cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.x2kp8q
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",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Trachycephalus typhonius)",
 "Country is one of (Afghanistan, Armenia, Azerbaijan, Bahrain, Bangladesh, Bhutan, Brunei Darussalam, Cambodia, China, Cyprus, Georgia, Hong Kong, India, Indonesia, Iran (Islamic Republic of), Iraq, Israel, Japan, Jordan, Kazakhstan, Korea (Democratic People’s Republic of), Korea, Republic of, Kuwait, Kyrgyzstan, Lao People’s Democratic Republic, Lebanon, Macao, Malaysia, Maldives, Mongolia, Myanmar, Nepal, Oman, Pakistan, Palestine, State of, Philippines, Qatar, Saudi Arabia, Singapore, Sri Lanka, Syrian Arab Republic, Tajikistan, Thailand, Timor-Leste, Türkiye, Turkmenistan, United Arab Emirates, Uzbekistan, Viet Nam, Yemen)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018572-250802193616735/datasets/export for details.
DOI: 10.15468/dl.j2sb85
title: Occurrence Download

description: A dataset containing 104 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Philippines",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Ixora macrophylla"
 ]
}

 The dataset includes 104 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018575-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jdx4jk
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Passer cordofanicus)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018576-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16599279
title: Ground-Mounted Photovoltaic Systems in Germany

description: This dataset is related to the paper "Creating a Dataset of Spatial Parameters of Ground-Mounted Photovoltaic Systems Utilising Orthophotos and the Segment Anything Model":

The rapid expansion of renewable energy sources poses significant challenges in reconciling energy development with competing interests. This underscores the necessity for precise spatial data to facilitate effective balancing, management, or evaluation of compliance with regulatory frameworks. This paper presents a zero-shot approach for extracting parameters of ground-mounted photovoltaic systems in Germany based on digital orthophotos. This allows for the accurate identification and delineation of essential spatial parameters, including the ground coverage ratio of photovoltaic modules, the row spacing between module rows, and their exact orientation. The results of this study are twofold. First, the developed technical pipeline successfully achieves high-quality segmentation of photovoltaic module rows, with over 71 % of the results demonstrating satisfactory to flawless segmentation. Second, the resulting dataset is made available for further analysis and can serve as a starting point for the development of additional AI models aimed at monitoring the dynamics of photovoltaic systems. This methodology not only supports compliance assessment but also enhances decision-making processes at the intersection of renewable energy development and competing interests, such as nature conservation.

In order to analyse the research questions posed in the journal article, three geospatial data products for ground-mounted photovoltaic systems (GMPV) in Germany have been created:





photovoltaic system footprints, including the GMPV system footprints as defined by Manske, 2025




photovoltaic module rows, comprising the photovoltaic module rows derived from the DOP




photovoltaic parks, representing the park polygons derived from OSM and the corresponding metadata per park, such as GCR or evaluation class



More details can be found in the provided release_notes.pdf and the linked ISPRS publication.
DOI: 10.5281/zenodo.15387099
title: Ground-Mounted Photovoltaic Systems in Germany

description: This dataset is related to the paper "Creating a Dataset of Spatial Parameters of Ground-Mounted Photovoltaic Systems Utilising Orthophotos and the Segment Anything Model":

The rapid expansion of renewable energy sources poses significant challenges in reconciling energy development with competing interests. This underscores the necessity for precise spatial data to facilitate effective balancing, management, or evaluation of compliance with regulatory frameworks. This paper presents a zero-shot approach for extracting parameters of ground-mounted photovoltaic systems in Germany based on digital orthophotos. This allows for the accurate identification and delineation of essential spatial parameters, including the ground coverage ratio of photovoltaic modules, the row spacing between module rows, and their exact orientation. The results of this study are twofold. First, the developed technical pipeline successfully achieves high-quality segmentation of photovoltaic module rows, with over 71 % of the results demonstrating satisfactory to flawless segmentation. Second, the resulting dataset is made available for further analysis and can serve as a starting point for the development of additional AI models aimed at monitoring the dynamics of photovoltaic systems. This methodology not only supports compliance assessment but also enhances decision-making processes at the intersection of renewable energy development and competing interests, such as nature conservation.

In order to analyse the research questions posed in the journal article, three geospatial data products for ground-mounted photovoltaic systems (GMPV) in Germany have been created:





photovoltaic system footprints, including the GMPV system footprints as defined by Manske, 2025




photovoltaic module rows, comprising the photovoltaic module rows derived from the DOP




photovoltaic parks, representing the park polygons derived from OSM and the corresponding metadata per park, such as GCR or evaluation class



More details can be found in the provided release_notes.pdf and the linked ISPRS publication.
DOI: 10.5281/zenodo.16345776
title: Global River Network from Sentinel-2 (GRS)

description: Google Earth Application

Description:

GRS is a global, high-resolution (10 m) river network derived from Sentinel-2 imagery using deep learning and DEM-based conditioning. It offers improved coverage of small rivers and headwater streams with high positional accuracy and structured connectivity.

Attributes:



QA: River segment quality label from GRS, where "observed" indicates the segment was directly detected from Sentinel-2 imagery, "interpolated" indicates the segment was inferred using DEM fallback.

geometry: River segment geometry from GRS.

LEN_KM: Geodesic length of the river segment (in kilometers), calculated from the GRS geometry.

HYRIV_ID: Nearest segment ID from HydroRIVERS dataset.

NEXT_DOWN: HYRIV_ID of the downstream segment. NEXT_DOWN field in GRS dataset is corrected by ensuring that downstream segment IDs point only to valid segments within the dataset. If a NEXT_DOWN ID is missing, it traverses the HydroRIVERS network downstream until it finds an avaliable segment in GRS.

ORD_STRA: Strahler stream order from HydroRIVERS.

DIST_DN_KM: Distance (km) from the segment to the river outlet from HydroRIVERS (without modification).
DOI: 10.15468/dl.vcb3yq
title: Occurrence Download

description: A dataset containing 1744 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Trachycephalus typhonius)",
 "Country is one of (Anguilla, Antigua and Barbuda, Argentina, Aruba, Bahamas, Barbados, Belize, Bolivia (Plurinational State of), Bonaire, Sint Eustatius and Saba, Bouvet Island, Brazil, Cayman Islands, Chile, Colombia, Costa Rica, Cuba, Curaçao, Dominica, Dominican Republic, Ecuador, El Salvador, Falkland Islands (Malvinas), French Guiana, Grenada, Guadeloupe, Guatemala, Guyana, Haiti, Honduras, Jamaica, Martinique, Mexico, Montserrat, Nicaragua, Panama, Paraguay, Peru, Puerto Rico, Saint Barthélemy, Saint Kitts and Nevis, Saint Lucia, Saint Martin (French part), Saint Vincent and the Grenadines, Sint Maarten (Dutch part), South Georgia and the South Sandwich Islands, Suriname, Trinidad and Tobago, Turks and Caicos Islands, Uruguay, Venezuela (Bolivarian Republic of), Virgin Islands (British), Virgin Islands (U.S.))"
 ]
}

 The dataset includes 1744 records from 117 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018573-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vdqe7h
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Crotalaria retusa",
 "Country is Barbados",
 "HasCoordinate is true"
 ]
}

 The dataset includes 8 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018577-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hc8dy9
title: Occurrence Download

description: A dataset containing 41 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Crotalaria retusa",
 "Country is Belize",
 "HasCoordinate is true"
 ]
}

 The dataset includes 41 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018578-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z3yzu3
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is BOLD:AED9766"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018579-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vtzcjt
title: Occurrence Download

description: A dataset containing 47 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Takifugu ocellatus)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 47 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018581-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rmw7rc
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",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Trachycephalus typhonius)",
 "Country is one of (Åland Islands, Albania, Andorra, Austria, Belarus, Belgium, Bosnia and Herzegovina, Bulgaria, Croatia, Czechia, Denmark, Estonia, Faroe Islands, Finland, France, Germany, Gibraltar, Greece, Guernsey, Holy See, Hungary, Iceland, Ireland, Isle of Man, Italy, Jersey, Latvia, Liechtenstein, Lithuania, Luxembourg, Malta, Moldova, Republic of, Monaco, Montenegro, Netherlands, North Macedonia, Norway, Poland, Portugal, Romania, Russian Federation, San Marino, Serbia, Slovakia, Slovenia, Spain, Svalbard and Jan Mayen, Sweden, Switzerland, Ukraine, United Kingdom of Great Britain and Northern Ireland)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018580-250802193616735/datasets/export for details.
DOI: 10.15468/dl.3fh3x9
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",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Trachycephalus typhonius)",
 "Country is one of (American Samoa, Australia, Christmas Island, Cocos (Keeling) Islands, Cook Islands, Fiji, French Polynesia, Guam, Heard Island and McDonald Islands, Kiribati, Marshall Islands, Micronesia (Federated States of), Nauru, New Caledonia, New Zealand, Niue, Norfolk Island, Northern Mariana Islands, Palau, Papua New Guinea, Pitcairn, Samoa, Solomon Islands, Tokelau, Tonga, Tuvalu, United States Minor Outlying Islands, Vanuatu, Wallis and Futuna)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018582-250802193616735/datasets/export for details.
DOI: 10.15468/dl.2m6w6h
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",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Trachycephalus typhonius)",
 "Country is one of (Algeria, Angola, Benin, Botswana, British Indian Ocean Territory, Burkina Faso, Burundi, Cabo Verde, Cameroon, Central African Republic, Chad, Comoros, Congo, Congo, Democratic Republic of the, Côte d’Ivoire, Djibouti, Egypt, Equatorial Guinea, Eritrea, Eswatini, Ethiopia, French Southern Territories, Gabon, Gambia, Ghana, Guinea, Guinea-Bissau, Kenya, Lesotho, Liberia, Libya, Madagascar, Malawi, Mali, Mauritania, Mauritius, Mayotte, Morocco, Mozambique, Namibia, Niger, Nigeria, Réunion, Rwanda, Saint Helena, Ascension and Tristan da Cunha, Sao Tome and Principe, Senegal, Seychelles, Sierra Leone, Somalia, South Africa, South Sudan, Sudan, Tanzania, United Republic of, Togo, Tunisia, Uganda, Western Sahara, Zambia, Zimbabwe)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018586-250802193616735/datasets/export for details.
DOI: 10.15468/dl.vy9g6x
title: Occurrence Download

description: A dataset containing 29 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ixora magnifica"
 ]
}

 The dataset includes 29 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018585-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16750627
title: DEVELOPMENT OF GIFTEDNESS IN KAZAKHSTAN: CURRENT STATE AND DIRECTIONS OF IMPROVEMENT

description: The article is devoted to the analysis of the current state of the system of identification, support and development of gifted children in the educational system of the Republic of Kazakhstan. The study provides a comprehensive analysis of the regulatory framework governing work with gifted students, as well as interprets data from teacher surveys and interviews with psychologists from various types of schools (urban, specialized and rural). The purpose of the article is to analyze the current state of the regulatory, organizational and pedagogical framework governing the process of identifying and developing giftedness in the education system of the Republic of Kazakhstan, identify key problems that hinder effective work with gifted students, and identify priority areas for improving educational policy and practice in this area.The empirical data obtained made it possible to identify key problems in the field of diagnosis and support of giftedness, including the lack of unified methods, insufficient teacher training, resource inequality and weak integration of psychological support. Based on the results of the study, directions for improving educational policy in this area are proposed, including the need for a systematic approach, human resource development, modernization of infrastructure and regulatory support.
description: The article was prepared within the framework of the program "Creation of a comprehensive scientific and innovative system of teacher training for the development of gifted children of Kazakhstan", funded by the Science Committee of the Ministry of Science and Higher Education of the Republic of Kazakhstan (grant No. BR28712263).
DOI: 10.5281/zenodo.16750628
title: DEVELOPMENT OF GIFTEDNESS IN KAZAKHSTAN: CURRENT STATE AND DIRECTIONS OF IMPROVEMENT

description: The article is devoted to the analysis of the current state of the system of identification, support and development of gifted children in the educational system of the Republic of Kazakhstan. The study provides a comprehensive analysis of the regulatory framework governing work with gifted students, as well as interprets data from teacher surveys and interviews with psychologists from various types of schools (urban, specialized and rural). The purpose of the article is to analyze the current state of the regulatory, organizational and pedagogical framework governing the process of identifying and developing giftedness in the education system of the Republic of Kazakhstan, identify key problems that hinder effective work with gifted students, and identify priority areas for improving educational policy and practice in this area.The empirical data obtained made it possible to identify key problems in the field of diagnosis and support of giftedness, including the lack of unified methods, insufficient teacher training, resource inequality and weak integration of psychological support. Based on the results of the study, directions for improving educational policy in this area are proposed, including the need for a systematic approach, human resource development, modernization of infrastructure and regulatory support.
description: The article was prepared within the framework of the program "Creation of a comprehensive scientific and innovative system of teacher training for the development of gifted children of Kazakhstan", funded by the Science Committee of the Ministry of Science and Higher Education of the Republic of Kazakhstan (grant No. BR28712263).
DOI: 10.15468/dl.d98dbd
title: Occurrence Download

description: A dataset containing 29 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Panthera pardus",
 "Country is China",
 "HasCoordinate is true"
 ]
}

 The dataset includes 29 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018587-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qdkkzs
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Crotalaria retusa",
 "Country is Burundi",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018589-250802193616735/datasets/export for details.
DOI: 10.15468/dl.fhue7y
title: Occurrence Download

description: A dataset containing 65 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Crotalaria retusa",
 "Country is Burkina Faso",
 "HasCoordinate is true"
 ]
}

 The dataset includes 65 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018588-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a3sdsp
title: Occurrence Download

description: A dataset containing 329 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Glyptoparus delicatulus"
 ]
}

 The dataset includes 329 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018590-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.763zsv
title: Occurrence Download

description: A dataset containing 9198204 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Parus major)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 9198204 records from 6518 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018547-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/n12-rpr-x8x
title: Saxifraga biflora All.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/pcs-0x9-kkf
title: Hypecoum pendulum L.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/l14-jp4-z4s
title: Lysimachia punctata L.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.15468/dl.pt9gj4
title: Occurrence Download

description: A dataset containing 908 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((121.52958 -41.27817,160.47042 -41.27817,160.47042 -25.72183,121.52958 -25.72183,121.52958 -41.27817))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Thelymitra megcalyptra"
 ]
}

 The dataset includes 908 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029580-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/r5h-d34-82v
title: Polycnemum majus A. Braun ex Bogenh.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/t9t-mvh-wpz
title: Viburnum plicatum var. tomentosum Miq.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.13140/rg.2.2.13778.20161
title: values MetrikAU L 2014-11-02
DOI: 10.3535/8l1-ld3-7w7
title: Lysimachia nemorum subsp. nemorum L.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.13140/rg.2.2.13149.05607
title: DISCRETION IS BETTER PART OF VALOUR - MAHMUD DECIDES TO AVOID RAJA OF SAMBHAR
DOI: 10.3535/9jd-y6v-2yp
title: Portulaca oleracea subsp. oleracea L.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/8yy-3ll-xlt
title: Trochiscanthes nodiflora (All.) W. D. J. Koch

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.13140/rg.2.2.29821.41441
title: Reviewer's comment -HDV - North Africa
DOI: 10.3535/dlt-z71-xd6
title: Limonium gmelinii (Willd.) Kuntze

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.