cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15537322
title: Functional traits and species occurrence modelling across Macaronesian archipelagos

description: This dataset accompanies the manuscript "The Role of Functional Traits in Structuring Fish Assemblages Across the Macaronesian Archipelagos". It provides all necessary data and scripts to reproduce the analyses presented in the study, which investigated how functional traits shape the taxonomic and functional diversity of coastal fish species across four Atlantic archipelagos: Azores, Madeira, Canary Islands, and Cabo Verde.

The dataset includes:





Species occurrence data (occ_traits.xlsx): presence and functional attributes of fish species at each site.




Functional traits matrix (traits.xlsx): traits used for statistical modelling.




Site-level abundance data (sites.xlsx): species-by-site matrix for diversity analysis.




Trait matrix for functional diversity (traits_fd.xlsx) and site matrix (sites_fd.xlsx): input for computing FRic, FEve, FDiv, FDis, RaoQ indices.




R script (macaronesia_fish_diversity_pipeline.R): complete code for data loading, GLM fitting, functional diversity analysis, and visualisation (e.g. chord and UpSet plots).




README file (README_updated.md): instructions for running the pipeline.



All scripts were written in R (version ≥ 4.2) and rely on open-source packages. This resource enables full reproducibility of the modelling workflow, figures, and tables, and supports further applications in marine functional biogeography and conservation planning.
DOI: 10.21951/hmr_pipelinefy25/2563167
title: U.S. Hydropower Development Pipeline Data, 2025
DOI: 10.6084/m9.figshare.29257076
title: 2022_OrchardLocalAdaptation_sequencing_anonymized_5.20.25.csv

description: Dataset with the ITS barcode seqeuncing results from yeast communities for manuscript "Local adaptation shapes community composition without affecting performance".
DOI: 10.6084/m9.figshare.29257076.v1
title: 2022_OrchardLocalAdaptation_sequencing_anonymized_5.20.25.csv

description: Dataset with the ITS barcode seqeuncing results from yeast communities for manuscript "Local adaptation shapes community composition without affecting performance".
DOI: 10.15468/dl.vppdv3
title: Occurrence Download

description: A dataset containing 1099 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Material sample)"
 ]
 }
 },
 "TaxonKey is Neoromicia nanus (Peters, 1852)",
 "Continent is one of (Africa)",
 "Year is greater than or equal to 1900"
 ]
}

 The dataset includes 1099 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025344-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tg6fzp
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "ScientificName" : [
 "is Pleurodema thaul"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025345-250525065834625/datasets/export for details.
DOI: 10.17176/20220323-174709-0
title: Forschungsvorhaben zur vorläufigen Anordnung (§ 14 Abs. 2 WaStrG): Vorhabenträger

description: Rechtstatsachenforschung zur vorläufigen Anordnung (§ 14 Abs. 2 WaStrG). Befragt wurden 12 Vorhabenträger (Wasser-Schifffahrtsämter und Wasserstraßen-Neubauämter) hinsichtlich Anwendungsumfang, Auslegung der Tatbestandsvoraussetzungen und Rechtsfolgen des § 14 Abs. 2 WaStrG sowie allgemeinen Erfahrungen und Einschätzungen zur Beschleunigung von Planfeststellungsverfahren.
DOI: 10.17176/20220323-180823-0
title: Forschungsvorhaben zur vorläufigen Anordnung (§ 14 Abs. 2 WaStrG): Planfeststellungsbehörden

description: Rechtstatsachenforschung zur vorläufigen Anordnung (§ 14 Abs. 2 WaStrG). Befragt wurden 6 Planfeststellungsbehörden (Außenstellen der Generaldirektion Wasserstraßen- und Schifffahrt) hinsichtlich Anwendungsumfang, Auslegung der Tatbestandsvoraussetzungen und Rechtsfolgen des § 14 Abs. 2 WaStrG sowie allgemeinen Erfahrungen und Einschätzungen zur Beschleunigung von Planfeststellungsverfahren.
DOI: 10.17176/20220323-181816-0
title: Forschungsvorhaben zur vorläufigen Anordnung (§ 18 Abs. 2 AEG): Vorhabenträger

description: Rechtstatsachenforschung zur vorläufigen Anordnung (§ 18 Abs. 2 AEG). Befragt wurden 5 Vorhabenträger (DB Netz AG), die bereits eine vorläufige Anordnung (erfolgreich) beantragt hatten, hinsichtlich Anwendungsumfang, Auslegung der Tatbestandsvoraussetzungen und Rechtsfolgen des § 18 Abs. 2 AEG sowie allgemeinen Erfahrungen und Einschätzungen zur Beschleunigung von Planfeststellungsverfahren.
DOI: 10.17176/20220323-184055-0
title: Forschungsvorhaben zur vorläufigen Anordnung (§ 18 Abs. 2 AEG): Planfeststellungsbehörden

description: Rechtstatsachenforschung zur vorläufigen Anordnung (§ 18 Abs. 2 AEG). Befragt wurden das Eisenbahn-Bundesamt als Planfeststellungsbehörde für Eisenbahnen des Bundes hinsichtlich Anwendungsumfang, Auslegung der Tatbestandsvoraussetzungen und Rechtsfolgen des § 18 Abs. 2 AEG sowie allgemeinen Erfahrungen und Einschätzungen zur Beschleunigung von Planfeststellungsverfahren.
DOI: 10.17176/20220323-184623-0
title: Forschungsvorhaben zur vorläufigen Anordnung (§ 17 Abs. 2 FStrG): Vorhabenträger

description: Rechtstatsachenforschung zur vorläufigen Anordnung (§ 17 Abs. 2 FStrG). Befragt wurden 47 Vorhabenträger hinsichtlich Anwendungsumfang, Auslegung der Tatbestandsvoraussetzungen und Rechtsfolgen des § 17 Abs. 2 FStrG sowie allgemeinen Erfahrungen und Einschätzungen zur Beschleunigung von Planfeststellungsverfahren.
DOI: 10.17176/20220323-185542-0
title: Forschungsvorhaben zur vorläufigen Anordnung (§ 17 Abs. 2 FStrG): Planfeststellungsbehörden

description: Rechtstatsachenforschung zur vorläufigen Anordnung (§ 17 Abs. 2 FStrG). Befragt wurden 30 Planfeststellungsbehörden hinsichtlich Anwendungsumfang, Auslegung der Tatbestandsvoraussetzungen und Rechtsfolgen des § 17 Abs. 2 FStrG sowie allgemeinen Erfahrungen und Einschätzungen zur Beschleunigung von Planfeststellungsverfahren.
DOI: 10.15468/dl.c5dnyg
title: Occurrence Download

description: A dataset containing 610 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Labeobarbus marequensis (Smith, 1841)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((31.8862 -21.3285,30.5701 -20.3186,30.5701 -24.0715,35.5909 -24.0715,35.6007 -24.0157,35.6007 -23.8125,35.4969 -23.7035,35.6007 -23.165,35.6007 -22.9702,35.227 -22.2482,34.6862 -21.6944,34.013 -21.3095,33.5 -21.1593,32.9675 -21.1092,32.4352 -21.1612,31.8862 -21.3285))"
 ]
}

 The dataset includes 610 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025346-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e73kc4
title: Occurrence Download

description: A dataset containing 1936 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Material sample)"
 ]
 }
 },
 "TaxonKey is Afronycteris nanus (Peters, 1852)",
 "Continent is one of (Africa)",
 "Year is greater than or equal to 1900"
 ]
}

 The dataset includes 1936 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025347-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17176/20220404-164930-0
title: Veröffentlichungspraxis in den öffentlich zugänglichen Rechtsprechungsportalen von Bund und Ländern von 2011 bis 2020

description: Bei den vorliegenden Daten handelt es sich um einen Begleitdatensatz zu den Veröffentlichungen von Keuchen/Deuber in den Heften 05 und 06/2022 der Zeitschrift "Recht Digital" (RDi). Darin wurde die Veröffentlichungspraxis in öffentlich zugänglichen Rechtsprechungsportalen von Bund und Ländern für den Zeitraum von 2011 bis 2020 untersucht. Betrachtet wurde die Veröffentlichungsquote sowie die Art und Weise der Bereitstellung, insbesondere im Lichte des Datennutzungsgesetzes (DNG) auf den Portalen.
description: RDi: Recht Digital, vol. 2022, no. 5/6, p. 189
DOI: 10.6084/m9.figshare.29179352
title: Gene and Isoform based Single-cell analysis of mouse spermatogenesis dataset

description: RData object working session including all the R objects and datas for analysis of mouse spermatogenesis
DOI: 10.6084/m9.figshare.29179352.v2
title: Gene and Isoform based Single-cell analysis of mouse spermatogenesis dataset

description: RData object working session including all the R objects and datas for analysis of mouse spermatogenesis
DOI: 10.6084/m9.figshare.29179352.v1
title: Gene and Isoform based Single-cell analysis of mouse spermatogenesis dataset

description: RData object working session including all the R objects and datas for analysis of mouse spermatogenesis
DOI: 10.21979/n9/57oeuf
title: Related Data for: Active faults revealed and new constraints on their seismogenic depth from a high-resolution regional focal mechanism catalog in Myanmar (2016-2021)

description: Broadband seismic waveform data from the EOS-DMH-MEC network used in the relocation and gCAP inversion of earthquake focal mechanisms. SAC files for Event #13: 20180307_2113
DOI: 10.21979/n9/9ptqof
title: Replication Data for: Synthesis of π-Extended Imidazoles by 1,3-Dipolar Cycloaddition of Polycyclic Aromatic Azomethine Ylides with Nitriles

description: This dataset contains experimental data reported in the paper "Synthesis of π-Extended Imidazoles by 1,3-Dipolar Cycloaddition of Polycyclic Aromatic Azomethine Ylides with Nitriles".
DOI: 10.21979/n9/a0xm3w
title: Statistical Testing of Keywords and Key Bigrams for Reuters News Corpus

description: Python scripts to sample word frequencies from Zipf's Law null model, and to generate histogram for significant and insignificant keywords and key bigrams for Reuters new corpus.
DOI: 10.21979/n9/av6gnd
title: Replication Data for: Stepwise Reduction of Azapentabenzocorannulene

description: This dataset contains experimental data reported in the paper "Stepwise Reduction of Azapentabenzocorannulene".
DOI: 10.15468/dl.ekzew4
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Labeobarbus marequensis (Smith, 1841)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((27.1586 -33.5889,28.2048 -32.9007,25.5395 -32.9007,25.5395 -34.1098,25.6468 -34.1222,25.7787 -34.0734,25.7098 -33.9109,25.8639 -33.797,26.4806 -33.8473,27.1586 -33.5889))"
 ]
}

 The dataset includes 5 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025348-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21979/n9/d0mjch
title: Related Data for: Four-Terminal Perovskite on Silicon Tandem Solar Cells Optimal Measurement Schemes

description: This datasets contains the raw data of the publication that is summarized in the embedded origin files inside power point file.
DOI: 10.21979/n9/dbqhof
title: Related data for: Can’t fight seeing sadness in tears: Measuring the implicit association between tears and sadness

description: Research on emotion perception has shown that visible tears can enhance the perception of sadness. However, it is unclear whether the perception of sadness from visible tears can happen automatically. We used the Implicit Association Test (IAT), a measure based on reaction time, to test the implicit association of tears and sadness in two studies. Study 1 (N = 58) measured the association using sadness (negative affect) or non-sadness (positive affect) words and images of neutral expressions with or without tears. In Study 2 (N = 54), neutral expressions were replaced with anger, disgust, fear, surprise, and happiness expressions with or without tears. Results from both studies revealed a strong tendency among participants to automatically associate tears with sadness and negative affect. These findings complemented past research that relied on self-reports in showing that the perception of sadness from visible tears can occur implicitly as well.
DOI: 10.21979/n9/ekbrr5
title: Partial Nitridation‐Induced Electrochemistry Enhancement of Ternary Oxide Nanosheets for Fiber Energy Storage Device

description: Herein, fiber‐shaped all‐solid‐state asymmetric energy storage devices are fabricated based on a partially nitridized NiCo2O4 hybrid nanostructures on graphite fibers (GFs). The surface nitridation leads to a 3D “pearled‐veil” network structure, in which Ni–Co–N nanospheres are mounted on NiCo2O4 nanosheets' electrode. It is demonstrated that the hybrid materials are more potent than the pure NiCo2O4 in energy storage applications due to a cooperative effect between the constituents. The Ni–Co–N segments augment the pristine oxide nanosheets by enhancing both capacity and rate performance (a specific capacity of 384.75 mAh g−1 at 4 A g−1, and a capacity retention of 86.5% as the current is increased to 20 A g−1).
DOI: 10.21979/n9/fcyk2u
title: Related Data for: Active faults revealed and new constraints on their seismogenic depth from a high-resolution regional focal mechanism catalog in Myanmar (2016-2021)

description: Broadband seismic waveform data from the EOS-DMH-MEC network used in the relocation and gCAP inversion of earthquake focal mechanisms. SAC files for Event #37: 20190217_0258
DOI: 10.21979/n9/fu0fl6
title: Related Data for: Active faults revealed and new constraints on their seismogenic depth from a high-resolution regional focal mechanism catalog in Myanmar (2016-2021)

description: Broadband seismic waveform data from the EOS-DMH-MEC network used in the relocation and gCAP inversion of earthquake focal mechanisms. SAC files for Event #64: 20200218_0155
DOI: 10.21979/n9/exzcgv
title: Replication Data for: Temporal loss boundary engineered photonic cavity

description: Losses are ubiquitous and unavoidable in nature inhibiting the performance of most optical processes. Manipulating losses to adjust the dissipation of photons is analogous to braking a running car that is as important as populating photons via a gain medium. Here, we introduce the transient loss boundary into a photon populated cavity that functions as a ‘photon brake’ and probe photon dynamics by engineering the ‘brake timing’ and ‘brake strength’. Coupled cavity photons can be distinguished by stripping one photonic mode through controlling the loss boundary, which enables the transition from a coupled to an uncoupled state. We interpret the transient boundary as a perturbation by considering both real and imaginary parts of permittivity, and the dynamic process is modeled with a temporal two-dipole oscillator: one with the natural resonant polarization and the other with a frequency-shift polarization. The model unravels the underlying mechanism of concomitant coherent spectral oscillations and generation of tone-tuning cavity photons in the braking process. By synthesizing the temporal loss boundary into a photon populated cavity, a plethora of interesting phenomena and applications are envisioned such as the observation of quantum squeezed states, low-loss nonreciprocal waveguides and ultrafast beam scanning devices.
DOI: 10.5281/zenodo.15610032
title: A Cross-Correlation Method to Evaluate Wind Retrieval Accuracy on Mars Using Simulated Microwave Limb Sounder Observations

description: Derived wind data and estimated accuracy using a cross-correlation method applied to simulated microwave limb sounder observations of the Martian atmosphere.
DOI: 10.21979/n9/jndj79
title: Compute Ordered Bigrams, Ordered Dicts, All Bigrams, Master Dictionary, and Sorted Master Dictionary for Reuters News Corpus

description: Python script to extract the Ordered Bigrams, Ordered Dictionaries, All Bigrams, Master Dictionary, and Sorted Master Dictionary for the Reuters News corpus.
DOI: 10.21979/n9/lgdgsz
title: Related Data for: Active faults revealed and new constraints on their seismogenic depth from a high-resolution regional focal mechanism catalog in Myanmar (2016-2021)

description: Broadband seismic waveform data from the EOS-DMH-MEC network used in the relocation and gCAP inversion of earthquake focal mechanisms. SAC files for Event #36: 20190210_0322
DOI: 10.21979/n9/oa7nlf
title: Related data for: Accelerating gustavson-based SpMM on embedded FPGAs with element-wise parallelism and access pattern-aware caches

description: The code for our DATE work entitled "Accelerating Gustavson-based SpMM on embedded FPGAs with element-wise parallelism and access pattern-aware caches".
DOI: 10.21979/n9/n3furg
title: ACM-TWEB Sorted Master Dictionary

description: npy file containing dictionary of words sorted by their frequencies of the ACM-TWEB corpus.
DOI: 10.15468/dl.x2d2c8
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Material sample)"
 ]
 }
 },
 "TaxonKey is Asellia tridens italosomalica De Beaux, 1931",
 "Continent is one of (Africa)",
 "Year is greater than or equal to 1900"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025349-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21979/n9/r0zqbm
title: Related Data for: Active faults revealed and new constraints on their seismogenic depth from a high-resolution regional focal mechanism catalog in Myanmar (2016-2021)

description: Broadband seismic waveform data from the EOS-DMH-MEC network used in the relocation and gCAP inversion of earthquake focal mechanisms. SAC files for Event #75: 20201208_0514
DOI: 10.21979/n9/pkbvpw
title: Replication Data for: Co-Evaporated MAPbI3 with Graded Fermi Levels Enables Highly Performing, Scalable, and Flexible p-i-n Perovskite Solar Cells

description: This datasets contains the raw data of the publication that is summarized in the embedded origin files inside power point file.
DOI: 10.21979/n9/qitzea
title: Replication Data for: Stable, High‐Sensitivity and Fast‐Response Photodetectors Based on Lead‐Free Cs2AgBiBr6 Double Perovskite Films

description: Solution-processed metal halide perovskites (MHPs) have demonstrated great advances on achieving high-performance photodetectors. However, the intrinsic material instability and the toxicity of lead still hinder the practical applications of MHPs-based photodetectors. In this work, the first highly sensitive and fast-response lead-free perovskite photodetectors based on Cs2AgBiBr6 double perovskite films are demonstrated. A convenient solution method is developed to deposit high-quality Cs2AgBiBr6 film with large grain sizes, low trap densities, and long charge carrier lifetimes. Incorporated within a photodiode device architecture comprised of optimized hole- and electron-transporting layers, leadfree perovskite photodetectors are achieved exhibiting a high detectivity of 3.29 × 1012 Jones, a large linear dynamic range of 193 dB, and a fast response time of ≈17 ns. All the key figures of merit of the devices are comparable with the reported best-performing photodetectors based on lead halide perovskites. In addition, the resulting devices exhibit excellent thermal and environmental stability. The nonencapsulated devices show negligible degradation after thermal stressing at 150 °C and less than 5% degradation in the photoresponsivity after storage in ambient air for ≈2300 h. The results demonstrate the great potential of the lead-free Cs2AgBiBr6 double perovskite in applications for environmentally friendly and high-performance photodetectors.
DOI: 10.21979/n9/qmlijq
title: Replication Data for: Misleading the Covid-19 vaccination discourse on Twitter: An exploratory study of infodemic around the pandemic

description: Two files are provided. Each contain Tweet ID, Label pairs. Label 1 indicates misleading tweets, while label 0 is used otherwise. One file contains 1500 manually annotated entries, while the other contains 114,635 where the labels are predicted algorithmically (see accompanying publication, arXiv:2108.10735, for details). The manual annotation was best-effort, and the predicted labels are not vetted, and is limited by the quality of manual labels used to train the algorithms, as well as any other shortcomings of the algorithms. The data is being provided on an as-is basis, but we do not accept any responsibility for its use, nor any consequences therefrom. The data is provided following the FAIR Data Principles (Findable, Accessible, Interoperable, and Reusable) and Twitter's content redistribution policy (see: https://developer.twitter.com/en/developer-terms)
DOI: 10.21979/n9/qwgrhs
title: Markus encoded 徐仙真錄
DOI: 10.21979/n9/ryb4ao
title: Related Data for: Synapse and tunable leaky-integrate neuron functions enabled by oxide trapping dynamics in a single logic transistor

description: Measurement data
DOI: 10.21979/n9/ugae5e
title: Related Data for: Excellent Intrinsic Long Term Thermal Stability of Co-evaporated MAPbI3 Solar Cells at 85 oC

description: This datasets contains the raw data of the publication that is summarized in the embedded origin files inside power point file.
DOI: 10.21979/n9/uzy54q
title: Replication Data for: Design Methodology for Deep Out-of-Distribution Detectors in Real-Time Cyber-Physical Systems

description: Replication Data for: Design Methodology for Deep Out-of-Distribution Detectors in Real-Time Cyber-Physical Systems
DOI: 10.15468/dl.mfxqqn
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Labeobarbus marequensis (Smith, 1841)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((18.2339 -32.5266,18.1411 -32.657,18.1007 -32.7021,18.0224 -32.6366,17.8923 -32.6419,17.754 -32.8255,17.7723 -32.9007,20.509 -32.9007,20.509 -28.5786,16.2782 -28.5786,16.4358 -28.7202,16.726 -29.1235,17.1957 -30.3752,17.6655 -31.1743,18.1322 -31.7679,18.2495 -32.2638,18.2339 -32.5266))"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025350-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21979/n9/wpdfx2
title: Object tracking displacement vectors for landslides in east Palu Valley, Sulawesi, Indonesia

description: Horizontal displacements measured from pre- and post-event satellited imagery, using DigitalGlobe imagery in Google Earth Pro. Vectors were corrected by removing the average displacement for sites located east of the Gumbasa Aqueduct to account for original mis-referencing of the satellite scenes.