cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.14811613
title: Data table for EoS STOS(TM1L) with Lambda hyperons nparam=3

description: The data table for the EoS STOS(TM1L) with Lambda hyperons of the family General Purpose EoS with 3 parameters 
                can be found via this link  compose.obspm.fr/eos/62 together with additional information on the EoS.
                 
                Please be aware that in particular the authors of the equation of state can be found in the references below and on the 
                Compose data base ( compose.obspm.fr/eos/62).
                Thus if you use this entry, please cite the original references together with the link to the table. We are working currently on rectifying the automatic citation from zenodo with author information on the equation of state.
                
                
                
                The online service CompOSE provides data tables for different state of the art equations of state (EoS) 
                ready for further usage in astrophysical applications, nuclear physics and beyond.
                
                
                CompOSE would not be possible without the financial and organizational support from a large number of institutions and individual
                contributors. In particular, we gratefully acknowledge support by :
                

                
CompStar, Research Networking Programs of the European Science Foundation (ESF)
                
NewCompStar, "Exploring fundamental physics with compact stars" (MPNS COST action MP1304). 
                
PHAROS, "The multi-messenger physics and astrophysics of neutron stars" within the EU framework programme (COST action CA16214).
DOI: 10.17632/3hdsjms7gz.1
title: Palaeoenvironmental evolution of the Northeastern Tibetan Plateau and its response to global temperature change during the Late Miocene: Geochemical and clay mineralogical evidence from the Jianzha Basin

description: Data for "Palaeoenvironmental evolution of the Northeastern Tibetan Plateau and its response to global temperature change during the Late Miocene: Geochemical and clay mineralogical evidence from the Jianzha Basin". Including clay mineral data (＜2 μm), trace element data, and rare element data in bulk samples.
DOI: 10.15468/dl.4mayp3
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Licaria siphonantha Lorea-Hern.)",
 "BasisOfRecord is one of (Human Observation, Observation, Living Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Continent is North America"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016000-250127130748423/datasets/export for details.
DOI: 10.15468/dl.ymvz76
title: Occurrence Download

description: A dataset containing 46 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Geometry POLYGON((-13.29470 39.56336,-2.86827 39.56336,-2.86827 43.73630,-13.29470 43.73630,-13.29470 39.56336))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Undaria pinnatifida (Harv.) Suringar"
 ]
}

 The dataset includes 46 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015999-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14514852
title: Data table for EoS STOS(TM1L) neutron and Lambda matter nparam=2

description: The data table for the EoS STOS(TM1L) neutron and Lambda matter of the family Neutron Matter EoS with 2 parameters 
                can be found via this link  "compose.obspm.fr/eos/58" together with additional information on the EoS.
                
                
                The online service CompOSE provides data tables for different state of the art equations of state (EoS) 
                ready for further usage in astrophysical applications, nuclear physics and beyond.
                
                
                CompOSE would not be possible without the financial and organizational support from a large number of institutions and individual
                contributors. In particular, we gratefully acknowledge support by :
                

                
CompStar, Research Networking Programs of the European Science Foundation (ESF)
                
NewCompStar, "Exploring fundamental physics with compact stars" (MPNS COST action MP1304). 
                
PHAROS, "The multi-messenger physics and astrophysics of neutron stars" within the EU framework programme (COST action CA16214).
DOI: 10.5281/zenodo.14514851
title: Data table for EoS STOS(TM1L) neutron and Lambda matter nparam=2

description: The data table for the EoS STOS(TM1L) neutron and Lambda matter of the family Neutron Matter EoS with 2 parameters 
                can be found via this link  compose.obspm.fr/eos/58 together with additional information on the EoS.
                 
                Please be aware that in particular the authors of the equation of state can be found in the references below and on the 
                Compose data base ( compose.obspm.fr/eos/58).
                Thus if you use this entry, please cite the original references together with the link to the table. We are working currently on rectifying the automatic citation from zenodo with author information on the equation of state.
                
                
                
                The online service CompOSE provides data tables for different state of the art equations of state (EoS) 
                ready for further usage in astrophysical applications, nuclear physics and beyond.
                
                
                CompOSE would not be possible without the financial and organizational support from a large number of institutions and individual
                contributors. In particular, we gratefully acknowledge support by :
                

                
CompStar, Research Networking Programs of the European Science Foundation (ESF)
                
NewCompStar, "Exploring fundamental physics with compact stars" (MPNS COST action MP1304). 
                
PHAROS, "The multi-messenger physics and astrophysics of neutron stars" within the EU framework programme (COST action CA16214).
DOI: 10.5281/zenodo.14811615
title: Data table for EoS STOS(TM1L) neutron and Lambda matter nparam=2

description: The data table for the EoS STOS(TM1L) neutron and Lambda matter of the family Neutron Matter EoS with 2 parameters 
                can be found via this link  compose.obspm.fr/eos/58 together with additional information on the EoS.
                 
                Please be aware that in particular the authors of the equation of state can be found in the references below and on the 
                Compose data base ( compose.obspm.fr/eos/58).
                Thus if you use this entry, please cite the original references together with the link to the table. We are working currently on rectifying the automatic citation from zenodo with author information on the equation of state.
                
                
                
                The online service CompOSE provides data tables for different state of the art equations of state (EoS) 
                ready for further usage in astrophysical applications, nuclear physics and beyond.
                
                
                CompOSE would not be possible without the financial and organizational support from a large number of institutions and individual
                contributors. In particular, we gratefully acknowledge support by :
                

                
CompStar, Research Networking Programs of the European Science Foundation (ESF)
                
NewCompStar, "Exploring fundamental physics with compact stars" (MPNS COST action MP1304). 
                
PHAROS, "The multi-messenger physics and astrophysics of neutron stars" within the EU framework programme (COST action CA16214).
DOI: 10.17632/6nvnvwr2fr.1
title: Geochemical data of cosmopolitan calcifying benthic foraminifera in agglutinated disguise

description: Laser ablation ICP-MS analyses on field specimens of Textularia agglutinants collected from the Mediterranean coast of Israel, where this species has recently become extremely abundant. These records were compared to whole test ICP-MS measurements of rotaliid and miliolid taxa from the same sampling sites and periods. In addition, a Mg/Ca temperature calibration was established by LA-ICP-MS analyses of newly added chambers of cultured specimens at different temperatures (15°, 17°, 20°, 25 °C).
DOI: 10.17632/kkzfrvhbhp.1
title: BanglaEcomReviewCorpus: A Resource for E-Commerce Product Review Sentiment Analysis

description: A dataset of 8,685 labeled items was gathered from popular websites like Daraz, Bikroy.com, and Picabbo to capture customer sentiments about online shopping experiences. The data was categorized into positive, negative, and neutral sentiments, reflecting real-world feedback. Annotated by expert reviewers and cross-checked by two more, the dataset is valuable for analyzing sentiment dynamics, exploring consumer behavior, and developing advanced natural language processing applications in the e-commerce sector, making it suitable for academic research and practical business use.
DOI: 10.5281/zenodo.14514905
title: Data table for EoS SRO(APR) SNA version nparam=3

description: The data table for the EoS SRO(APR) SNA version of the family General Purpose EoS with 3 parameters 
                can be found via this link  compose.obspm.fr/eos/149 together with additional information on the EoS.
                 
                Please be aware that in particular the authors of the equation of state can be found in the references below and on the 
                Compose data base ( compose.obspm.fr/eos/149).
                Thus if you use this entry, please cite the original references together with the link to the table. We are working currently on rectifying the automatic citation from zenodo with author information on the equation of state.
                
                
                
                The online service CompOSE provides data tables for different state of the art equations of state (EoS) 
                ready for further usage in astrophysical applications, nuclear physics and beyond.
                
                
                CompOSE would not be possible without the financial and organizational support from a large number of institutions and individual
                contributors. In particular, we gratefully acknowledge support by :
                

                
CompStar, Research Networking Programs of the European Science Foundation (ESF)
                
NewCompStar, "Exploring fundamental physics with compact stars" (MPNS COST action MP1304). 
                
PHAROS, "The multi-messenger physics and astrophysics of neutron stars" within the EU framework programme (COST action CA16214).
DOI: 10.5281/zenodo.14514906
title: Data table for EoS SRO(APR) SNA version nparam=3

description: The data table for the EoS SRO(APR) SNA version of the family General Purpose EoS with 3 parameters 
                can be found via this link  "compose.obspm.fr/eos/149" together with additional information on the EoS.
                
                
                The online service CompOSE provides data tables for different state of the art equations of state (EoS) 
                ready for further usage in astrophysical applications, nuclear physics and beyond.
                
                
                CompOSE would not be possible without the financial and organizational support from a large number of institutions and individual
                contributors. In particular, we gratefully acknowledge support by :
                

                
CompStar, Research Networking Programs of the European Science Foundation (ESF)
                
NewCompStar, "Exploring fundamental physics with compact stars" (MPNS COST action MP1304). 
                
PHAROS, "The multi-messenger physics and astrophysics of neutron stars" within the EU framework programme (COST action CA16214).
DOI: 10.5281/zenodo.14808633
title: Data table for EoS SRO(APR) SNA version nparam=3

description: The data table for the EoS SRO(APR) SNA version of the family General Purpose EoS with 3 parameters 
                can be found via this link  compose.obspm.fr/eos/149 together with additional information on the EoS.
                 
                Please be aware that in particular the authors of the equation of state can be found in the references below and on the 
                Compose data base ( compose.obspm.fr/eos/149).
                Thus if you use this entry, please cite the original references together with the link to the table. We are working currently on rectifying the automatic citation from zenodo with author information on the equation of state.
                
                
                
                The online service CompOSE provides data tables for different state of the art equations of state (EoS) 
                ready for further usage in astrophysical applications, nuclear physics and beyond.
                
                
                CompOSE would not be possible without the financial and organizational support from a large number of institutions and individual
                contributors. In particular, we gratefully acknowledge support by :
                

                
CompStar, Research Networking Programs of the European Science Foundation (ESF)
                
NewCompStar, "Exploring fundamental physics with compact stars" (MPNS COST action MP1304). 
                
PHAROS, "The multi-messenger physics and astrophysics of neutron stars" within the EU framework programme (COST action CA16214).
DOI: 10.5281/zenodo.14811618
title: Data table for EoS SRO(APR) SNA version nparam=3

description: The data table for the EoS SRO(APR) SNA version of the family General Purpose EoS with 3 parameters 
                can be found via this link  compose.obspm.fr/eos/149 together with additional information on the EoS.
                 
                Please be aware that in particular the authors of the equation of state can be found in the references below and on the 
                Compose data base ( compose.obspm.fr/eos/149).
                Thus if you use this entry, please cite the original references together with the link to the table. We are working currently on rectifying the automatic citation from zenodo with author information on the equation of state.
                
                
                
                The online service CompOSE provides data tables for different state of the art equations of state (EoS) 
                ready for further usage in astrophysical applications, nuclear physics and beyond.
                
                
                CompOSE would not be possible without the financial and organizational support from a large number of institutions and individual
                contributors. In particular, we gratefully acknowledge support by :
                

                
CompStar, Research Networking Programs of the European Science Foundation (ESF)
                
NewCompStar, "Exploring fundamental physics with compact stars" (MPNS COST action MP1304). 
                
PHAROS, "The multi-messenger physics and astrophysics of neutron stars" within the EU framework programme (COST action CA16214).
DOI: 10.17632/ww7cn44dwk.1
title: Evaluating the impact of different agropastoral practices on wind erosion in western Sahel (dataset)

description: Agricultural plot monitoring dataset associated with Research Paper : 10.5281/zenodo.14639791
It contains, weather, horizontal flux and vegetation monitoring for one groudnut plot, four fallows and four millet plots
DOI: 10.17632/rngcz5wtv8.1
title: Digitize-HCD: A Dataset for Digitization of Handwritten Circuit Diagrams

description: This dataset was developed to support research on digitization of handwritten circuit diagrams. The dataset includes detailed annotations for multiple aspects of handwritten circuit diagrams, such as component symbols, text labels, and port locations. A total of 1277 images of handwritten circuit diagrams drawn by more than 150 volunteers were utilized for developing the dataset. All diagrams were drawn on white A4 paper, using pen or pencil. From the collected drawings of circuit diagrams, images were captured using scanner, with a resolution of 600 dpi. Images derived from this process were utilized to prepare following annotations:

1. Collected images were annotated for classification and localization of component symbols in circuit images. For localizing the components symbols, Axis-Aligned Bounding Boxes were used. A total of 17 distinct component symbol classes were annotated across the 1277 collected images. Annotations are stored in COCO JSON format. Images and annotations are stored in "Component Symbol and Text Label Data" directory.

2. For the same set of circuit diagram images, component text labels were localized by annotating their bounding regions using polygon annotations and text content within each annotated polygon region was manually transcribed. The data is stored in a JSON file using an annotation format adapted from the OCRDataset structure of MMOCR (https://github.com/open-mmlab/mmocr). Annotations for text labels are stored in "Component Symbol and Text Label Data" directory.

3. For each of the 17 component symbol classes, a separate dataset was extracted from the original set of circuit images and their associated symbol detection data. This dataset includes individual component images, each cropped with a bounding box around the symbol, as well as corresponding ground-truth heatmap images that represent the probability distribution of the port locations. The "Component Port Location Data" directory consists of 17 subdirectories, each of which contains port location data specific to the corresponding component symbol.
DOI: 10.17632/rngcz5wtv8.2
title: Digitize-HCD: A Dataset for Digitization of Handwritten Circuit Diagrams

description: This dataset was developed to support research on digitization of handwritten circuit diagrams. The dataset includes detailed annotations for multiple aspects of handwritten circuit diagrams, such as component symbols, text labels, and port locations. A total of 1,277 images of handwritten circuit diagrams drawn by more than 150 volunteers were utilized for developing the dataset. All diagrams were drawn on white A4 paper, using pen or pencil. From the collected drawings of circuit diagrams, images were captured using scanner, with a resolution of 600 dpi. Images derived from this process were utilized to prepare following annotations:

1. Collected images were annotated for classification and localization of component symbols in circuit images. For localizing the components symbols, Axis-Aligned Bounding Boxes were used. A total of 17 distinct component symbol classes were annotated across the 1277 collected images. Annotations are stored in COCO JSON format. Images and annotations are stored in "Component Symbol and Text Label Data" directory.

2. For the same set of circuit diagram images, component text labels were localized by annotating their bounding regions using polygon annotations and text content within each annotated polygon region was manually transcribed. The data is stored in a JSON file using an annotation format adapted from the OCRDataset structure of MMOCR (https://github.com/open-mmlab/mmocr). Annotations for text labels are stored in "Component Symbol and Text Label Data" directory.

3. For each of the 17 component symbol classes, a separate dataset was extracted from the original set of circuit images and their associated symbol detection data. This dataset includes individual component images, each cropped with a bounding box around the symbol, as well as corresponding ground-truth heatmap images that represent the probability distribution of the port locations. The "Component Port Location Data" directory consists of 17 subdirectories, each of which contains port location data specific to the corresponding component symbol.

Please cite the following article if you want to use this dataset:

N. Ahmed, M.F. Adnan, A. Shafiullah, H.J. Parash, Md.S. Rahman, I.C. Akib, G. Sarowar, “Digitize-HCD: A dataset for digitization of handwritten circuit diagrams,” Data in Brief, vol. 59, p. 111315, Apr. 2025, doi: 10.1016/j.dib.2025.111315
DOI: 10.17632/mmph6m2tyt.1
title: Data for: High-resolution Global Pathways to Achieve 100% Electricity Access in 2030

description: Data for the figures published in the article
DOI: 10.17632/wf2gfcsxch.1
title: Camera calibration using calibration plate

description: This dataset contains images of calibration plate for machine vision camera calibration together with plate definition with exact position of dot on the plate. It can be used for development of highly precise camera calibration algorithms.
DOI: 10.17632/wf2gfcsxch.2
title: Zeiss calibration dataset for high-precision 3D measurement of large industrial components

description: The dataset is a collection of images, 2D image points, and 3D points. It serves to calibrate a multi-camera robot system for high-precision measurements of large industrial components (more than 1m x 1m). In particular, the system uses a 3D scanner mounted on a robot manipulator and multiple cameras attached to an external frame outside of the robot work zone. To achieve a measurement resolution at the level of tens of micrometers, the 3D scanner was designed with a small working area of 100mm x 100mm. Consequently, to measure objects larger than the scanner's working space, a method for locating the moving scanner in 3D space was required. This approach enabled the stitching of measurements from multiple scanner positions, thereby reconstructing the complete geometry of large industrial components. For this purpose, the 3D scanner was covered with tailored markers to facilitate precise localization of the scanner within the multi-camera system. To this end, it is necessary to calibrate the cameras internally (internal calibration determining the optical parameters of the camera with the lens) and to calibrate the entire vision system externally (external calibration determining the position and rotation of the cameras relative to each other). Two calibration methods have been developed:

Dot plate method – internal calibration
Vision target and Laser Tracker method – external calibration
Moreover, another calibration method was developed that allowed for simultaneous external and internal calibration of the vision system:

Single dot and CMM (Coordinate-Measuring Machine) method – internal and external calibration
Finally, to be able to use the information about the localized markers to determine the position and rotation of the 3D scanner with respect to the cameras coordinate system, tool calibration is also necessary. Tool calibration consists in finding the position of all markers on the scanner in its internal coordinate system. A method for tool calibration was developed, which consisted in scanning a rigidly mounted sphere in space from different rotations and positions of the scanner. Having information about the position of the scanner relative to the sphere and the position of the markers, we are able to determine scanner’s motion in 3D space for stitching all measurements of the industrial object.

Acknowledgments: This dataset was developed as part of the project titled "Development of an optical technology for spatial positioning and navigation in measurement applications for industry based on the positioning of passive markers in visible light" (grant agreement no. POIR.01.01.01-00-D004/16-00) funded by the National Centre for Research and Development, Poland.