cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18798441
title: Monitoring data from a large-scale parabolic trough collector solar plant for industrial process heat in Izmir, Turkey

description: Highlights



Operational measurement data from a commercial solar process heat plant using parabolic trough (PTC) collectors, provided by the data owner and plant operator Soliterm Group.

The dataset covers the period September 2021 to September 2022 with hourly timestamps, with the winter months (November to March) excluded.

The collector array uses single-axis tracked Soliterm PTC 1800 parabolic trough collectors with a total aperture area of 3,087 m², using water as heat transfer fluid.

The plant includes an absorption chiller powered by the solar field; the dataset therefore contains both solar thermal power output and cooling power.

The dataset originates from a real commercial-scale industrial application, representative of high-temperature solar process heat systems.


Plant and collector field description

The data is from a parabolic trough collector array located at a solar process heat plant in Izmir, Turkey. The collector field has a total aperture area of 3,087 m² and uses Soliterm PTC 1800 collectors, single-axis tracked parabolic trough collectors with a gross area of 9.13 m² per unit, certified with a Solar Keymark datasheet (license SK0805570, issued 2022-01-12). Key collector performance parameters and tracking information are provided in the included JSON metadata file. The collectors are mounted on single-axis trackers oriented south (axis azimuth 180°) with a horizontal rotation axis (axis tilt 0°). The heat transfer fluid is water. 

Data files



MMG1_edited.csv  Time-series measurement data with hourly timestamps. Data channels include direct normal irradiance (DNI), solar field inlet and outlet temperatures, pump flow rate, solar field thermal power output, and cooling power.

Izmir__parameters.json  Domain-specific metadata file in both human- and machine-readable format. Contains information about data owner, plant designer and operator, as well as plant location, collector field configuration, thermal and optical collector performance parameters, and data channel descriptions with physical units. Unit strings are parsable by the Python pint package. This file provides all information required to interpret and analyse the time-series CSV data.

MMG_12.jpg  High-resolution photograph showing a view of the collector field.

P&I_MMG1_25.08_Final-Model.jpg  High-resolution P&ID (piping and instrumentation diagram) of the plant.


Acknowledgment

This dataset is published as part of DIGISOLAR Deliverable D1.4 ("Long-term monitoring data for performance verification and FDD data preparation"). DIGISOLAR has received funding from the European Union's Horizon Research and Innovation programme under Grant Agreement number 101235027 — DIGISOLAR — HORIZON-CL5-2024-D3-02.

Data owner

Soliterm Group
DOI: 10.15468/dl.2a4k2j
title: Occurrence Download

description: A dataset containing 1717 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Portugal",
 "OccurrenceStatus is Present",
 "TaxonKey is Ranunculus repens"
 ]
}

 The dataset includes 1717 records from 50 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001939-260226173443078/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.1594/pangaea.969374
title: Climate-driven changes in fish habitat in the North and Baltic Seas: historical decadal changes and future projections

description: The data contain habitat suitability (given in %) and biomass (given in tons) of commercial fish species in the North Sea and Baltic Sea. For the North Sea, habitat suitability is shown for the 1970s and as a change in response to climate change across decades from 1970 to 2050 and 2090. For the Baltic Sea, habitat suitability is shown for the 1990s and as a change in response to climate change across decades from 1990 to 2050 and 2090. Habitat suitability was estimated using a species distribution model (TIMoFiD, Thünen-Institute Model of Fish Distribution). The model used fish abundance and environmental data collected during the ICES-coordinated International Bottom Trawl Survey over 51 years in the North Sea and 31 in the Baltic Sea (https://www.ices.dk/data/data-portals/Pages/DATRAS.aspx). Temperature data used for model fitting were retrieved from AHOI (https://www.thuenen.de/en/institutes/sea-fisheries/projects/a- physical-statistical-model-of-hydrography-for-fishery-and-ecology-studies-ahoi), whereas those used for projections were retrieved from MPIOM (Max Planck Institute Ocean Model), for the North Sea, and MOM (https://www.gfdl.noaa.gov/mom-ocean-model/), for the Baltic Sea (both under the climate scenario RCP8.5). Biomass distribution in 2050 and 2090 were mapped according to habitat suitability as redistribution of three scenarios of total biomass (high, medium and low). Those scenarios were retrieved based ICES Stock assessment time-series (https://www.ices.dk/data/assessment-tools/Pages/stock-assessment-graphs.aspx). Further details are provided in the attached technical report.
description: * Spatial coverage of the datasets: North Sea: 61 °N – 51.2 °N and 3.9 °W – 9.7 °E; Baltic Sea: 58.4 °N – 54.4 °N und 10.1 °E – 21.5 °E* Read the attached documentation (pdf) for details and description of the method used.
DOI: 10.15468/dl.a63v3t
title: Occurrence Download

description: A dataset containing 81 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Aporrectodea caliginosa",
 "Year 2000-2005"
 ]
}

 The dataset includes 81 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001941-260226173443078/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gf29t6
title: Occurrence Download

description: A dataset containing 441 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "GadmGid is one of (CHN.18_1, CHN.27_1, CHN.2_1, CHN.10_1, CHN.23_1, CHN.15_1)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Antigone vipio"
 ]
}

 The dataset includes 441 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001943-260226173443078/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18800325
title: Simulated heat waves aggravate the immune response to sublethal acetamiprid exposure in the honey bee (Apis mellifera)

description: This dataset contains the experimental raw data and statistical analyses supporting the manuscript titled "Simulated heat waves aggravate the immune response to sublethal acetamiprid exposure in the honey bee (Apis mellifera)".

Study Overview: The research investigates the combined effects of simulated heat waves (42°C for two hours over three consecutive days) and chronic sublethal exposure to the neonicotinoid acetamiprid (2 mg/L) on honey bee immunity and physiology. The study assesses both baseline physiological states and the bees' capacity to mount an active immune defense following a mechanical challenge.

Dataset Contents: The repository includes fully curated and annotated datasets divided into two main components:





1. Raw Data: Contains the curated raw measurements across all experimental groups (Control, Heat Stress, Heat Stress + Acetamiprid, and Immunized sub-groups). The data cover multiple biomarkers, including:





Antimicrobial peptide (AMP) gene expression and hemolymph relative concentrations (abaecin, apidaecin, defensin-1, hymenoptaecin).




Gene expression of heat shock proteins (hsp90, hsp83, hsp70-ab) and heat shock factor (hsf).




Gene expression of oxidative stress markers 




Total hemocyte counts and total hemolymph protein concentrations.




Note: A comprehensive 'ReadMe' legend is included within the file to define all variables and units.






2. Statistical Analysis: Contains publication-ready summary tables of all statistical tests performed in the study. This includes Two-Way ANOVA results (F-values, degrees of freedom, p-values, effect sizes) and detailed post-hoc comparisons.




This work was supported by the Ministry of Education, Youth and Sport of the Czech Republic through the Inter-Action grant LUAUS24085, and by the Slovenian Research and Innovation Agency (Young Researcher grant for L.J. within core financing program P4-0133).
DOI: 10.5281/zenodo.18800326
title: Simulated heat waves aggravate the immune response to sublethal acetamiprid exposure in the honey bee (Apis mellifera)

description: This dataset contains the experimental raw data and statistical analyses supporting the manuscript titled "Simulated heat waves aggravate the immune response to sublethal acetamiprid exposure in the honey bee (Apis mellifera)".

Study Overview: The research investigates the combined effects of simulated heat waves (42°C for two hours over three consecutive days) and chronic sublethal exposure to the neonicotinoid acetamiprid (2 mg/L) on honey bee immunity and physiology. The study assesses both baseline physiological states and the bees' capacity to mount an active immune defense following a mechanical challenge.

Dataset Contents: The repository includes fully curated and annotated datasets divided into two main components:





1. Raw Data: Contains the curated raw measurements across all experimental groups (Control, Heat Stress, Heat Stress + Acetamiprid, and Immunized sub-groups). The data cover multiple biomarkers, including:





Antimicrobial peptide (AMP) gene expression and hemolymph relative concentrations (abaecin, apidaecin, defensin-1, hymenoptaecin).




Gene expression of heat shock proteins (hsp90, hsp83, hsp70-ab) and heat shock factor (hsf).




Gene expression of oxidative stress markers 




Total hemocyte counts and total hemolymph protein concentrations.




Note: A comprehensive 'ReadMe' legend is included within the file to define all variables and units.






2. Statistical Analysis: Contains publication-ready summary tables of all statistical tests performed in the study. This includes Two-Way ANOVA results (F-values, degrees of freedom, p-values, effect sizes) and detailed post-hoc comparisons.




This work was supported by the Ministry of Education, Youth and Sport of the Czech Republic through the Inter-Action grant LUAUS24085, and by the Slovenian Research and Innovation Agency (Young Researcher grant for L.J. within core financing program P4-0133).
DOI: 10.5281/zenodo.18231465
title: Test
DOI: 10.5281/zenodo.17017057
title: Database DFG-Projekt Freie und gebundene Variation in der Grammatik (Projektnummer 509137817) v.0.1 (08/2025)

description: Diese Daten sind aus dem DFG-Projekt Freie und gebundene Variation in der Grammatik. Diachronie und Diatopik der Auxiliarvariation im Deutschen (DFG-Sachbeihilfe, Laufzeit 2023-2026; Projektnummer 509137817) hervorgegangen. Sie enthalten die im Rahmen des Projekts entstandenen Annotationen zur Perfektauxiliarvariation in historischen Sprachstufen und Dialekten des Deutschen (21.512 Belege, Stand 08/2025). Die annotierten Perfektbelege stammen für die historischen Daten aus dem Referenzkorpus Mittelhochdeutsch (ReM), dem Referenzkorpus Mittelniederdeutsch/Niederrheinisch sowie dem Deutschen Textarchiv (DTA, Kernkorpus und Erweiterungen), für die dialektalen Daten aus dem Zwirner-Korpus.

Neben den Annotationen enthält der Ordner den im Rahmen des Projekts erarbeiteten ausführlichen Annotationsleitfaden zu den 41 annotierten Kategorien. 

 Darüber hinaus enthält der Ordner die unpublizierten Folien zu Vorträgen, die im Rahmen des Projekts gehalten wurden.
DOI: 10.5281/zenodo.17017058
title: Database DFG-Projekt Freie und gebundene Variation in der Grammatik (Projektnummer 509137817) v.0.1 (08/2025)

description: Diese Daten sind aus dem DFG-Projekt Freie und gebundene Variation in der Grammatik. Diachronie und Diatopik der Auxiliarvariation im Deutschen (DFG-Sachbeihilfe, Laufzeit 2023-2026; Projektnummer 509137817) hervorgegangen. Sie enthalten die im Rahmen des Projekts entstandenen Annotationen zur Perfektauxiliarvariation in historischen Sprachstufen und Dialekten des Deutschen (21.512 Belege, Stand 08/2025). Die annotierten Perfektbelege stammen für die historischen Daten aus dem Referenzkorpus Mittelhochdeutsch (ReM), dem Referenzkorpus Mittelniederdeutsch/Niederrheinisch sowie dem Deutschen Textarchiv (DTA, Kernkorpus und Erweiterungen), für die dialektalen Daten aus dem Zwirner-Korpus.

Neben den Annotationen enthält der Ordner den im Rahmen des Projekts erarbeiteten ausführlichen Annotationsleitfaden zu den 41 annotierten Kategorien. 

 Darüber hinaus enthält der Ordner die unpublizierten Folien zu Vorträgen, die im Rahmen des Projekts gehalten wurden.
DOI: 10.21227/f4a9-2752
title: "J\u00fcKa BuilData: Homogenized Heterogeneous Data from Building Operation"

description: "Building operations are contributing almost 30% of global CO2 emissions, highlighting the need for intelligent and adaptive operation strategies that can reduce and control these emissions. However, effectively training and developing AI\/ML models to address these challenges requires large amounts of fully labeled real-world building data, which is currently scarce and difficult to obtain. To address this problem, J\u00fcKa BuilData provides a collection of high-fidelity, time-series designed to benchmarkadvanced control strategies for Building Energy Management Systems (BEMS). The data is collected from two real-world laboratories, under the framework of the Living Lab Energy Campus (LLEC) project, operated at Karlsruhe Institute of Technology (KIT) and Forschungszentrum J\u00fclich (FZJ), in Germany in 2025. The primary objective of the dataset is to capture the complex interplay between electrical consumption and thermal dynamics in residential buildings. The synchronized 1-minute-resolution measurements include electricity consumption, photovoltaic (PV) generation, voltage, current, indoor temperature, weather conditions, and a normalized dynamic pricing signal. The dataset is specifically structured to support multi-objective optimization, enabling the development and evaluation of control algorithms that simultaneously minimize operational costs and maintain occupant comfort. By providing high-resolution, real-world measurements tailored to control-oriented applications, J\u00a8uKa BuilData bridges the gap between theoretical algorithm development and practical BEMS deployment. As such, it fosters advancements in modern data-driven energy management approaches, including reinforcement learning and other machine-learning techniques, and contributes to the broader goals of energy-efficient building operation and sustainable urban development. This paper details the data acquisition methodology and file structure to facilitate its use by both the AI and power systems research communities"
DOI: 10.17879/31948718718
title: VAT 13430 – 3d dataset
title: GoviB
title: Governance in Babylon: Negotiating the Rule of Three Empires

description: The dataset comprises the 3d-data of the cuneiform tablet VAT 13430 (N12:51).
DOI: 10.17879/s5taa-8f051
title: VAT 13430 – 3d dataset
title: GoviB
title: Governance in Babylon: Negotiating the Rule of Three Empires

description: The dataset comprises the 3d-data of the cuneiform tablet VAT 13430 (N12:51).
DOI: 10.15468/dl.fxqaae
title: Occurrence Download

description: A dataset containing 307 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Portugal",
 "OccurrenceStatus is Present",
 "TaxonKey is Stellaria alsine"
 ]
}

 The dataset includes 307 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001944-260226173443078/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18801479
title: AGE AND GENDER STRUCTURE OF STROKE INCIDENCE IN THE CITY OF ANDIJAN: ANALYSIS OF LONG-TERM OBSERVATIONAL DATA

description: Stroke remains one of the leading causes of mortality and long-term disability worldwide. Understanding regional age and gender characteristics of stroke incidence is essential for optimizing prevention and healthcare planning. Objective: To analyze the dynamics and age–gender structure of stroke incidence in the city of Andijan based on a three-year retrospective study (2023–2025). Materials and Methods: A retrospective epidemiological analysis included 6,842 cases of first-ever stroke registered in Andijan from 2023 to 2025. Diagnoses were verified clinically and by neuroimaging (CT/MRI). Incidence rates per 100,000 population, age- and sex-specific distribution, and the proportion of ischemic and hemorrhagic strokes were assessed. Stroke severity was evaluated using the NIH Stroke Scale (NIHSS). Statistical analysis was performed using SPSS v.26.0 with linear trend and correlation analysis; differences were considered significant at p<0.05. Results: Stroke incidence increased from 265.1±2.3 per 100,000 population in 2023 to 291.4±2.8 in 2025 (9.9% increase, p<0.05). Ischemic stroke predominated (82.4%), followed by hemorrhagic stroke (14.8%) and subarachnoid hemorrhage (2.8%). Among individuals under 55 years, men predominated (1.8:1), while in those over 75 years women predominated (1:2.4). The peak incidence occurred at 60–69 years in men and 70–79 years in women. The mean age was higher in ischemic stroke compared to hemorrhagic stroke (68.4±1.2 vs. 61.5±1.8 years, p<0.001). A significant positive correlation was found between age and stroke severity (r=0.64, p<0.001). Acute mortality was higher among working-age men compared to women of the same age group (15.4% vs. 12.1%, p<0.05). Conclusions: Stroke incidence in Andijan shows a steady upward trend with pronounced age and gender differences. Men of working age and elderly women represent key risk groups. The association between advanced age and greater stroke severity underscores the need for specialized stroke units and targeted preventive strategies to reduce morbidity and mortality.
DOI: 10.5281/zenodo.18801478
title: AGE AND GENDER STRUCTURE OF STROKE INCIDENCE IN THE CITY OF ANDIJAN: ANALYSIS OF LONG-TERM OBSERVATIONAL DATA

description: Stroke remains one of the leading causes of mortality and long-term disability worldwide. Understanding regional age and gender characteristics of stroke incidence is essential for optimizing prevention and healthcare planning. Objective: To analyze the dynamics and age–gender structure of stroke incidence in the city of Andijan based on a three-year retrospective study (2023–2025). Materials and Methods: A retrospective epidemiological analysis included 6,842 cases of first-ever stroke registered in Andijan from 2023 to 2025. Diagnoses were verified clinically and by neuroimaging (CT/MRI). Incidence rates per 100,000 population, age- and sex-specific distribution, and the proportion of ischemic and hemorrhagic strokes were assessed. Stroke severity was evaluated using the NIH Stroke Scale (NIHSS). Statistical analysis was performed using SPSS v.26.0 with linear trend and correlation analysis; differences were considered significant at p<0.05. Results: Stroke incidence increased from 265.1±2.3 per 100,000 population in 2023 to 291.4±2.8 in 2025 (9.9% increase, p<0.05). Ischemic stroke predominated (82.4%), followed by hemorrhagic stroke (14.8%) and subarachnoid hemorrhage (2.8%). Among individuals under 55 years, men predominated (1.8:1), while in those over 75 years women predominated (1:2.4). The peak incidence occurred at 60–69 years in men and 70–79 years in women. The mean age was higher in ischemic stroke compared to hemorrhagic stroke (68.4±1.2 vs. 61.5±1.8 years, p<0.001). A significant positive correlation was found between age and stroke severity (r=0.64, p<0.001). Acute mortality was higher among working-age men compared to women of the same age group (15.4% vs. 12.1%, p<0.05). Conclusions: Stroke incidence in Andijan shows a steady upward trend with pronounced age and gender differences. Men of working age and elderly women represent key risk groups. The association between advanced age and greater stroke severity underscores the need for specialized stroke units and targeted preventive strategies to reduce morbidity and mortality.
DOI: 10.15468/dl.tm9brw
title: Occurrence Download

description: A dataset containing 230 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Abarema barbouriana)",
 {
 "or" : [
 "Year is greater than or equal to 1850",
 "HasCoordinate is true"
 ]
 },
 "BasisOfRecord is one of (Specimen, Human Observation)",
 "Continent is one of (South America, North America)"
 ]
}

 The dataset includes 230 records from 46 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001948-260226173443078/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j37had
title: Occurrence Download

description: A dataset containing 2644 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Portugal",
 "OccurrenceStatus is Present",
 "TaxonKey is Stellaria media"
 ]
}

 The dataset includes 2644 records from 51 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001945-260226173443078/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.482m5w
title: Occurrence Download

description: A dataset containing 23549 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (, , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , Spartina anglica, , , , , , , , , , , , , , , , , , , , , , , )",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Geometry POLYGON((-180 -90,180 -90,180 90,-180 90,-180 -90))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 23549 records from 142 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001949-260226173443078/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ncqqx9
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "DistanceFromCentroidInMeters is greater than or equal to 2000",
 "Geometry POLYGON ((105.610544 14.999999, 179.999961 14.999999, 179.999961 65.08290100000001, 105.610544 65.08290100000001, 105.610544 14.999999))",
 "TaxonKey is Benthodesmus suluensis"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001953-260226173443078/datasets/export for details.