cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.pft844
title: Occurrence Download

description: A dataset containing 872 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Calligrapha pantherina"
 ]
}

 The dataset includes 872 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005638-251025141854904/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.28720127
title: <b>Biodiversity conservation requires consideration of different life history stages</b>-SI Dataset and Code

description: Amidst the biodiversity crisis, functional diversity, which is critical for ecosystem stability and conservation planning – faces challenges due to species' complex life cycles. As the majority of animals, species with complex life histories may have distinct traits and ecological functions at different stages. Using all 557 Chinese anurans, we tested whether adult-based conservation protects entire taxa by analyzing functional trait diversity across life stages. We compiled adult and tadpole traits, mapped spatial diversity patterns, identified hotspots, recognized conservation priority species based on traits at different stages, and tested integrating information from different life history stages can effectively protect functional diversity. Results showed functional diversity hotspots of adults and tadpoles are different. Species’ functional uniqueness between stages were not correlated, with only 18.8% species overlapped in conservation priority lists. Meanwhile, conservation strategies prioritizing species based on adult traits failed to protect tadpole functional diversity, that the extent of functional diversity covered by these species was similar to random chosen species. These findings reject the hypothesis that conservation strategies made based on information of adults can adequately protect whole taxa. Nevertheless, when information from both stages is integrated, the conservation effectiveness has significantly improved. Thus, comprehensive biodiversity protection requires integrated assessments of all stages.
DOI: 10.6084/m9.figshare.28720127.v1
title: <b>Biodiversity conservation requires consideration of different life history stages</b>-SI Dataset and Code

description: Amidst the biodiversity crisis, functional diversity, which is critical for ecosystem stability and conservation planning – faces challenges due to species' complex life cycles. As the majority of animals, species with complex life histories may have distinct traits and ecological functions at different stages. Using all 557 Chinese anurans, we tested whether adult-based conservation protects entire taxa by analyzing functional trait diversity across life stages. We compiled adult and tadpole traits, mapped spatial diversity patterns, identified hotspots, recognized conservation priority species based on traits at different stages, and tested integrating information from different life history stages can effectively protect functional diversity. Results showed functional diversity hotspots of adults and tadpoles are different. Species’ functional uniqueness between stages were not correlated, with only 18.8% species overlapped in conservation priority lists. Meanwhile, conservation strategies prioritizing species based on adult traits failed to protect tadpole functional diversity, that the extent of functional diversity covered by these species was similar to random chosen species. These findings reject the hypothesis that conservation strategies made based on information of adults can adequately protect whole taxa. Nevertheless, when information from both stages is integrated, the conservation effectiveness has significantly improved. Thus, comprehensive biodiversity protection requires integrated assessments of all stages.
DOI: 10.5281/zenodo.17469834
title: Abitur-Durchschnitt (nach Schulform) /

description: Sample preview of Abitur-Durchschnitt (nach Schulform) /. Full dataset available at https://buy.stripe.com/3cI6oG56HaD37tc8xJ0cs0m
DOI: 10.5281/zenodo.17469835
title: Abitur-Durchschnitt (nach Schulform) /

description: Sample preview of Abitur-Durchschnitt (nach Schulform) /. Full dataset available at https://buy.stripe.com/3cI6oG56HaD37tc8xJ0cs0m
DOI: 10.15468/dl.y4vph2
title: Occurrence Download

description: A dataset containing 612 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aconophora compressa"
 ]
}

 The dataset includes 612 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005639-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xasx67
title: Occurrence Download

description: A dataset containing 613 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Wheeleria spilodactylus"
 ]
}

 The dataset includes 613 records from 53 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005641-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5uvy5m
title: Occurrence Download

description: A dataset containing 613 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mogulones larvatus"
 ]
}

 The dataset includes 613 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005640-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cfyyku
title: Occurrence Download

description: A dataset containing 228112 species occurrences available in GBIF matching the query:
{
 "and" : [
 "PublishingOrg is e8eada63-4a33-44aa-b2fd-4f71efb222a0",
 "TaxonKey is Animalia"
 ]
}

 The dataset includes 228112 records from 59 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005635-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e75t3f
title: Occurrence Download

description: A dataset containing 4433 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "Country is United States of America",
 "OccurrenceStatus is Present",
 "TaxonKey is Pinus jeffreyi"
 ]
}

 The dataset includes 4433 records from 73 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005642-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17469843
title: Ablehnungsgründe (Interview-Daten) /

description: Sample preview of Ablehnungsgründe (Interview-Daten) /. Full dataset available at https://buy.stripe.com/6oU9AS8iTaD3dRA9BN0cs0l
DOI: 10.5281/zenodo.17469844
title: Ablehnungsgründe (Interview-Daten) /

description: Sample preview of Ablehnungsgründe (Interview-Daten) /. Full dataset available at https://buy.stripe.com/6oU9AS8iTaD3dRA9BN0cs0l
DOI: 10.21227/x9a9-6556
title: "MCPContextShare-data"

description: "The Model Context Protocol (MCP) enables seamless context sharing between AI agents, yet the performance implications of different sharing strategies remain unexplored. This paper presents the first comprehensive empirical evaluation of five context sharing strategies: Broadcast (BC), Publish-Subscribe (PS), Pull-on-Demand (PD), Hierarchical Caching (HC), and Hybrid Adaptive (HA) in multi-agent MCP systems. We systematically evaluate these strategies across three dimensions: performance (latency, throughput), resource overhead (memory, network), and consistency (staleness, conflicts) using realistic workloads from the MS MARCO dataset. Our experiments span 758 configurations varying agent count (5-100), context sizes (100-2000 tokens), workload types, and access patterns. Results show that no single strategy dominates across all scenarios: Hierarchical Caching excels as the optimal choice for production systems, achieving 106,388 ops\/s mean throughput (490\u00d7faster than Broadcast) with 0.004ms p95 latency and 264ms acceptable staleness; Pull-on-Demand achieves peak throughput but exhibits critical 11-second staleness; Hybrid Adaptive shows unpredictable performance and 49% degradation at scale; Broadcast provides perfect consistency at low throughput (217 ops\/s). We provide empirically-grounded decision guidelines mapping workload characteristics to optimal strategies. Our open-source benchmark and complete experimental data enable reproducible research and inform the design of production multi-agent systems."
DOI: 10.15468/dl.eu2c54
title: Occurrence Download

description: A dataset containing 33 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is On the Lathrobium fauna of Japan (Coleoptera: Staphylinidae: Paederinae)"
 ]
}

 The dataset includes 33 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005645-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x8ftek
title: Occurrence Download

description: A dataset containing 805 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Gadus morhua",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1900",
 "Year is less than or equal to 1919"
 ]
}

 The dataset includes 805 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005646-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17469859
title: Abo-Produkt-Kombinationen /

description: Sample preview of Abo-Produkt-Kombinationen /. Full dataset available at https://buy.stripe.com/4gMcN49mX5iJ3cW15h0cs0k
DOI: 10.5281/zenodo.17469860
title: Abo-Produkt-Kombinationen /

description: Sample preview of Abo-Produkt-Kombinationen /. Full dataset available at https://buy.stripe.com/4gMcN49mX5iJ3cW15h0cs0k
DOI: 10.21947/3000130
title: TTP - WREF LLNL Streamline Scanning Lidar / Standardized Data

description: These data are from a deployment of the LLNL Halo Streamline scanning lidar in Summer 2025. The scanning lidar was deployed in a clearing area 880 m south of the NEON tower.
DOI: 10.15468/dl.fdguuy
title: Occurrence Download

description: A dataset containing 29 species occurrences available in GBIF matching the query:
{
 "and" : [
 "SpeciesKey is Culex tarsalis",
 "HasCoordinate is True",
 "Year is 2024"
 ]
}

 The dataset includes 29 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005648-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.92myx3
title: Occurrence Download

description: A dataset containing 1331 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Phymaturus",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Material sample)",
 "Country is one of (Chile, Argentina)",
 "Year is greater than or equal to 1950",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 1331 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005649-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.naahkz
title: Occurrence Download

description: A dataset containing 49 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is On the Cephennium fauna of Greece (Coleoptera, Staphylinidae, Scydmaeninae)"
 ]
}

 The dataset includes 49 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005650-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cg7d6y
title: Occurrence Download

description: A dataset containing 1331 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Phymaturus",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Material sample)",
 "Country is one of (Chile, Argentina)",
 "Year is greater than or equal to 1950",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 1331 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005651-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17469861
title: Sigma–Project 2025 – Explorative Plots and Simulation Data (v1.0)

description: Dieses Dataset enthält sämtliche Diagramme, Simulationen und Visualisierungen, die im Rahmen der Entwicklung der Sigma–Schmidt-Dualität (σ(t)) zwischen August und Oktober 2025 erstellt wurden.

Enthalten sind u.a.:– DESI DR2-Vergleiche (DM/rd, DH/rd),– BAO-Fits und Residuenplots,– Planck+BAO-Kombinationen,– lokale σ(t)-Modelle und Ring-Geometrien,– Backup-Berechnungen und Explorationsdaten.

Diese Daten dienen der Dokumentation und Reproduzierbarkeit der Forschung und repräsentieren die explorative Phase (v1.0) des Sigma–Project 2025.

Hinweis: Einige Plots basieren auf vorläufigen σ(t)-Formeln, deren mathematische Konsistenz in künftigen Versionen weiter verfeinert wird.

Autor:Robert Schmidt – Independent Researcher (Baden-Württemberg, Germany)Lizenz: CC BY 4.0 (© 2025 Robert Schmidt)
DOI: 10.5281/zenodo.17469862
title: Sigma–Project 2025 – Explorative Plots and Simulation Data (v1.0)

description: Dieses Dataset enthält sämtliche Diagramme, Simulationen und Visualisierungen, die im Rahmen der Entwicklung der Sigma–Schmidt-Dualität (σ(t)) zwischen August und Oktober 2025 erstellt wurden.

Enthalten sind u.a.:– DESI DR2-Vergleiche (DM/rd, DH/rd),– BAO-Fits und Residuenplots,– Planck+BAO-Kombinationen,– lokale σ(t)-Modelle und Ring-Geometrien,– Backup-Berechnungen und Explorationsdaten.

Diese Daten dienen der Dokumentation und Reproduzierbarkeit der Forschung und repräsentieren die explorative Phase (v1.0) des Sigma–Project 2025.

Hinweis: Einige Plots basieren auf vorläufigen σ(t)-Formeln, deren mathematische Konsistenz in künftigen Versionen weiter verfeinert wird.

Autor:Robert Schmidt – Independent Researcher (Baden-Württemberg, Germany)Lizenz: CC BY 4.0 (© 2025 Robert Schmidt)
DOI: 10.15468/dl.7cwapg
title: Occurrence Download

description: A dataset listing the 80 species recorded in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-70.8883 42.52178,-70.88748 42.52025,-70.88659 42.52035,-70.88404 42.51652,-70.88349 42.51664,-70.88618 42.52042,-70.88561 42.52079,-70.88668 42.52236,-70.8883 42.52178))",
 "HasGeospatialIssue is false",
 "Month is one of (October, November)",
 "OccurrenceStatus is Present"
 ]
}

 The dataset's 80 records were derived from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005644-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.59x8ej
title: Occurrence Download

description: A dataset containing 464 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Bocachico Prochilodus magdalenae (Characiformes: Prochilodontidae) en la cuenca media y baja del río Magdalena"
 ]
}

 The dataset includes 464 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005652-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17469874
title: Abrechnungen für physiotherapeutische Leistungen /

description: Sample preview of Abrechnungen für physiotherapeutische Leistungen /. Full dataset available at https://buy.stripe.com/fZucN4bv526x7tc6pB0cs0j
DOI: 10.5281/zenodo.17469875
title: Abrechnungen für physiotherapeutische Leistungen /

description: Sample preview of Abrechnungen für physiotherapeutische Leistungen /. Full dataset available at https://buy.stripe.com/fZucN4bv526x7tc6pB0cs0j
DOI: 10.15468/dl.crrc9v
title: Occurrence Download

description: A dataset containing 23099 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bombus occidentalis"
 ]
}

 The dataset includes 23099 records from 65 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005653-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4g5f7y
title: Occurrence Download

description: A dataset listing the 990 species recorded in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((174.70012 -41.29961,174.74837 -41.29961,174.74837 -41.26882,174.70012 -41.26882,174.70012 -41.29961))",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset's 990 records were derived from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005643-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15192193
title: Directional unzipping of DNA hairpin reveals nanomechanical anisotropy

description: System Requirements

 - OS: Windows 10+ (Linux should work, but is untested) - Software: MATLAB 2023b+

Generating the figures used in this paper (including energy landscape model figures):

 1. Download the contents of this zip file. 2. Add the folder + subfolders to your working directory in MATLAB. 3. Clear your workspace. 4. Load both of the data files     - "Data_Gram.mat    - "Data_Marg.mat" 5. Run GrammarG_Figures.m
DOI: 10.5281/zenodo.17469269
title: Directional unzipping of DNA hairpin reveals nanomechanical anisotropy

description: System Requirements

 - OS: Windows 10+ (Linux should work, but is untested) - Software: MATLAB 2023b+

Generating the figures used in this paper (including energy landscape model figures):

 1. Download the contents of this zip file. 2. Add the folder + subfolders to your working directory in MATLAB. 3. Clear your workspace. 4. Load both of the data files     - "Data_Gram.mat    - "Data_Marg.mat" 5. Run GrammarG_Figures.m
DOI: 10.15468/dl.25bc8g
title: Occurrence Download

description: A dataset containing 1331 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Phymaturus",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Material sample)",
 "Country is one of (Chile, Argentina)",
 "Year is greater than or equal to 1950",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 1331 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005654-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57760/sciencedb.j00139.00308
title: The effect of NUDT3 overexpression and interference on porcine myogenic differentiation
title: NUDT3 过表达及干扰对猪肌源性分化的影响

description: By interfering with and overexpressing NUDT3 in porcine primary muscle satellite cells using small interfering RNA and overexpression vectors, the mechanism of action of NUDT3 in porcine myogenic differentiation was explored.
description: By interfering with and overexpressing NUDT3 in porcine primary muscle satellite cells using small interfering RNA and overexpression vectors, the mechanism of action of NUDT3 in porcine myogenic differentiation was explored.
DOI: 10.57760/sciencedb.j00139.00305
title: RNA-seq of mouse retina
title: RNA-seq of mouse retina

description: RNA Sequencing of Retinas from AGBL5 Knockout and wildtype Mice
description: RNA Sequencing of Retinas from AGBL5 Knockout and wildtype Mice
DOI: 10.15468/dl.87989q
title: Occurrence Download

description: A dataset containing 34213 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Belgium",
 "TaxonKey is one of (Crassula helmsii, Lithobates catesbeianus, Misgurnus mohoity, Myriophyllum aquaticum, Procambarus clarkii, Procambarus virginalis, Xenopus laevis, Zizania latifolia)",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 2000"
 ]
}

 The dataset includes 34213 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005655-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xdvxfk
title: Occurrence Download

description: A dataset containing 82 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Adenia ellenbeckii, Adenia lindiensis, Adenia metriosiphon, Adenia volkensii, Aeonium leucoblepharum, Aeonium stuessyi, Aloe archeri archeri, Aloe rendilliorum, Aloe lateritia lateritia, Aloe lateritia graminicola, Aloe rugosifolia, Aloe secundiflora secundiflora, Aloe tartarensis, Ceropegia arachnoidea breviloba, Ceropegia longiflorica, Ceropegia turneri turneri, Cephalopentandra ecirrhosa, Ceropegia affinis, Ceropegia albisepta)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Country is one of (Kenya)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 82 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005656-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9y5av6
title: Occurrence Download

description: A dataset containing 234 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Philippines",
 "TaxonKey is Eonycteris robusta"
 ]
}

 The dataset includes 234 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005657-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h84bs8
title: Occurrence Download

description: A dataset containing 2964 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is one of (Chinese Taipei, China, Hong Kong)",
 "OccurrenceStatus is Present",
 "TaxonKey is Pomacea canaliculata"
 ]
}

 The dataset includes 2964 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005658-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.