cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.sb746b
title: Occurrence Download

description: A dataset containing 3351 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-85.44716 -25.12632,-27.14100 -25.12632,-27.14100 -1.79180,-85.44716 -1.79180,-85.44716 -25.12632))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Mauritia flexuosa L.f."
 ]
}

 The dataset includes 3351 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033817-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.htxewp
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "Geometry POLYGON((-61.00193 -32.72088,-60.95455 -32.69777,-60.89413 -32.68737,-60.86185 -32.68968,-60.83508 -32.66021,-60.85361 -32.64228,-60.87627 -32.65674,-60.91679 -32.65847,-60.95043 -32.6631,-61.00468 -32.68506,-61.02047 -32.70817,-61.00193 -32.72088))",
 "HasGeospatialIssue is false",
 "RecordedBy is Germán Saigo",
 {
 "or" : [
 "TaxonKey is Melia azedarach L.",
 "TaxonKey is Arundo donax L.",
 "TaxonKey is Opuntia rioplatense Font",
 "TaxonKey is Eryngium horridum Malme",
 "TaxonKey is Geoffroea decorticans (Gillies ex Hook. & Arn.) Burkart",
 "TaxonKey is Cortaderia selloana (Schult. & Schult.f.) Asch. & Graebn."
 ]
 }
 ]
}

 The dataset includes 5 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063049-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.duugu9
title: Occurrence Download

description: A dataset containing 52810 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "OccurrenceStatus is Present",
 "TaxonKey is Trochilidae",
 "Year 1950-2019"
 ]
}

 The dataset includes 52810 records from 263 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0263035-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n89j7t
title: Occurrence Download

description: A dataset containing 1240 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gymnodoris W.Stimpson, 1855"
 ]
}

 The dataset includes 1240 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0159418-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6ykdxh
title: Occurrence Download

description: A dataset containing 63574 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ophrys insectifera L."
 ]
}

 The dataset includes 63574 records from 299 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0157955-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5kfqbp
title: Occurrence Download

description: A dataset containing 1197 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Amana edulis (Miq.) Honda"
 ]
}

 The dataset includes 1197 records from 77 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0254458-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8f4mb4
title: Occurrence Download

description: A dataset containing 276175 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Robinia pseudoacacia L."
 ]
}

 The dataset includes 276175 records from 983 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0127121-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.1594/ieda/100525
title: Field Report for Young Basaltic Samples from the Basin and Range (Utah and Arizona, USA)

description: This field report includes maps and photos that document the location of samples collected for NSF-Earthscope-0745797, to study mantle dynamics and magmatism across the Basin and Range. Samples are from young mafic centers in the Black Rock (UT), Snow Canyon (UT) and Uinkaret (Western Grand Canyon, AZ) Volcanic Fields. Special targets include scoria lapilli from cinder cones, to provide well-quenched material for olivine-hosted melt inclusion volatile studies. Samples include IGSN.
description: Claire Bendersky, Terry Plank, Erik Hauri, Cin-Ty Lee, Don Forysth, Ben Holtzman, Eugene Smith (in prep) Magmatism on the western margin of the Colorado Plateau: Lithosphere destruction by melt infiltration
DOI: 10.3535/mws-5tk-slb
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/eqp-9m8-d2v
title: Echinodermata

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mz0-pjc-qxk
title: Cnidaria

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/red-zdx-a2l
title: Cnidaria

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/g0b-ytx-66a
title: Terebratula Müller, 1776

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hcp-4nh-ahl
title: Cnidaria

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ya1-1kj-j5x
title: Cnidaria

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/as8-6pb-cjs
title: Cnidaria

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bec-bzx-7hn
title: †Phyllosmilia de Fromentel, 1862

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qws-z3a-sn4
title: Cnidaria

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/t0j-rkj-s1z
title: Heraclites

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.5066/p13hkwut
title: Expert judgment data for a Bayesian decision network of prescribed fire in Gulf of Mexico marshes (ver. 1.1, August 2025)

description: This data set was collected as part of structured decision-making workshops designed to build a Bayesian Decision Network of prescribed fire in high marshes of the Gulf of Mexico. As part of a formal elicitation process for expert judgment, workshop participants independently created conditional probability tables based on a conceptual model of prescribed fire in high marsh ecosystems. Following the workshop, we aggregated the conditional probability tables across experts and used them to create a Bayesian Decision network in probability network software.
DOI: 10.3535/42m-ec2-tn4
title: Crinoidea Miller, 1821

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/pqx-zlk-6d2
title: Bos taurus primigenius Bojanus, 1827

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7gt-db5-2mz
title: †Lingulella Salter, 1866

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cdk-fca-cl2
title: Discophyllites

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cff-2yv-n6h
title: Cnidaria

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7xb-pj2-ffe
title: Cnidaria

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vkd-skc-mh6
title: Cnidaria

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/nfh-y9x-bdp
title: Deshayesites

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ngn-m5t-9vn
title: Cnidaria

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/p08-yts-5sj
title: Cnidaria

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/44j-m0q-88r
title: Alasmidonta Say, 1818

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/skr-j1p-99h
title: Cnidaria

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/khe-8xk-y82
title: Cnidaria

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/w8e-s31-2sj
title: †Actinastrea d'Orbigny, 1849

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3ka-z56-h1t
title: Cnidaria

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6p3-apa-01c
title: Crioceratites

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jcn-n0z-s7s
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dkn-y15-hdv
title: Cnidaria

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xez-cj8-77f
title: †Chaetetes Fischer, 1830

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1dj-bnr-l26
title: Cnidaria

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1j1-k79-l5j
title: Cnidaria

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gxk-lcd-deq
title: †Orbicella craterophora Felix, 1915

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/tym-140-wap
title: Bryozoa

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9s7-097-v7v
title: Cnidaria

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/w3v-gvt-gwe
title: Cnidaria

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qrx-a7s-5gy
title: Porifera Grant, 1836

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0vr-kw1-9g9
title: Bryozoa

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xy1-w6p-664
title: †Praelongithyris praelonga (Sowerby in Fitton, 1836)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.rr4mm3
title: Occurrence Download

description: A dataset containing 6036506 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mammalia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1900",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Human Observation, Machine Observation, Observation)"
 ]
 }
 }
 ]
}

 The dataset includes 6036506 records from 830 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000169-250424135625364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g67apu
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0085317-250717081556266/datasets/export for details.
DOI: 10.6084/m9.figshare.29509169
title: untitled

description: This dataset presents a comprehensive Bengali food segmentation dataset designed to support both semantic segmentation and object detection tasks using deep learning techniques. The dataset consists of high-quality images of traditional Bengali dishes captured in diverse real-life settings, annotated with polygon-based masks and categorized into multiple food classes. Annotation and preprocessing were performed using the Roboflow platform, with exports available in both COCO and mask formats. The dataset was used to train UNet for segmentation and YOLOv12 for detection. Augmentation and class balancing techniques were applied to improve model generalization. This dataset provides a valuable benchmark for food recognition, dietary assessment, and culturally contextualized computer vision research.
DOI: 10.6084/m9.figshare.29509169.v5
title: untitled

description: This dataset presents a comprehensive Bengali food segmentation dataset designed to support both semantic segmentation and object detection tasks using deep learning techniques. The dataset consists of high-quality images of traditional Bengali dishes captured in diverse real-life settings, annotated with polygon-based masks and categorized into multiple food classes. Annotation and preprocessing were performed using the Roboflow platform, with exports available in both COCO and mask formats. The dataset was used to train UNet for segmentation and YOLOv12 for detection. Augmentation and class balancing techniques were applied to improve model generalization. This dataset provides a valuable benchmark for food recognition, dietary assessment, and culturally contextualized computer vision research.
DOI: 10.5281/zenodo.16372573
title: [CODECS T3.3] Socio-technical Process Modelling - data collection - Living Lab REPORTS

description: This dataset comprises 19 final reports produced by Living Labs as part of Task 3.3 of the CODECS project. Each report describes the transformation of an agricultural process after the introduction of a specific digital technology. It provides detailed descriptions of the process before and after digitalisation, highlighting added and removed actors, resources and activities, as well as advantages and goals.

The reports were developed by the respective Living Lab coordinators following guidelines provided by the Task Leaders, and drawing on data and iterative feedback collected through Living Lab activities. These documents serve as key data sources for the next phase of formalisation, aimed at creating graphical models of the transformations described in the reports and contained in the dataset [CODECS T3.3] Socio-technical Process Modelling - formalisation - Living Lab PROCESS MODELS (10.5281/zenodo.16372882).
DOI: 10.5281/zenodo.16372574
title: [CODECS T3.3] Socio-technical Process Modelling - data collection - Living Lab REPORTS

description: This dataset comprises 19 final reports produced by Living Labs as part of Task 3.3 of the CODECS project. Each report describes the transformation of an agricultural process after the introduction of a specific digital technology. It provides detailed descriptions of the process before and after digitalisation, highlighting added and removed actors, resources and activities, as well as advantages and goals.

The reports were developed by the respective Living Lab coordinators following guidelines provided by the Task Leaders, and drawing on data and iterative feedback collected through Living Lab activities. These documents serve as key data sources for the next phase of formalisation, aimed at creating graphical models of the transformations described in the reports and contained in the dataset [CODECS T3.3] Socio-technical Process Modelling - formalisation - Living Lab PROCESS MODELS (10.5281/zenodo.16372882).
DOI: 10.6084/m9.figshare.29509169.v4
title: BengaliFoodSeg: A Daily Life Dataset for Deep Learning Based Food Detection and Segmentation.

description: This dataset presents a comprehensive Bengali food segmentation dataset designed to support both semantic segmentation and object detection tasks using deep learning techniques. The dataset consists of high-quality images of traditional Bengali dishes captured in diverse real-life settings, annotated with polygon-based masks and categorized into multiple food classes. Annotation and preprocessing were performed using the Roboflow platform, with exports available in both COCO and mask formats. The dataset was used to train UNet for segmentation and YOLOv12 for detection. Augmentation and class balancing techniques were applied to improve model generalization. This dataset provides a valuable benchmark for food recognition, dietary assessment, and culturally contextualized computer vision research.
DOI: 10.15468/dl.88me4n
title: Occurrence Download

description: A dataset containing 864 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Solanum sisymbriifolium",
 "Country is South Africa",
 "HasCoordinate is true"
 ]
}

 The dataset includes 864 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0085318-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2gd8jb
title: Occurrence Download

description: A dataset containing 5644 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)"
 ]
 }
 },
 "TaxonKey is Harpullia Roxb."
 ]
}

 The dataset includes 5644 records from 97 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002056-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15442891
title: The glacier changes in the Alps from the GRACE and GRACE Follow-On Missions (2002-2023)

description: This dataset contains glacier mass change solutions for the Alps derived from GRACE and GRACE-FO data between April 2002 and September 2023. The dataset includes results from three experiments applying different forward modeling approaches:

Ex1: Global unconstrained forward modeling  Ex2: Regional constrained forward modeling  Ex3: Spatial mascon fitting

In addition, we provide glacier mass change results derived from the JPL mascon solution.

Methods:Data were processed using GRACE/GRACE-FO Level-2 spherical harmonic solutions from COST-G.  Corrections applied include:- Solid Earth deformation correction based on geodetic land surface displacement data- Forward modeling to mitigate leakage effects- Hydrological signal removal using GLDAS Noah V2.1 and ERA5-Land

Please see readme.txt for further details.
DOI: 10.5281/zenodo.15442892
title: The glacier changes in the Alps from the GRACE and GRACE Follow-On Missions (2002-2023)

description: This dataset contains glacier mass change solutions for the Alps derived from GRACE and GRACE-FO data between April 2002 and September 2023. The dataset includes results from three experiments applying different forward modeling approaches:

Ex1: Global unconstrained forward modeling  Ex2: Regional constrained forward modeling  Ex3: Spatial mascon fitting

In addition, we provide glacier mass change results derived from the JPL mascon solution.

Methods:Data were processed using GRACE/GRACE-FO Level-2 spherical harmonic solutions from COST-G.  Corrections applied include:- Solid Earth deformation correction based on geodetic land surface displacement data- Forward modeling to mitigate leakage effects- Hydrological signal removal using GLDAS Noah V2.1 and ERA5-Land

Please see readme.txt for further details.
DOI: 10.48339/2011-3-k72p
title: Dimensions of Norm-Referenced Compulsory School Grades and their Relative Importance for the Prediction of Upper Secondary School Grades

description: U72
DOI: 10.17632/6jpyk7pzpv.1
title: Instances for the Multi-Stage Two-Dimensional Cutting Stock Problem with Usable Leftovers and Uncertainty in Demand

description: Full description of instances for the Multi-Stage Two-Dimensional Cutting Stock Problem with Usable Leftovers and Uncertainty in Demand. 

Sixteen classes of instances were defined with 'S' = 2 types of standard plates and varying the number of types of leftovers in stock ('R' = 1 and 2). The number of types of items varied with 'I' = 3, 5, 8, and 10, and their dimensions were generated according to the dimensions of the plates and leftovers in stock. 

Six scenario trees were used to represent the demand for items in the multi-stage approach. Each tree is identified according to the format 'T'/'B'/'Ξ', where 'T' is the number of stages, 'B' is the number of branches, and 'Ξ' is the number of scenarios.

For each pair class/tree, 10 instances were generated.
DOI: 10.15468/dl.hmd7cd
title: Occurrence Download

description: A dataset containing 346 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ocotea tampicensis (Meisn.) Hemsl.",
 "BasisOfRecord is one of (Specimen, Fossil, Material sample, Material citation)"
 ]
}

 The dataset includes 346 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010798-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15393159
title: Global Pharmaceutical Plastic Packaging Market 2025 To 2034

description: Pharmaceutical Plastic Packaging Market Size, Trends and Insights By Product Type (Blister packs, Bottles, Syringes, Medication tubes, Others), By Material (Plastics, Paper & paperboard, Glass, Metal), By Packaging Type (Primary packaging, Secondary packaging, Tertiary packaging), By Application (Oral drugs, Injectable drugs, Topical drugs, Nasal drugs, Intravenous (IV) drugs, Others), and By Region - Global Industry Overview, Statistical Data, Competitive Analysis, Share, Outlook, and Forecast 2025–2034.

Reports Description

As per the Pharmaceutical Plastic Packaging Market analysis conducted by the CMI Team, the global pharmaceutical plastic packaging Market is expected to record a CAGR of 16.39% from 2025 to 2034. In 2025, the market size is projected to reach a valuation of USD 173.79 Billion. By 2034, the valuation is anticipated to reach USD 681.33 Billion.

For more information, DOWNLOAD FREE SAMPLE Now at https://www.custommarketinsights.com/request-for-free-sample/?reportid=69731