Log-In [ HERE] Have you an ODS Portal account created elsewhere? - Log-In [ HERE]
SP ENW - GIS - Conductor - Manchester

Dataset Classification - Shared SP ENW - GIS - Conductors - Manchester This dataset depicts the sections of underground and overhead conductors, which are owned by SP ENW and are located within the referenced Local Authority area. This dataset does not knowingly contain any privately owned assets. Due to the sensitivities associated to the information contained in this dataset, SP ENW have classified the openness of this dataset as 'Shared' - As such, it is currently only available to government departments, agencies, public bodies and local authorities. Those users meeting the above criteria, can apply for access to this dataset by completing the Request Form [ HERE]. A specific 'Shared Data' licence has been developed for datasets classified in this manner, this licence can be accessed [ HERE]. Any user requesting access to a 'Shared' dataset, are considered to have understood and accepted the specified Terms and Conditions of this licence. While we use reasonable endeavours to ensure that the data contained within this dataset is accurate, we do not accept any responsibility or liability for the accuracy or the completeness of the content held, or for any loss which may arise from reliance on this dataset and/or its related information. If you have any other query related to this SP ENW - GIS - Conductor dataset, please contact us [ HERE] *Actual dataset content is available to registered users only – If you have not already done so, log-in or create new account below* New User? - Create your new account [ HERE] Already registered as a SP ENW Portal User? - Log-In [ HERE] Have you an ODS Portal account created elsewhere? - Log-In [ HERE]