cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3886/e240943v1
title: HIFLD OPEN U.S. Coast Guard (USCG) Maritime Differential GPS (DGPS) Locations

description: NAVCEN operates the Coast Guard Maritime Differential GPS (DGPS) Service and the developing Nationwide DGPS Service (NDGPS), consisting of two control centers and 86 remote broadcast sites. The service broadcasts correction signals on marine radiobeacon frequencies to improve the accuracy and integrity of GPS-derived positions. DGPS provides 10-meter accuracy in all established coverage areas, typically achieving 1–3 meter positional accuracy. Coverage includes the coastal United States, the Great Lakes, Puerto Rico, portions of Alaska and Hawaii, and much of the Mississippi River Basin. The maritime DGPS system achieved Full Operational Capability on March 15, 1999, following a multi-year effort to upgrade and expand broadcast sites. This dataset was created for incorporation into the National Geospatial-Intelligence Agency (NGA) 2008 Homeland Security Infrastructure Program (HSIP) Gold data inventory release to the Federal Interagency Homeland Security and Homeland Defense Community.The system provides integrity alarms, high availability, and enhanced accuracy to support maritime navigation.
description: Archived from the HIFLD Open GIS data repository, which was deactivated on August 26, 2025.
DOI: 10.15468/dl.erquwq
title: Occurrence Download

description: A dataset containing 4878 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Isocrinida"
 ]
}

 The dataset includes 4878 records from 129 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027977-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17682724
title: S74 | REFTPS | Transformation Products and Reactions from Literature

description: This dataset is designed to provide an entry point for users to contribute transformation products and reactions documented in the literature for addition to the NORMAN SLE and PubChem Transformations section. Dataset DOI: 10.5281/zenodo.4318838.

Change logs and version tracking at the ECI GitLab site.

Change log: v0.0.2 added InChIKey file. v0.1.0 added new reactions from Anca Baesu and DTXSIDs. v0.2.0 added PFAS TPs from Parviel Chirsir. v0.2.1 more PFAS TPs from Parviel. v0.3.0 Emma added HMMM TPs; v0.3.1 updated references and added new CIDs; added new MS/MS file. v0.4.0 new PFAS TPs plus MS/MS and NMR. v0.4.1 new CID added, plus CID 67543 updated to 14571268. v0.5.0 new 8:2 FT TPs plus annotation data; new structures. v0.5.1 added new CIDs. v0.5.2 added 2:2 to 6:2 FT TPs, updated ref for Bugsel. v0.5.3: added new CIDs. v0.6.0 added new structures. v0.7.0 added more new structures. v 0.7.1: updated CIDs in substances, fixed PFHpA mapping in transformations (some were mismapped to CID 67819). v 0.7.2: updated Biosystem description for many records. v0.8.0: updated CID 163201609 => 166001338, adjusted last 4 MS/MS, added Barisci AOP transformations. v0.9.0 added new structures. v0.9.1 updated CIDs and added radical structures from deposition. v0.10.0 added new irgarol reaction; v0.10.1 added new CID. v0.11.0 added Avendano and Mabury transformations from Parviel. v0.12.0 added Washington MS/MS and Marjanovic MS/MS and reactions. v0.13.0 added Galaxolide transformation. v0.14.0 added Zweigle PFAS TPs with MSMS. v0.14.1 added new CIDs. v0.15.0 added antibiotic TPs from Paul Löffler, SLU, incl. entries with no CID. v0.15.1 added new CIDs. v0.16.0 added benzothiazole reactions. v0.17.0 added TooCOLD TPs from Rick. v0.18.0 added new TFA reactions. v0.19.0 added pak choi reactions, several with no CID. v0.19.1 added new CIDs. v0.20.0 added dimers from Li Ji. v0.20.1 added new CIDs. v0.21.0 added the EJ Weber PFAS libraries "EnvLib" and "MetaLib", curation by Parviel and Emma. Some new CIDs to come. v0.21.1: fixed char issues in substance & transformation files. v0.21.2 added new CIDs. v0.22.0 added "Class_parent" column to the substance deposition file to aid annotation. v0.23.0: added Parviel's zebrafish entries. v0.24.0: added Lingmin Jin, Shiyang Chen & Li Ji's atrazine data. v0.23.1: added new CIDs. 
description: NOTE: This deposition is continually updating as new data is added!
DOI: 10.17026/ar/g3ibpx
title: PAN-00103764 - coin/coin-related, Elisabeth I (1558-1603), 6 pence

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00103764&lt;/p&gt;
description: Modified: 2025-07-29T09:13:53+02:00
DOI: 10.6084/m9.figshare.28601813
title: <b>​MouseCortex-IOS </b>Dateset

description: <b>Intrinsic optical signal imaging (IOSI) enables non-invasive monitoring of neural activity in the mouse cortex, yet quantitative analysis remains hindered by low signal intensity, complex spatiotemporal patterns, and the lack of standardized benchmarks. To tackle this challenge, we present </b><b>MouseCortex-IOS</b><b>, a novel open accessible video segmentation dataset specifically designed for standardizing IOS analysis in awake rodent models, comprising 5732 images from 14 experimental subjects. Meanwhile, we implement an efficient processing pipeline leveraging foundation models to ensure annotation consistency while minimizing manual intervention. The dataset supports quantitative characterization of neural activation parameters including signal propagation velocity and trajectory, serving as a critical benchmark for developing automated analysis tools. Furthermore, this resource facilitates technique development in neuroimaging studies and accelerates the integration of computational approaches in IOS-based neuroscience research.</b>
DOI: 10.6084/m9.figshare.28601813.v4
title: <b>RatCortex-IOS </b>Dateset

description: Intrinsic optical signal imaging (IOSI) enables non-invasive monitoring of neural activity in the rat cortex, yet quantitative analysis remains hindered by low signal intensity, complex spatiotemporal patterns, and the lack of standardized benchmarks. To tackle this challenge, we present <b>RatCortex-IOS</b> – a novel open-access video segmentation dataset specifically designed for standardizing IOS analysis in awake rodent models. Meanwhile, we implement an efficient processing pipeline leveraging foundation models to ensure annotation consistency while minimizing manual intervention. The dataset supports quantitative characterization of neural activation parameters including signal propagation velocity and cortical response topography, serving as a critical benchmark for developing automated analysis tools. Furthermore, this resource facilitates technique development in neuroimaging studies and accelerates the integration of computational approaches in IOS-based neuroscience research.
DOI: 10.6084/m9.figshare.28601813.v5
title: <b>​MouseCortex-IOS </b>Dateset

description: <b>Intrinsic optical signal imaging (IOSI) enables non-invasive monitoring of neural activity in the mouse cortex, yet quantitative analysis remains hindered by low signal intensity, complex spatiotemporal patterns, and the lack of standardized benchmarks. To tackle this challenge, we present </b><b>MouseCortex-IOS</b><b>, a novel open accessible video segmentation dataset specifically designed for standardizing IOS analysis in awake rodent models, comprising 5732 images from 14 experimental subjects. Meanwhile, we implement an efficient processing pipeline leveraging foundation models to ensure annotation consistency while minimizing manual intervention. The dataset supports quantitative characterization of neural activation parameters including signal propagation velocity and trajectory, serving as a critical benchmark for developing automated analysis tools. Furthermore, this resource facilitates technique development in neuroimaging studies and accelerates the integration of computational approaches in IOS-based neuroscience research.</b>
DOI: 10.15468/dl.bakxa7
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pararamichloridium",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027979-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9m58ps
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eothenomys wardi",
 "HasCoordinate is TRUE"
 ]
}

 The dataset includes 9 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027980-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17026/ar/r254od
title: PAN-00178025 - eye brooch E

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00178025&lt;/p&gt;
description: Modified: 2025-08-07T17:13:54+02:00
DOI: 10.21227/vzys-5090
title: "CV equipment Database"

description: "Color-difference inspection of household appliance surfaces over large fields of view and across different materials faces pronounced accuracy bottlenecks. Variations in refractive index, surface roughness, and gloss markedly change the reflection and scattering of incident light, so single-reference color matching cannot maintain consistency across materials and yields systematic bias for \u201cidentical color, different materials\u201d. This paper proposes a high-precision appliance surface color-difference method based on cross-material optical modeling. Starting from the imaging mechanism, flat-field and illumination compensation are performed to correct the spatial dependence of luminance and chromaticity, followed by linear color reconstruction and sRGB mapping to recover an equivalent standard illuminant. A lightweight bidirectional reflectance distribution function prior is then introduced to compensate perceptual inconsistency caused by directional effects of roughness and gloss. On this basis, a material-consistency correction factor and polynomial chromaticity mapping are constructed to form a unified cross-material color space, together with an angle-weighted improved color-difference metric. Experiments on a 2 m \u00d7 2 m field of view with 350 samples (50 colors, 7 material types) show that the proposed method reduces the mean color difference from 4.49 for raw RGB readings and 3.57 for simple color conversion to 1.25, an overall reduction of about 72%. The board-level  is stabilized around 1, and the consistency index increases from 0.75 to 0.94, close to the 0.98 of a professional colorimeter, while effectively suppressing pseudo color differences due to \u201csame color, different materials or gloss\u201d."
DOI: 10.17026/dans-xp7-6vyb
title: PAN-00121252 - small terra sigillata bowl with footring and straight wall

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00121252&lt;/p&gt;
description: Modified: 2025-05-25T11:06:22+02:00
DOI: 10.15468/dl.uvc86y
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Deightonomyces",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027982-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.etzv3k
title: Occurrence Download

description: A dataset containing 41 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Epomophorus angolensis",
 "HasCoordinate is TRUE"
 ]
}

 The dataset includes 41 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027983-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.30784088
title: Kidney Datasets

description: benchmark
DOI: 10.6084/m9.figshare.30784088.v1
title: Kidney Datasets

description: benchmark
DOI: 10.5281/zenodo.17814302
title: From Industrial Ladders to Post-Industrial Manifolds: A Geometric Reconstruction of Economic Complexity Through Multi-Layer Fitness

description: This repository contains the consolidated replication package for the research article: "From Industrial Ladders to Post-Industrial Manifolds: A Geometric Reconstruction of Economic Complexity Through Multi-Layer Fitness", submitted to Structural Change and Economic Dynamics.

File Contents (MLEF_Replication_Package.xlsx):

This single repository file contains both the harmonized panel dataset and the full statistical output logs presented in the manuscript's Appendices.





Data: Material ($F_M$) and Cognitive ($F_C$) Fitness scores (41 economies, 2007–2023).




Appendix C: Counterfactual Analysis (Scalar vs. Cognitive metrics).




SOM C: Distributional Diagnostics.




SOM D: Panel Unit Root Tests (CIPS, PANIC).




SOM F: System GMM Regression Outputs & Diagnostics.




SOM G: Factor Analysis & Orthogonality Checks.




SOM H: Markov-Switching VAR Regime Outputs.



Methodology:

The study applies the Multi-Layer Economic Fitness (MLEF) framework to decompose economic complexity into orthogonal capability axes and analyzes their interaction through dynamic panel estimation.
DOI: 10.15468/dl.xu8zad
title: Occurrence Download

description: A dataset containing 8884 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Trochocarpa R.Br."
 ]
}

 The dataset includes 8884 records from 70 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0215710-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6kfuvs
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Triphora heringeri Pabst"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021964-230810091245214/datasets/export for details.
DOI: 10.15468/dl.rttjqj
title: Occurrence Download

description: A dataset containing 186 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Acidoton Sw."
 ]
}

 The dataset includes 186 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0215719-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r8ucjn
title: Occurrence Download

description: A dataset containing 2458 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Triphysaria pusilla (Benth.) T.I.Chuang & Heckard"
 ]
}

 The dataset includes 2458 records from 95 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021987-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cbn5ty
title: Occurrence Download

description: A dataset containing 388 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eugongylus albofasciolatus (Günther, 1872)"
 ]
}

 The dataset includes 388 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0279900-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xvjyvs
title: Occurrence Download

description: A dataset containing 75 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-96.14723 -4.75579,-59.85277 -4.75579,-59.85277 9.75579,-96.14723 9.75579,-96.14723 -4.75579))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Humiriastrum procerum (Little) Cuatrec."
 ]
}

 The dataset includes 75 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0132450-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uz4kze
title: Occurrence Download

description: A dataset containing 771155 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Accipiter gentilis (Linnaeus, 1758)"
 ]
}

 The dataset includes 771155 records from 768 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0215729-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gpyug7
title: Occurrence Download

description: A dataset containing 828 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eupholidoptera schmidti (Fieber, 1861)"
 ]
}

 The dataset includes 828 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0132467-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dnjbrt
title: Occurrence Download

description: A dataset containing 172 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Adenopeltis Bertero ex A.Juss."
 ]
}

 The dataset includes 172 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0215721-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tc9hww
title: Occurrence Download

description: A dataset containing 22770 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Guatemala, United States of America, Chinese Taipei, Mexico, Puerto Rico, Hong Kong, Brazil, China, Colombia, Australia)",
 "TaxonKey is Bidens alba (L.) DC."
 ]
}

 The dataset includes 22770 records from 154 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0132451-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z3upta
title: Occurrence Download

description: A dataset containing 78 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Valdivia Gay ex J.Rémy"
 ]
}

 The dataset includes 78 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0215717-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n7fc4e
title: Occurrence Download

description: A dataset containing 460 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (China, Chinese Taipei)",
 "TaxonKey is Quercus monimotricha (Hand.-Mazz.) Hand.-Mazz."
 ]
}

 The dataset includes 460 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0198960-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5nmmjs
title: Occurrence Download

description: A dataset listing the 334 species recorded in GBIF matching the query:
{
 "DatasetKey" : [
 "is Colección de Microorganismos-Pontificia Universidad Javeriana"
 ]
}

 The dataset's 334 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0132452-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pe3zmh
title: Occurrence Download

description: A dataset containing 56 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "GadmGid is ARG",
 "GadmGid is CHL",
 "GadmGid is URY",
 "GadmGid is PRY",
 "GadmGid is FLK",
 "GadmGid is BRA.24_1",
 "GadmGid is BRA.16_1",
 "GadmGid is BRA.21_1"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Callaeum Small"
 ]
}

 The dataset includes 56 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0215709-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n39xq3
title: Occurrence Download

description: A dataset containing 130765 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Angola",
 "Geometry POLYGON((-8.78053 -20.89949,40.78053 -20.89949,40.78053 -1.10051,-8.78053 -1.10051,-8.78053 -20.89949))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 130765 records from 411 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0198193-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vsn63k
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hieracium bergstroemii Sam."
 ]
}

 The dataset includes 15 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023693-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cjjusy
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Côte d’Ivoire",
 "TaxonKey is Indigofera trialata A.Chev."
 ]
}

 The dataset includes 20 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019671-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qnb7bd
title: Occurrence Download

description: A dataset containing 62975 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Crocodylidae"
 ]
}

 The dataset includes 62975 records from 222 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0161005-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m6ssa9
title: Occurrence Download

description: A dataset containing 101 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Plestiodon marginatus Hallowell, 1861"
 ]
}

 The dataset includes 101 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0083675-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.