cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.v9hnmh
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Colombia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Ateles fusciceps Gray, 1866"
 ]
}

 The dataset includes 23 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024776-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w4grqy
title: Occurrence Download

description: A dataset containing 1840 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-117.43819 -61.38478,-25.56181 -61.38478,-25.56181 -24.61522,-117.43819 -24.61522,-117.43819 -61.38478))",
 "HasCoordinate is true",
 "TaxonKey is Campephilus magellanicus (P.P.King, 1827)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1840 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000475-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yen5zg
title: Occurrence Download

description: A dataset containing 11237 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Dactyloctenium aegyptium (L.) Willd."
 ]
}

 The dataset includes 11237 records from 314 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0075077-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3qb7r8
title: Occurrence Download

description: A dataset listing the 24896 species recorded in GBIF matching the query:
{
 "Country" : [
 "is Bulgaria"
 ]
}

 The dataset's 24896 records were derived from 705 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016770-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.alphji
title: Occurrence Download

description: A dataset containing 25 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Uganda",
 "TaxonKey is Podiceps cristatus (Linnaeus, 1758)"
 ]
}

 The dataset includes 25 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007797-190320150433242/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n744cb
title: Occurrence Download

description: A dataset listing the 1729 species recorded in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Observation"
 ]
 },
 {
 "or" : [
 "Country is France",
 "Country is Germany",
 "Country is Austria",
 "Country is Belgium",
 "Country is Liechtenstein",
 "Country is Luxembourg",
 "Country is Monaco",
 "Country is Netherlands",
 "Country is Switzerland"
 ]
 },
 {
 "or" : [
 "Issue is Coordinate rounded",
 "Issue is Geodetic datum assumed WGS84",
 "Issue is Coordinate reprojected",
 "Issue is Coordinate reprojection failed",
 "Issue is Coordinate accuracy invalid",
 "Issue is Coordinate uncertainty meters invalid",
 "Issue is Coordinate precision/uncertainty mismatch",
 "Issue is Country mismatch",
 "Issue is Country derived from coordinates",
 "Issue is Continent country mismatch",
 "Issue is Continent derived from coordinates",
 "Issue is Presumed negated longitude",
 "Issue is Presumed negated latitude",
 "Issue is Recorded date mismatch",
 "Issue is Recorded date invalid",
 "Issue is Taxon match fuzzy",
 "Issue is Depth not metric",
 "Issue is Depth unlikely",
 "Issue is Depth min max swapped",
 "Issue is Depth non numeric",
 "Issue is Elevation unlikely",
 "Issue is Elevation min max swapped",
 "Issue is Elevation not metric",
 "Issue is Elevation non numeric",
 "Issue is Modified date invalid",
 "Issue is Modified date unlikely",
 "Issue is Identified date unlikely",
 "Issue is Identified date invalid",
 "Issue is Basis of record invalid",
 "Issue is Type status invalid",
 "Issue is Multimedia date invalid",
 "Issue is Multimedia URI invalid",
 "Issue is References URI invalid",
 "Issue is Error during interpretation",
 "Issue is Individual count invalid",
 "Issue is Individual count conflicts with occurrence status",
 "Issue is Occurrence status unparsable",
 "Issue is Occurrence status inferred from individual count"
 ]
 },
 "OccurrenceStatus is Present",
 "TaxonKey is Aves",
 "Year 2000-2020"
 ]
}

 The dataset's 1729 records were derived from 1737 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0080867-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6ev3qs
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen, Occurrence evidence)",
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Salsola zaidamica Iljin"
 ]
}

 The dataset includes 26 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008358-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25921/agyq-6195
title: National Coral Reef Monitoring Program: Dissolved inorganic carbon, total alkalinity, pH and other variables collected from surface discrete measurements using Coulometer, alkalinity titrator and other instruments from the Florida Keys, Southeast Florida, Dry Tortugas, Flower Garden Banks and St. Croix USVI, from 2022-01-06 to 2022-12-18 (NCEI Accession 0283449, superseded by NCEI Accession 0290602)

description: This accession has been superseded by NCEI Accession 0290602. Please use and refer to NCEI Accession 0290602 instead of this accession. Users should only use this accession for special cases, such as reproducing previous studies that used this accession. Refer to the documentation for more information.
DOI: 10.21227/s7b2-c792
title: BC-AC Multimodal Emotional Speech Dataset (Partial Release)

description: To support research on multimodal speech emotion recognition (SER), we developed a dual-channel emotional speech database featuring synchronized recordings of bone-conducted (BC) and air-conducted (AC) speech. The recordings were conducted in a professionally treated anechoic chamber with 100 gender-balanced volunteers. AC speech was captured via a digital microphone on the left channel, while BC speech was recorded from an in-ear BC microphone on the right channel, both at a 44.1 kHz sampling rate to ensure high-fidelity audio. Each participant completed a 60-minute session consisting of two phases: emotion induction and expression. Participants first watched emotion-inducing video clips and reported their emotional state using a discrete label and a 0–5 intensity scale. They then read predefined prompts while maintaining the induced emotion, generating labeled utterances. The speech material included 480 sentences (120 per emotion: angry, happy, neutral, sad) selected from a standardized iFLYTEK corpus. Emotional and neutral utterances were alternated to minimize cognitive fatigue, and the material was evenly divided into four subsets to maintain emotional balance. Manual perceptual evaluation yielded recognition accuracies of 93.56% for emotional and 82.38% for neutral utterances, confirming data quality. After segmentation, the final dataset contains 24,191 labeled utterances.
DOI: 10.15468/dl.khw3z4
title: Occurrence Download

description: A dataset containing 536 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Chaetogastra herbacea (DC.) P.J.F.Guim. & Michelang.)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Geometry POLYGON((-180 -90,180 -90,180 90,-180 90,-180 -90))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1945"
 ]
}

 The dataset includes 536 records from 78 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008360-250402121839773/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.25886437
title: Non-invasive eye tracking and retinal view reconstruction in free swimming schooling fish - reconstruction and analyze

description: Demo data for tracking:<i>https://drive.google.com/file/d/1mF2jqTQG6ojuwV-hV819c6X8XPzzyIt5/view?usp=sharing</i>Instructions for running the demo: README.md
DOI: 10.6084/m9.figshare.25886437.v2
title: Non-invasive eye tracking and retinal view reconstruction in free swimming schooling fish - reconstruction and analyze

description: Demo data for tracking:<i>https://drive.google.com/file/d/1mF2jqTQG6ojuwV-hV819c6X8XPzzyIt5/view?usp=sharing</i>
DOI: 10.15468/dl.fwgqdv
title: Occurrence Download

description: A dataset containing 58988 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Sheffield and Rotherham Wildlife Trust - Records"
 ]
}

 The dataset includes 58988 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014265-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rwfmp5
title: Occurrence Download

description: A dataset containing 11998 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is ITA.19_1",
 "TaxonKey is Lepidoptera",
 "Year 2023-2024"
 ]
}

 The dataset includes 11998 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014267-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wed3w5
title: Occurrence Download

description: A dataset containing 51 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Türkiye, Syrian Arab Republic)",
 "TaxonKey is Crocus kotschyanus K.Koch"
 ]
}

 The dataset includes 51 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014269-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k8jske
title: Occurrence Download

description: A dataset containing 18866 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is Myanmar",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 18866 records from 98 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014268-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14161747
title: corallus_caninus_decontaminated_FSCR.fasta.gz
DOI: 10.5281/zenodo.14161748
title: corallus_caninus_decontaminated_FSCR.fasta.gz
DOI: 10.15468/dl.ztgqpd
title: Occurrence Download

description: A dataset listing the 2 species recorded in GBIF matching the query:
{
 "TaxonKey" : [
 "is Leptostelma meyeri (Cabrera) A.M.Teles"
 ]
}

 The dataset's 2 records were derived from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014259-241107131044228/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.27722550.v1
title: Supplementary Material for: Effectiveness of neonatal resuscitation training programs, implementation and scale-up in low- and middle-income countries

description: Introduction: To describe recent evidence regarding the most effective neonatal resuscitation training program and scale-up of these programs in low-and middle-income countries (LMICs), which has contributed to the upcoming Lancet Global Newborn Care Series 2025, and forms part of a supplement describing an extensive synthesis on effective newborn interventions in LMICs. 
Methods: We included relevant studies from Medline, Embase, CINAHL, Cochrane CENTRAL and Global Index Medicus databases on the effectiveness and scale-up of Neonatal Resuscitation Training Programs (NRTP), with searches run August 2022. Data extraction and quality assessments were completed independently and in duplicate. 
Results: A total of 93 unique records met the eligibility criteria and were included in our analyses across the reviews. NRTPs improved most knowledge and skill-based outcomes but impact on mortality varied. Included studies identified knowledge and skill retention, standardized training protocols, and limited training opportunities for health care providers as challenges to current NRTPs. 
Conclusion: Reported knowledge, skills, and mortality outcomes were similar across NRTPs. The Helping Babies Breathe (HBB) program was found to be cost-effective in Tanzania, suggesting that the HBB program or elements thereof are low-cost and scalable in LMICs. Future research across diverse settings should evaluate the cost-effectiveness of other NRTPs. To scale-up current NRTPs, programs should focus on improving long-term retention outcomes and improving training material accessibility.
DOI: 10.15468/dl.8dbf9w
title: Occurrence Download

description: A dataset containing 95949 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cicer arietinum L."
 ]
}

 The dataset includes 95949 records from 318 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014270-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xe9xd4
title: Occurrence Download

description: A dataset containing 248 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Greece",
 "TaxonKey is Crocus laevigatus Bory & Chaub."
 ]
}

 The dataset includes 248 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014272-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mc462h
title: Occurrence Download

description: A dataset containing 188534 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is France",
 "TaxonKey is Artemisia vulgaris L."
 ]
}

 The dataset includes 188534 records from 1949 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014224-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18047725
title: Supplementary Dataset: Serialized System Dynamics Models and Semantic Search Benchmark Logs

description: This repository contains the supplementary materials and experimental data supporting the research article: "Semantic Search for System Dynamics Models using Vector Embeddings in a Cloud Microservices Environment".

The dataset consists of two primary components:

1. Model Corpus (File: system_dynamics_models_corpus.json)

This archive contains the source code and serialized JSON structures of 63 System Dynamics models used as the test environment. The models cover diverse domains including economics, biology, epidemiology, and project management. They serve as the "Search Space" for the reported experiments.

2. Experimental Benchmarks (File: benchmark_results_scenario_A.csv)

This file contains the raw execution logs for Test Scenario A ("Dynamics of cash flows and resources in economic systems"), comparing the performance of:





PostgreSQL Keyword Search (Baseline)




Proposed Semantic Search (ONNX/nomic-embed-text-v1.5)



Validation of Precision: The benchmark logs verify the reported 100% Precision of the Semantic Search method within the scope of this corpus. The data demonstrates that the semantic vector approach successfully filters out information noise (false positives), whereas the keyword-based approach yielded a 60% noise rate.

Note on Semantic Relevance: Models such as "Grain yield and loss model" or "Household Energy Consumption" are classified as Relevant (True Positive) in the logs. This validates the system's ability to detect structural isomorphism—mapping the abstract concept of "economic resource flow" to physically analogous stock-and-flow structures (grain inventory, energy usage), even in the absence of shared terminology.
DOI: 10.15468/re73hs
title: Schievitermes globicornis, a new genus and species of Termitinae (Blattodea, Termitidae) from French Guiana

description: This dataset contains the digitized treatments in Plazi based on the original journal article Roisin, Yves (2022): Schievitermes globicornis, a new genus and species of Termitinae (Blattodea, Termitidae) from French Guiana. ZooKeys 1125: 103-114, DOI: http://dx.doi.org/10.3897/zookeys.1125.91124, URL: http://dx.doi.org/10.3897/zookeys.1125.91124
DOI: 10.15468/4u8pmq
title: Two new species of Characidium Reinhardt (Characiformes: Crenuchidae) from northeastern Brazilian coastal drainages

description: This dataset contains the digitized treatments in Plazi based on the original journal article Zanata, Angela M., Camelier, Priscila (2015): Two new species of Characidium Reinhardt (Characiformes: Crenuchidae) from northeastern Brazilian coastal drainages. Neotropical Ichthyology (Neotrop. Ichthyol.) 13 (3): 487-498, DOI: 10.1590/1982-0224-20140106, URL: http://dx.doi.org/10.1590/1982-0224-20140106
DOI: 10.15468/dl.gef29t
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Occurrence evidence",
 "Country is one of (United States of America, Mexico, Canada)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Larus occidentalis Audubon, 1839"
 ]
}

 The dataset includes 15 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020533-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ea35bt
title: Occurrence Download

description: A dataset containing 729 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Scotinophara lurida (Burmeister, 1834)"
 ]
}

 The dataset includes 729 records from 48 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020534-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14714088
title: HTR Winter School 2024 - Syriac, ÖNB Cod. Syr. 1

description: Ground truth of 140 folios of ÖNB Cod. Syr. 1. This ground truth was produced by participants of the Vienna 2024 HTR Winter School, who used Transkribus to manually correct a preliminary automatic transcription that had been generated using Kraken/eScriptorium.



Description



Vienna, Austrian National Library, MS ÖNB Cod. Syr. 1

Syriac, Serto, 16th century

Codex dated 1545 AD, scribed by Moses of Mardin in Vienna





Origin of the data
Source of the images: Österreichische Nationalbibliothek. See the online digitization at https://digital.onb.ac.at/RepViewer/viewer.faces?doc=DTL_2933415.

 



Segmentation and Transcription guidelines
The segmentation of the folios followed the SegmOnto vocabulary for annotation of regions:



MainZone: the main column of text.

MainZone-gold: any sections of the main column where the text is written in gold block characters, as in the start of the text here. (The - character is a substitution for SegmOnto's recommended : character for declaring subtypes, since Transkribus did not allow for use of the colon character in the region name.)

MarginTextZone: any marginal words or phrases, including catchwords. Also used for interlinear glosses.

NumberingZone: any page or folio numbers.


The transcription includes spaces, the Syriac letters, some diacritics, punctuation, and no vowel dots or markings.



Allowed diacritics:



Syome

Dots over feminine suffix heh

Dots in pronouns: above for demonstrative, below for personal

Dots in verbs: to distinguish participles and perfects

Dots to distinguish homographs



Excluded diacritics:



Vowel dots

Dots of hardening and softening (qushoyo and rukokho)




Punctuation marks were not normalized, but rather transcribed as they appear in the manuscript (. ܆ ܇ : ܀).

Transkribus's unclear tag was used when readings were uncertain or the text was damaged or unclear.



Copyright and licence

This dataset was created as part of the Winter School of Handwritten Text Recognition of Medieval Manuscripts 2024, Vienna at the Österreichische Akademie der Wissenschaften, Institut für Mittelalterforschung, all transcriptions are licensed under the Creative Commons 4 licence. Images were provided by the Austrian National Library (ÖNB) and are licensed under Creative Commons 4 licence.
DOI: 10.5281/zenodo.14714089
title: HTR Winter School 2024 - Syriac, ÖNB Cod. Syr. 1

description: Ground truth of 140 folios of ÖNB Cod. Syr. 1. This ground truth was produced by participants of the Vienna 2024 HTR Winter School, who used Transkribus to manually correct a preliminary automatic transcription that had been generated using Kraken/eScriptorium.



Description



Vienna, Austrian National Library, MS ÖNB Cod. Syr. 1

Syriac, Serto, 16th century

Codex dated 1545 AD, scribed by Moses of Mardin in Vienna





Origin of the data
Source of the images: Österreichische Nationalbibliothek. See the online digitization at https://digital.onb.ac.at/RepViewer/viewer.faces?doc=DTL_2933415.

 



Segmentation and Transcription guidelines
The segmentation of the folios followed the SegmOnto vocabulary for annotation of regions:



MainZone: the main column of text.

MainZone-gold: any sections of the main column where the text is written in gold block characters, as in the start of the text here. (The - character is a substitution for SegmOnto's recommended : character for declaring subtypes, since Transkribus did not allow for use of the colon character in the region name.)

MarginTextZone: any marginal words or phrases, including catchwords. Also used for interlinear glosses.

NumberingZone: any page or folio numbers.


The transcription includes spaces, the Syriac letters, some diacritics, punctuation, and no vowel dots or markings.



Allowed diacritics:



Syome

Dots over feminine suffix heh

Dots in pronouns: above for demonstrative, below for personal

Dots in verbs: to distinguish participles and perfects

Dots to distinguish homographs



Excluded diacritics:



Vowel dots

Dots of hardening and softening (qushoyo and rukokho)




Punctuation marks were not normalized, but rather transcribed as they appear in the manuscript (. ܆ ܇ : ܀).

Transkribus's unclear tag was used when readings were uncertain or the text was damaged or unclear.



Copyright and licence

This dataset was created as part of the Winter School of Handwritten Text Recognition of Medieval Manuscripts 2024, Vienna at the Österreichische Akademie der Wissenschaften, Institut für Mittelalterforschung, all transcriptions are licensed under the Creative Commons 4 licence. Images were provided by the Austrian National Library (ÖNB) and are licensed under Creative Commons 4 licence.