cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.3p9db8
title: Occurrence Download

description: A dataset containing 684255 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Danaus plexippus (Linnaeus, 1758), Ammopelmatus muwu Rentz & Weissman, 1981, Haliotis cracherodii Leach, 1814, Actinemys marmorata (Baird & Girard, 1852), Rana draytonii Baird & Girard, 1852, Thamnophis hammondii (Kennicott, 1860))",
 "OccurrenceStatus is Present",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
}

 The dataset includes 684255 records from 357 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002173-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/11m-m0h-dfw
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3ar-esa-e4m
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lmm-ya7-n3s
title: †Lepidocyclina Gümbel, 1870

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/z4x-k2f-qgs
title: Sphaerogypsina globulus (Reuss, 1848)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jmg-tat-r74
title: Mastixia Blume

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wc3-4jw-kv0
title: †Discocyclina dispansa (Sowerby, 1840)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2gl-e7v-j8e
title: Dyocibicides biserialis Cushman & Valentine, 1930

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7vc-f10-frf
title: †Nummulites fichteli Michelotti, 1841

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/atn-bbc-g18
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dea-hxy-bk0
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/33k-fjz-kcr
title: Amphistegina d'Orbigny, 1826

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rz2-edq-7le
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5p4-reg-53y
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kt9-jk3-rsq
title: Nummulites venosus (Fichtel & Moll, 1798)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/x23-7qz-0vy
title: Amphistegina d'Orbigny, 1826

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/fcv-w0p-5tc
title: Amphistegina lessonii d'Orbigny in Deshayes, 1830

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/l3p-l00-blm
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dwx-vjk-9g1
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/g9g-3yv-0jz
title: †Nummulites Lamarck, 1801

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/sr4-edz-fm7
title: Amphistegina d'Orbigny, 1826

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/640-s74-5s5
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dd5-7yx-ks5
title: Amphistegina d'Orbigny, 1826

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/j0w-762-64r
title: Cycloclypeus W.B. Carpenter, 1856

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rv9-r66-25y
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5gh-d3s-c9e
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8mp-a7b-7ny
title: Heterostegina d'Orbigny, 1826

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/nq5-wv9-0m8
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mwc-z4a-g7y
title: Gen. indet. sp. indet.

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/sh2-xyw-wyr
title: †Cycloclypeus annulatus Martin, 1880

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/08g-j1x-6w9
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lwk-aw6-z5b
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/e5g-5l6-yp1
title: Amphistegina d'Orbigny, 1826

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kjg-msa-e2s
title: †Lepidocyclina Gümbel, 1870

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/4y5-f6k-3y3
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/r1e-rgh-fyl
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xvq-dgh-jl6
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/f4e-9ra-l9q
title: Bryozoa

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xpj-34d-mdt
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0k3-fml-6y9
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/z9k-ps0-p9p
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5mg-qxh-lk9
title: †Orbitolina mamillata (d'Archiac, 1850)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ytw-1d9-k2h
title: Amphistegina lessonii d'Orbigny in Deshayes, 1830

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.fpj8rc
title: Occurrence Download

description: A dataset containing 2606 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "License is one of (CC0 1.0, CC-BY 4.0)",
 "TaxonKey is Meles meles (Linnaeus, 1758)"
 ]
}

 The dataset includes 2606 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011109-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cnqju8
title: Occurrence Download

description: A dataset containing 9376 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Australia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Ornithorhynchus anatinus (Shaw, 1799)",
 "Year 2015-2025"
 ]
}

 The dataset includes 9376 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011110-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14916493
title: Relaxation map data of experiments on B1-insensitivity of MR-STAT
DOI: 10.5281/zenodo.14916494
title: Relaxation map data of experiments on B1-insensitivity of MR-STAT
DOI: 10.17632/t6yzxkwnc7.1
title: Pond-reed model

description: Data is organized as follows:

The file “PRF_ Baseline.xlsx” describes the actual baseline pond-reed model. In sense of PPS, it is formulated by state, transition, and connection elements, together with their initial values and the parameters. This VBA-supported MS Excel file serves as an input/output interface and provides the input for the simulation runs (executed by the simulation kernel program of PPS), and takes up the result. In this uploaded baseline case, VBA macros were removed, it aims to visualize the content of the actual model.
Worksheets are as follows:
Admin: Refers to the actual version of the simulation model (especially in case of scenario runs), and the ID is used for the naming of produced input files for the simulation runs.
State_list: Lists the applied compartments, and the corresponding state elements of the actual model
Transition_list: Lists the applied compartments, and the corresponding transition elements of the actual model
Network: Describes the connections, on the basis of the transitions.
States: Started from the data entered in Sheet State_list, provides an interface for the actual initial values and parameters, utilized by the simulation kernel.
Transitions: Started from the data entered in Sheet Transition_list, provides an interface for the parameters, utilized by the simulation kernel.
Define_output: Describe the detailed content of simulation output
Results: Detailed output of the simulation

 
The file “Transition_prototypes.xlsx” contains detailed information about the global variables, inputs, parameters, and outputs in the application specific (locally executable) program code of the model. 
Referred parameters, input and output variables are explained together with listing of their initial and parameter values, as well as their literature references.
Actually applied initial values and parameters can be followed in the respective States and Transitions worksheets of the supplied MS Excel interface files (PRF_ Baseline.xlsx, as well as the scenario files).


Folder “Scenario_runs” contains:
• File “List_of_Scenarios.xls” contains the details and naming of each input/output file regarding the analyzed scenarios. 
• Folder: “Scenario_results” contains files (.xls) with inputs/outputs for the 13 simulated scenarios.
DOI: 10.3886/e240149v1
title: Global Railway Signaling System Market Analysis

description: The global Railway Signaling System Market was valued at USD
19.48 billion in 2024 and is projected to reach USD 21.22 billion by 2025. The
market is expected to grow to USD 32.49 billion by 2030, exhibiting a compound
annual growth rate (CAGR) of 8.9% between 2025 and 2030. Growth is driven by
rising passenger mobility, freight transport, and increasing rail network
congestion that necessitate advanced signaling solutions for efficiency,
safety, and capacity enhancements.<br><br>For more Information visit: https://www.nextmsc.com/report/railway-signaling-system-market-at3550
DOI: 10.3886/e240150v1
title: Global NEXAT Market Analysis

description: The global NEXAT Market was valued at USD 100 million in
2024 and is expected to reach USD 104 million in 2025. The market is forecasted
to expand to USD 126 million by 2030, growing at a compound annual growth rate
(CAGR) of 4.0% from 2025 to 2030. Growth is driven by the expansion of the
agriculture sector, rising global food demand, and the increasing adoption of
multifunctional farming systems.<br><br>For more information visit: https://www.nextmsc.com/report/nexat-market-ag3549
DOI: 10.5281/zenodo.14165251
title: yjlombo/Epiphyllous-Liverworts-Colombia: Species distribution records of 18 epiphyllous liverworts in Colombia

description: Descrição do Banco de Dados de Ocorrência de Espécies Este conjunto de dados contém registros de ocorrência para 18 espécies de hepáticas epífilas distribuídas em vários locais nos Neotrópicos, incluindo a Colômbia. Os dados foram coletados para modelar a distribuição dessas espécies em diferentes cenários climáticos. Cada registro inclui as seguintes colunas: species: Nome da espécie de hepática. lon: Longitude geográfica do ponto de ocorrência. lat: Latitude geográfica do ponto de ocorrência. f: Frequência de ocorrência da espécie. Este arquivo CSV foi usado como base para a análise da distribuição das espécies e para avaliar sua vulnerabilidade às mudanças climáticas, com foco particular na Colômbia.
DOI: 10.5281/zenodo.15454100
title: yjlombo/Epiphyllous-Liverworts-Colombia: Species distribution records of 18 epiphyllous liverworts in Colombia

description: Descrição do Banco de Dados de Ocorrência de Espécies Este conjunto de dados contém registros de ocorrência para 18 espécies de hepáticas epífilas distribuídas em vários locais nos Neotrópicos, incluindo a Colômbia. Os dados foram coletados para modelar a distribuição dessas espécies em diferentes cenários climáticos. Cada registro inclui as seguintes colunas: species: Nome da espécie de hepática. lon: Longitude geográfica do ponto de ocorrência. lat: Latitude geográfica do ponto de ocorrência. f: Frequência de ocorrência da espécie. Este arquivo CSV foi usado como base para a análise da distribuição das espécies e para avaliar sua vulnerabilidade às mudanças climáticas, com foco particular na Colômbia.
DOI: 10.15468/dl.e5jnxm
title: Occurrence Download

description: A dataset containing 65004 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((33.18264 -13.91786, 34.61925 -13.91786, 34.61925 -10.67257, 33.18264 -10.67257, 33.18264 -13.91786))"
 ]
}

 The dataset includes 65004 records from 242 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003880-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qbs8pf
title: Occurrence Download

description: A dataset containing 6464 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cyanecula svecica (Linnaeus, 1758)",
 "HasCoordinate is true",
 "Year is greater than 1989",
 "Year is less than 2026",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is Absent"
 ]
 }
 },
 "CoordinateUncertaintyInMeters is less than or equal to 1000"
 ]
}

 The dataset includes 6464 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003893-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2xp9yz
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (China, India, Myanmar, Viet Nam, Cambodia, Indonesia, Nepal, Philippines, Malaysia, Chinese Taipei, Bangladesh, Lao People’s Democratic Republic, Thailand, Bhutan)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Cakile Mill."
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003894-250515123054153/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.27847098.v1
title: Systematic review results

description: This systematic review retrieved articles which evaluated educational tools for the purpose of comparing technological and traditional learning strategies.
DOI: 10.6084/m9.figshare.27847098
title: Systematic review results

description: This systematic review retrieved articles which evaluated educational tools for the purpose of comparing technological and traditional learning strategies.
DOI: 10.15468/dl.mgx4d9
title: Occurrence Download

description: A dataset containing 1219 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 Juanulloa Ruiz & Pav."
 ]
}

 The dataset includes 1219 records from 85 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003895-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qs3mmj
title: Occurrence Download

description: A dataset containing 1011 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (China, India, Myanmar, Viet Nam, Cambodia, Indonesia, Nepal, Philippines, Malaysia, Chinese Taipei, Bangladesh, Lao People’s Democratic Republic, Thailand, Bhutan)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Camptotheca Decne."
 ]
}

 The dataset includes 1011 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003896-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jy7ut2
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((150.1174 -10.70147, 150.4338 -10.70147, 150.4338 -10.67257, 150.1174 -10.67257, 150.1174 -10.70147))"
 ]
}

 The dataset includes 21 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003897-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5wz9jn
title: Occurrence Download

description: A dataset containing 74 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Türkiye",
 "GadmGid is TUR.59_1",
 "TaxonKey is Caretta caretta (Linnaeus, 1758)"
 ]
}

 The dataset includes 74 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003898-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15454119
title: AI Pattern Recognition Using Prime-Spectral Maps**   **A Rigorously Grounded Approach to Prime-Based Feature Engineering

description:  Prime-Spectral Dynamical Systems framework is rooted in rigorous number theory and spectral analysis, its practical applications extend to several contemporary AI and data science domains:

 

Signal and Time-Series Analysis:

PSDS’s spectral tension metrics excel at detecting subtle periodicities and anomalies in cyclical or irregular signals where classical Fourier methods struggle, such as financial market fluctuations or biomedical sensor data.

 

Cryptography and Security:

The inherent link to prime distributions and cryptographic hashing makes PSDS a promising tool for analyzing encrypted sequences, pseudo-random number generators, and detecting cryptographic weaknesses or anomalies.

 

Anomaly and Outlier Detection:

The tension-based prime gap features naturally highlight irregularities in datasets with prime-like distributions, useful in fraud detection, network intrusion identification, and rare event modeling.

 

Feature Engineering for Complex Data:

Mapping continuous, categorical, and temporal features into a prime-spectral domain offers a novel embedding space with provable uniqueness and separability properties, potentially enhancing classification and clustering in high-dimensional or noisy data.

 

Scientific Data Mining:

The framework’s grounding in zeta-spectral operators may provide new insights when mining patterns in naturally occurring prime-related phenomena, such as genetics (DNA sequence analysis), quantum systems, or cryptic physical signals.

 

 

Limitations to Consider:

Effective deployment requires sufficient data volume (ideally > 1000 samples) for prime distribution stability and may need adaptive tuning for patterns that do not align well with prime spacing assumptions. Computational cost, while manageable via parallelization, should be accounted for in large-scale systems.
DOI: 10.5281/zenodo.15454120
title: AI Pattern Recognition Using Prime-Spectral Maps**   **A Rigorously Grounded Approach to Prime-Based Feature Engineering

description:  Prime-Spectral Dynamical Systems framework is rooted in rigorous number theory and spectral analysis, its practical applications extend to several contemporary AI and data science domains:

 

Signal and Time-Series Analysis:

PSDS’s spectral tension metrics excel at detecting subtle periodicities and anomalies in cyclical or irregular signals where classical Fourier methods struggle, such as financial market fluctuations or biomedical sensor data.

 

Cryptography and Security:

The inherent link to prime distributions and cryptographic hashing makes PSDS a promising tool for analyzing encrypted sequences, pseudo-random number generators, and detecting cryptographic weaknesses or anomalies.

 

Anomaly and Outlier Detection:

The tension-based prime gap features naturally highlight irregularities in datasets with prime-like distributions, useful in fraud detection, network intrusion identification, and rare event modeling.

 

Feature Engineering for Complex Data:

Mapping continuous, categorical, and temporal features into a prime-spectral domain offers a novel embedding space with provable uniqueness and separability properties, potentially enhancing classification and clustering in high-dimensional or noisy data.

 

Scientific Data Mining:

The framework’s grounding in zeta-spectral operators may provide new insights when mining patterns in naturally occurring prime-related phenomena, such as genetics (DNA sequence analysis), quantum systems, or cryptic physical signals.

 

 

Limitations to Consider:

Effective deployment requires sufficient data volume (ideally > 1000 samples) for prime distribution stability and may need adaptive tuning for patterns that do not align well with prime spacing assumptions. Computational cost, while manageable via parallelization, should be accounted for in large-scale systems.
DOI: 10.15468/dl.ahs3at
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (China, India, Myanmar, Viet Nam, Cambodia, Indonesia, Nepal, Philippines, Malaysia, Chinese Taipei, Bangladesh, Lao People’s Democratic Republic, Thailand, Bhutan)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Campylospermum Tiegh."
 ]
}

 The dataset includes 7 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003901-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2rgpf7
title: Occurrence Download

description: A dataset containing 95985 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is Ecuador",
 "GadmGid is ECU.18.4_1",
 "OccurrenceStatus is Present",
 "Year 1991-2021"
 ]
}

 The dataset includes 95985 records from 134 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003883-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.