cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3886/e231509
title: Influenza A Viruses and Antibody Response in High-Latitude Urban Wintering Mallards (Anas platyrhynchos), Alaska, 2012-2015

description: This data set contains information regarding the sampling of avian influenza viruses from mallard ducks at locations in Anchorage and Fairbanks, Alaska 2012-2015. Data pertaining to wild birds (mallards) sampled includes band numbers, age and sex, location and timing of sampling. Laboratory specific data is also included and used to identify presence and absence of avian influenza viruses either during active infection or previous exposure (serostatus).
DOI: 10.3886/e231509v1
title: Influenza A Viruses and Antibody Response in High-Latitude Urban Wintering Mallards (Anas platyrhynchos), Alaska, 2012-2015

description: This data set contains information regarding the sampling of avian influenza viruses from mallard ducks at locations in Anchorage and Fairbanks, Alaska 2012-2015. Data pertaining to wild birds (mallards) sampled includes band numbers, age and sex, location and timing of sampling. Laboratory specific data is also included and used to identify presence and absence of avian influenza viruses either during active infection or previous exposure (serostatus).
DOI: 10.15468/dl.ed87yt
title: Occurrence Download

description: A dataset containing 61 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Florida Offshore Cetacean Observations by FAU HBOI Stranding and Population Assessment"
 ]
}

 The dataset includes 61 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001424-250424135625364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bfc37t
title: Occurrence Download

description: A dataset containing 106486 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is AlgaCAT, Banco de datos de las algas de Cataluña"
 ]
}

 The dataset includes 106486 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001415-250424135625364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ubfdhr
title: Occurrence Download

description: A dataset containing 88988 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is FungaCAT: Banco de datos de los hongos de Cataluña"
 ]
}

 The dataset includes 88988 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001416-250424135625364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jmpfxw
title: Occurrence Download

description: A dataset containing 2562 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Données d'oiseaux",
 "Geometry POLYGON((-18.64723 36.74421,17.64723 36.74421,17.64723 51.25579,-18.64723 51.25579,-18.64723 36.74421))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 2562 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001425-250424135625364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wysnww
title: Occurrence Download

description: A dataset containing 329 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Rhododendron davidi Franch."
 ]
}

 The dataset includes 329 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001426-250424135625364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u946ka
title: Occurrence Download

description: A dataset containing 29377 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Ulmus procera"
 ]
}

 The dataset includes 29377 records from 85 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030897-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17600737
title: Intensivkapazitäten und COVID-19-Intensivbettenbelegung in Deutschland

description: Der Datensatz "Intensivkapazitäten und COVID-19-Intensivbettenbelegung in Deutschland" des Robert Koch-Instituts dokumentiert die tägliche intensivmedizinische Versorgungslage seit der COVID-19-Pandemie. Basierend auf Meldungen aller intensivbettenführenden Krankenhäuser in Deutschland erfasst das DIVI-Intensivregister Echtzeitdaten zu belegten und freien Intensivbetten. Die Erhebung differenziert nach Altersgruppen, Regionen und Versorgungsstufen. COVID-19-Fälle auf Intensivstationen werden gesondert ausgewiesen. Die Daten stehen aggregiert auf Bundes-, Landes- und Kreisebene zur Verfügung. Damit bildet der Datensatz eine Grundlage für die Überwachung von Kapazitäten, die Koordination von Behandlungskapazitäten und politische Entscheidungsprozesse während der Pandemie und darüber hinaus.
DOI: 10.15468/dl.jqru67
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Crossodactylus boulengeri"
 ]
}

 The dataset includes 12 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030898-251025141854904/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.30609770
title: “LGF v5.3: Verified Dynamical Model and 52,410-Row Open Dataset”

description: <b>The Language Gravitational Field (LGF) Model</b> is the first openly verifiable dynamical framework that explains civilizational collapse, ethical degradation, and systemic failure through a unified mathematical structure.This dataset contains <b>four synchronized documents (formal scientific note, bilingual edition, OSF-style preprint, and technical supplement)</b> demonstrating that LGF v5.3—refined into v7.Hellas—successfully stabilizes the previously divergent v5.2 model.Unlike traditional social or ethical theories, <b>LGF provides measurable variables</b>, a reproducible Jacobian stability test, and an explicit <b>Λ→0 convergence pathway</b>. These materials establish that civilizational fate is not deterministic; <b>ethical intervention (Ψ)</b> can shift system dynamics onto a stable trajectory.All computations, figures, and validation steps are fully reproducible.<br><b>All source code and the complete 52,410-row CSV dataset used for the LGF v5.3 verification are publicly released with this upload.</b><br>Nothing is hidden; every transformation and result can be independently checked.This work represents a <b>joint collaborative analysis</b> among<br><b>Heo Jeong-bin (Creator), GPT, GROK, and Gemini</b>,<br>marking one of the earliest fully transparent AI–human research collaborations.Readers are invited to verify every claim:<br>run the equations, inspect the Jacobian, and reproduce the system trajectory.<br><b>LGF is no longer a hypothesis.</b><br><b>It is a testable dynamic system.</b><br>Data Statement<b>This dataset mathematically verifies that LGF v5.3 converges to Λ=0 within 120 months, while v5.2 collapses catastrophically at t ≈ 0.4–0.5 months.</b><br><b>52,410 numeric points. Zero fiction. 100% reproducible.</b>
DOI: 10.6084/m9.figshare.30609770.v2
title: “LGF v5.3: Verified Dynamical Model and 52,410-Row Open Dataset”

description: <b>The Language Gravitational Field (LGF) Model</b> is the first openly verifiable dynamical framework that explains civilizational collapse, ethical degradation, and systemic failure through a unified mathematical structure.This dataset contains <b>four synchronized documents (formal scientific note, bilingual edition, OSF-style preprint, and technical supplement)</b> demonstrating that LGF v5.3—refined into v7.Hellas—successfully stabilizes the previously divergent v5.2 model.Unlike traditional social or ethical theories, <b>LGF provides measurable variables</b>, a reproducible Jacobian stability test, and an explicit <b>Λ→0 convergence pathway</b>. These materials establish that civilizational fate is not deterministic; <b>ethical intervention (Ψ)</b> can shift system dynamics onto a stable trajectory.All computations, figures, and validation steps are fully reproducible.<br><b>All source code and the complete 52,410-row CSV dataset used for the LGF v5.3 verification are publicly released with this upload.</b><br>Nothing is hidden; every transformation and result can be independently checked.This work represents a <b>joint collaborative analysis</b> among<br><b>Heo Jeong-bin (Creator), GPT, GROK, and Gemini</b>,<br>marking one of the earliest fully transparent AI–human research collaborations.Readers are invited to verify every claim:<br>run the equations, inspect the Jacobian, and reproduce the system trajectory.<br><b>LGF is no longer a hypothesis.</b><br><b>It is a testable dynamic system.</b><br>Data Statement<b>This dataset mathematically verifies that LGF v5.3 converges to Λ=0 within 120 months, while v5.2 collapses catastrophically at t ≈ 0.4–0.5 months.</b><br><b>52,410 numeric points. Zero fiction. 100% reproducible.</b>
DOI: 10.6084/m9.figshare.30609770.v1
title: “LGF v5.3: Verified Dynamical Model and 52,410-Row Open Dataset”

description: <b>The Language Gravitational Field (LGF) Model</b> is the first openly verifiable dynamical framework that explains civilizational collapse, ethical degradation, and systemic failure through a unified mathematical structure.This dataset contains <b>four synchronized documents (formal scientific note, bilingual edition, OSF-style preprint, and technical supplement)</b> demonstrating that LGF v5.3—refined into v7.Hellas—successfully stabilizes the previously divergent v5.2 model.Unlike traditional social or ethical theories, <b>LGF provides measurable variables</b>, a reproducible Jacobian stability test, and an explicit <b>Λ→0 convergence pathway</b>. These materials establish that civilizational fate is not deterministic; <b>ethical intervention (Ψ)</b> can shift system dynamics onto a stable trajectory.All computations, figures, and validation steps are fully reproducible.<br><b>All source code and the complete 52,410-row CSV dataset used for the LGF v5.3 verification are publicly released with this upload.</b><br>Nothing is hidden; every transformation and result can be independently checked.This work represents a <b>joint collaborative analysis</b> among<br><b>Heo Jeong-bin (Creator), GPT, GROK, and Gemini</b>,<br>marking one of the earliest fully transparent AI–human research collaborations.Readers are invited to verify every claim:<br>run the equations, inspect the Jacobian, and reproduce the system trajectory.<br><b>LGF is no longer a hypothesis.</b><br><b>It is a testable dynamic system.</b><br>Data Statement<b>This dataset mathematically verifies that LGF v5.3 converges to Λ=0 within 120 months, while v5.2 collapses catastrophically at t ≈ 0.4–0.5 months.</b><br><b>52,410 numeric points. Zero fiction. 100% reproducible.</b>
DOI: 10.15468/dl.t4bju4
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-90.69915 12.65706,-87.0197 12.65706,-87.0197 14.89074,-90.69915 14.89074,-90.69915 12.65706))",
 "HasCoordinate is true",
 "MediaType is Image",
 "TaxonKey is Chamaedorea nubium"
 ]
}

 The dataset includes 11 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030899-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17600742
title: Co mining data&code
DOI: 10.5281/zenodo.17600741
title: Co mining data&code
DOI: 10.15468/dl.shqyf9
title: Occurrence Download

description: A dataset containing 116616 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pygoscelis adeliae"
 ]
}

 The dataset includes 116616 records from 140 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030866-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17592379
title: Dataset for "Unknown Target: Uncovering and Detecting Novel In-Flight Attacks to Collision Avoidance (TCAS)"

description: The dataset associated with "Unknown Target: Uncovering and Detecting Novel In-Flight Attacks to Collision Avoidance (TCAS)"
DOI: 10.15468/dl.75nds3
title: Occurrence Download

description: A dataset containing 278995 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((24.19273 -4.87552,34.60616 -4.87552,34.60616 5.04496,24.19273 5.04496,24.19273 -4.87552))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 278995 records from 177 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030864-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17600769
title: Export Dati Dispositivo VOCATION
DOI: 10.5281/zenodo.17600768
title: Export Dati Dispositivo VOCATION
DOI: 10.15468/dl.amx4d6
title: Occurrence Download

description: A dataset containing 534 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Iran (Islamic Republic of), Türkiye, Iraq, Turkmenistan, Afghanistan, Pakistan, Uzbekistan, Tajikistan)",
 "HasCoordinate is true",
 "TaxonKey is Eremias persica"
 ]
}

 The dataset includes 534 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030901-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pfevat
title: Occurrence Download

description: A dataset containing 51 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((107.99666 21.05382,89.24427 17.92844,84.12998 6.84747,92.36968 -0.53983,107.99666 21.05382))",
 "TaxonKey is Lagerstroemia hypoleuca"
 ]
}

 The dataset includes 51 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030902-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h3fxk2
title: Occurrence Download

description: A dataset containing 274 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Crossodactylus caramaschii"
 ]
}

 The dataset includes 274 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030903-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17590658
title: Scripts & Data for Unsupervised Segmentation of Micro-CT Scans of Polyurethane Structures By Combining Hidden Markov Random Fields and a U-Net

description: This record contains data and scripts to reproduce the results of the paper with the title Unsupervised Segmentation of Micro-CT Scans of Polyurethane Structures By Combining Hidden Markov Random Fields and a U-Net.

The execution of the scripts requires the open-source framework CIDS (https://gitlab.com/intelligent-analysis/cids)
DOI: 10.5281/zenodo.17590657
title: Scripts & Data for Unsupervised Segmentation of Micro-CT Scans of Polyurethane Structures By Combining Hidden Markov Random Fields and a U-Net

description: This record contains data and scripts to reproduce the results of the paper with the title Unsupervised Segmentation of Micro-CT Scans of Polyurethane Structures By Combining Hidden Markov Random Fields and a U-Net.

The execution of the scripts requires the open-source framework CIDS (https://gitlab.com/intelligent-analysis/cids)
DOI: 10.15468/dl.4ga6me
title: Occurrence Download

description: A dataset containing 1604953 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Desmophyllum pertusum"
 ]
}

 The dataset includes 1604953 records from 89 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030879-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9dddjz
title: Occurrence Download

description: A dataset listing the 2 species recorded in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Seriola quinqueradiata",
 "Year 2000-2025"
 ]
}

 The dataset's 2 records were derived from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030894-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ugtjey
title: Occurrence Download

description: A dataset containing 2321 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((106.86015 37.53319,8.55221 49.18239,-24.97477 26.16811,-12.18905 -15.59854,26.16809 -38.04459,36.39666 -34.06681,46.90935 -4.51761,92.6538 -0.82395,106.86015 37.53319))",
 "TaxonKey is Grewia flavescens"
 ]
}

 The dataset includes 2321 records from 74 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030906-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/8657169
title: Disease_prediction_using_symptoms
DOI: 10.15468/dl.tkccfw
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Crossodactylus cyclospinus"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030907-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17460015
title: Code and data for the Ghannam et al. glioblastoma/ICB manuscript

description: This repository contains data and code for generating figures in the glioblastoma/ICB manuscript of Ghannam et al.

 

gbm_icb_code.tar.gz: Code for generating figures. We recommend accessing the code via GitHub if possible: https://github.com/getzlab/gbm_icb_manuscript

gbm_icb_data.tar.gz: Data for generating figures

 

See the GitHub repository for additional/up-to-date information: https://github.com/getzlab/gbm_icb_manuscript
DOI: 10.5281/zenodo.17593208
title: Code and data for the Ghannam et al. glioblastoma/ICB manuscript

description: This repository contains data and code for generating figures in the glioblastoma/ICB manuscript of Ghannam et al.

 

gbm_icb_code.tar.gz: Code for generating figures. We recommend accessing the code via GitHub if possible: https://github.com/getzlab/gbm_icb_manuscript

gbm_icb_data.tar.gz: Data for generating figures

 

See the GitHub repository for additional/up-to-date information: https://github.com/getzlab/gbm_icb_manuscript
DOI: 10.15468/dl.kfn3ye
title: Occurrence Download

description: A dataset listing the 4 species recorded in GBIF matching the query:
{
 "and" : [
 "DatasetName is one of (Artportalen, Norwegian Species Observation Service, Waarnemingen.be - Hemiptera occurrences in Flanders and the Brussels Capital Region, Belgium, Waarnemingen.be - Butterfly occurrences in Flanders and the Brussels Capital Region, Belgium, Waarnemingen.be - Other insect occurrences in Flanders and the Brussels Capital Region, Belgium, Waarnemingen.be - Non-native animal occurrences in Flanders and the Brussels Capital Region, Belgium, Waarnemingen.be - Hymenoptera occurrences in Flanders and the Brussels Capital Region, Belgium, BV Insectarium Virtual, Bugbase, Lepidopterological Society, Danish Mycological Society, fungal records database, Finnish Insect Database, iNaturalist Research-grade Observations, Invazivke - Invasive Alien Species in Slovenia, NABU|naturgucker, Observation.org, Nature data from around the World, Swiss National Butterflies and Forester Moths Databank, Swiss National Fungi Databank, UK Butterfly Monitoring Scheme (UKBMS), Finvasive LIFE project invasive species observations)",
 "EstablishmentMeans is introduced",
 "OccurrenceStatus is Present",
 "TaxonKey is Insecta"
 ]
}

 The dataset's 4 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030891-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9db4cv
title: Occurrence Download

description: A dataset containing 1664 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((114.76725 13.14951,162.55021 32.69168,141.69732 68.67786,96.77416 53.90207,91.76946 16.00934,114.76725 13.14951))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Synurus deltoides"
 ]
}

 The dataset includes 1664 records from 61 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030908-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9tnyt4
title: Occurrence Download

description: A dataset containing 101 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Acicarpha procumbens"
 ]
}

 The dataset includes 101 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030910-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.14278/rodare.4112
title: Data and code publication: Sub-nanosecond structural dynamics of the martensitic transformation in Ni-Mn-Ga

description: Raw data and codes for the publication titled '<strong>Sub-nanosecond structural dynamics of the martensitic transformation in Ni-Mn-Ga</strong>' done by Yuru Ge (FWIN-HZDR) and the colleagues. The order of the figures follows the latest manuscript version before submission, labeled "2025.11.12_DESY-NMG_v10".
DOI: 10.14278/rodare.4111
title: Data and code publication: Sub-nanosecond structural dynamics of the martensitic transformation in Ni-Mn-Ga

description: Raw data and codes for the publication titled '<strong>Sub-nanosecond structural dynamics of the martensitic transformation in Ni-Mn-Ga</strong>' done by Yuru Ge (FWIN-HZDR) and the colleagues. The order of the figures follows the latest manuscript version before submission, labeled "2025.11.12_DESY-NMG_v10".
DOI: 10.5517/ccdc.csd.cc1ntfjf
title: CCDC 1543785: Experimental Crystal Structure Determination

description: Related Article: Takumi Nakanishi|2025|CSD Communication|||
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.