cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/1j5-yna-fht
title: Ditrupa Berkeley, 1835

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/r1e-2df-han
title: Ditrupa Berkeley, 1835

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/tyj-ng2-kvc
title: Ditrupa Berkeley, 1835

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.cgffh9
title: Occurrence Download

description: A dataset containing 71 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Colección de Referencia de Peces del Museo de Ciencias de la Universidad El Bosque"
 ]
}

 The dataset includes 71 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011625-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/b5h-vee-h6a
title: Ditrupa Berkeley, 1835

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/24j-2hs-7c9
title: Ditrupa Berkeley, 1835

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.zr9d56
title: Occurrence Download

description: A dataset containing 165 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Eurohypnum leptothallum",
 "Year 1970-2026"
 ]
}

 The dataset includes 165 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011627-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/14619433
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.hu2fcv
title: Occurrence Download

description: A dataset containing 952 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is Brazil",
 "OccurrenceStatus is Present",
 "StateProvince is Mato Grosso",
 "TaxonKey is Chiroptera"
 ]
}

 The dataset includes 952 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011628-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6xeteg
title: Occurrence Download

description: A dataset containing 857771 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Thailand",
 "Geometry POLYGON((98.78006 10.64171,98.81752 10.54482,98.66298 10.11481,98.58236 9.98044,98.46142 9.51683,98.26657 9.03307,98.17922 8.59635,98.28001 8.11931,98.40095 7.81024,98.4211 8.31415,98.60251 8.36119,98.68986 8.28056,98.71673 8.10587,98.76377 7.97821,98.86455 8.05212,99.04596 7.9043,99.01354 7.80673,99.09886 7.4921,99.14152 7.74274,99.30684 7.60409,99.26951 7.49743,99.3655 7.18813,99.51482 7.24679,99.6908 7.10281,99.7068 6.84683,100.14409 6.43088,100.18675 6.5482,100.17608 6.70818,100.32007 6.67619,100.32007 6.60153,100.3734 6.52153,100.65603 6.45754,100.74136 6.48954,100.80535 6.40421,100.84801 6.28689,101.008 6.24423,101.11465 6.27623,101.11999 6.2069,101.06133 6.15891,101.12532 6.11091,101.11465 6.00959,101.03466 5.94559,100.98667 5.79628,101.17331 5.62563,101.25864 5.79094,101.37596 5.8656,101.57861 5.9296,101.69593 5.74828,101.85591 5.78561,101.9359 5.8816,101.9519 6.01492,102.09588 6.13224,102.11188 6.2389,101.78658 6.48954,101.55727 6.8415,101.38663 6.91616,101.26397 6.96416,101.3173 6.90016,101.05599 6.84683,100.97733 6.90081,100.56906 7.2672,100.39942 7.75125,100.28624 8.3781,100.16435 8.54352,100.16435 8.40422,99.99023 8.60446,99.82481 9.37931,99.39821 9.2226,99.18055 9.85816,99.27632 10.18029,99.45044 10.83325,98.78006 10.64171))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 857771 records from 524 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011607-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18345863
title: Dataset for: "From Global Exploration to Local Descent: A Massively Parallel Framework and Benchmark for Continental Hydrological Calibration"

description: This repository contains the comprehensive benchmark calibration results for 36 conceptual hydrological models across 559 catchments from the CAMELS (Catchment Attributes and Meteorology for Large-sample Studies) dataset.

These results were generated using the massively parallel calibration framework proposed in the associated paper: "From Global Exploration to Local Descent: A Massively Parallel Framework and Benchmark for Continental Hydrological Calibration".

Repository Contents The dataset includes:





Calibrated Parameters: The optimal parameter sets derived for each of the 36 models in each of the 559 catchments.




Evaluation Metrics: Comprehensive performance indicators (e.g., KGE, NSE) for both the calibration (training) and validation (testing) periods.



Key Statistics





Models: 36 distinct hydrological model structures (dMoT framework).




Study Area: 559 catchments from the CAMELS dataset (US).




Method: Hybrid global-local optimization via massively parallel computing.
DOI: 10.5281/zenodo.18371511
title: Dataset for: "From Global Exploration to Local Descent: A Massively Parallel Framework and Benchmark for Continental Hydrological Calibration"

description: This repository contains the comprehensive benchmark calibration results for 36 conceptual hydrological models across 559 catchments from the CAMELS (Catchment Attributes and Meteorology for Large-sample Studies) dataset.

These results were generated using the massively parallel calibration framework proposed in the associated paper: "From Global Exploration to Local Descent: A Massively Parallel Framework and Benchmark for Continental Hydrological Calibration".

Repository Contents The dataset includes:





Calibrated Parameters: The optimal parameter sets derived for each of the 36 models in each of the 559 catchments.




Evaluation Metrics: Comprehensive performance indicators (e.g., KGE, NSE) for both the calibration (training) and validation (testing) periods.



Key Statistics





Models: 36 distinct hydrological model structures (dMoT framework).




Study Area: 559 catchments from the CAMELS dataset (US).




Method: Hybrid global-local optimization via massively parallel computing.
DOI: 10.15468/dl.6ekqx7
title: Occurrence Download

description: A dataset containing 305 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pulmonaria rubra",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 305 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011629-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/k3w-3aa-88b
title: Polychaeta Grube, 1850

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7jr-7wy-5ca
title: Polychaeta Grube, 1850

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ryr-b8a-k8x
title: Polychaeta Grube, 1850

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.5281/zenodo.18371757
title: DATASET: User Telemetry & Cross-Platform Metrics in a Digital Mindfulness Intervention (2018-2025)

description: This dataset presents longitudinal user telemetry (N=432) from a non-guided digital relaxation intervention hosted on a Learning Management System (LMS) and its corresponding open-access mirror on YouTube. The data spans a 7-year observation period (Apr 2018 – Dec 2025). The intervention follows the standardized curriculum of the book "Aprende a meditar: Plan de 8 semanas", progressing through theoretical foundations, somatic regulation, autonomic control, and mindful attention. This structure allows for a cross-platform comparison between structured learning (LMS) and algorithmic consumption (YouTube). The dataset includes enrollment costs, progression logic, dropout points, and granular video retention metrics, offering real-world evidence on user adherence and the "instrumental use" of digital health tools.
DOI: 10.5281/zenodo.18371758
title: DATASET: User Telemetry & Cross-Platform Metrics in a Digital Mindfulness Intervention (2018-2025)

description: This dataset presents longitudinal user telemetry (N=432) from a non-guided digital relaxation intervention hosted on a Learning Management System (LMS) and its corresponding open-access mirror on YouTube. The data spans a 7-year observation period (Apr 2018 – Dec 2025). The intervention follows the standardized curriculum of the book "Aprende a meditar: Plan de 8 semanas", progressing through theoretical foundations, somatic regulation, autonomic control, and mindful attention. This structure allows for a cross-platform comparison between structured learning (LMS) and algorithmic consumption (YouTube). The dataset includes enrollment costs, progression logic, dropout points, and granular video retention metrics, offering real-world evidence on user adherence and the "instrumental use" of digital health tools.
DOI: 10.5281/zenodo.18371786
title: Psam_test_dataset
DOI: 10.5281/zenodo.18371785
title: Psam_test_dataset
DOI: 10.3535/v4a-h30-6at
title: Ditrupa Berkeley, 1835

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.j6v7t9
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Sorbus aria",
 "Year 1957-2022"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011619-260120142942310/datasets/export for details.
DOI: 10.15468/dl.t6yd5n
title: Occurrence Download

description: A dataset containing 2891027 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "TaxonKey is Odonata"
 ]
}

 The dataset includes 2891027 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011638-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9r8bhv
title: Occurrence Download

description: A dataset containing 92456 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Platalea minor",
 "Year 1895-2026"
 ]
}

 The dataset includes 92456 records from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011606-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18371799
title: URF-SG-BASE-1: Canonical Spectral Gap Instance

description: Certified spectral gap witness for the Unified Rigidity Framework (URF).

Hilbert space: L²(S¹)Operator: -d²/dx²Spectral gap: λ₁ = 1

Includes:- Formal mathematical specification- Lean mechanization (mathlib)- Numerical verification- Cryptographic hash certificate

This object serves as the canonical non-vacuity witness for URF_law3.
DOI: 10.5281/zenodo.18371800
title: URF-SG-BASE-1: Canonical Spectral Gap Instance

description: Certified spectral gap witness for the Unified Rigidity Framework (URF).

Hilbert space: L²(S¹)Operator: -d²/dx²Spectral gap: λ₁ = 1

Includes:- Formal mathematical specification- Lean mechanization (mathlib)- Numerical verification- Cryptographic hash certificate

This object serves as the canonical non-vacuity witness for URF_law3.
DOI: 10.57760/sciencedb.36085
title: An imaging algorithm based on generalized minimax-concave penalty in radio interferometry
title: An imaging algorithm based on generalized minimax-concave penalty in radio interferometry

description:  Reconstructing the sky brightness distribution from the incomplete visibilities involves an ill-posed inverse problem. Although compressive sensing methods based on convex optimization have demonstrated outstanding performance in radio interferometry, convex optimization yields a computable but biased approximate solution for compressive sensing. To reduce the bias and efficiently obtain an accurate solution, we proposed an imaging algorithm based on generalized minimax-concave penalty (GMCP), which maintains the convexity of the sparsity-regularized least squares objective function. Furthermore, we employ the forward-backward splitting algorithm to solve the optimization problem and adaptively update the regularization parameter by using a maximum likelihood estimator. We have verified the effectiveness of the proposed method based on the Very Large Array (VLA) and DAocheng Radio Telescope (DART).
description:  Reconstructing the sky brightness distribution from the incomplete visibilities involves an ill-posed inverse problem. Although compressive sensing methods based on convex optimization have demonstrated outstanding performance in radio interferometry, convex optimization yields a computable but biased approximate solution for compressive sensing. To reduce the bias and efficiently obtain an accurate solution, we proposed an imaging algorithm based on generalized minimax-concave penalty (GMCP), which maintains the convexity of the sparsity-regularized least squares objective function. Furthermore, we employ the forward-backward splitting algorithm to solve the optimization problem and adaptively update the regularization parameter by using a maximum likelihood estimator. We have verified the effectiveness of the proposed method based on the Very Large Array (VLA) and DAocheng Radio Telescope (DART).
DOI: 10.57760/sciencedb.36110
title: Hydrochemical components of brine in anticlinal structures of the Qaidam Basin
title: 柴达木盆地背斜构造卤水水化学组分

description: 217 sets of Li, B content and TDS data from 16 anticlinal structures in the mid-western Qaidam Basin
description: 217 sets of Li, B content and TDS data from 16 anticlinal structures in the mid-western Qaidam Basin
DOI: 10.57760/sciencedb.36092
title: Quantum phase transitions of a two-atom Rabi model with dipole-dipole interactions
title: Quantum phase transitions of a two-atom Rabi model with dipole-dipole interactions

description: Dataset of numerical solutions for the ground state of the two-atom Rabi model in the finite-frequency limit.
description: Dataset of numerical solutions for the ground state of the two-atom Rabi model in the finite-frequency limit.
DOI: 10.57760/sciencedb.36098
title: Cavitating bubble patterns, noise signals, and laser holographic images of composite propellers under non-uniform flow conditions
title: Cavitating bubble patterns, noise signals, and laser holographic images of composite propellers under non-uniform flow conditions

description: This dataset focuses on cavitating bubble patterns, noise signals, and laser holographic images of an HSP II five-bladed composite propeller (carbon fiber-reinforced epoxy, diameter 0.25 m, scale ratio 14.4) under non-uniform flow conditions. Collected in the K15 cavitation tunnel (SSSRI) with a customized wake generator (wake fraction: 0.014–0.576), the data were acquired via a synchronized multifield measurement system (high-speed camera: 3780 Hz; pressure sensor: 20480 Hz sampling rate) and a 532 nm laser digital inline holography (DIH) system (lateral resolution 16.67 μm, axial resolution 10 mm). Experiments were conducted at a fixed rotational speed of 21 rps, thrust coefficient KT​=0.2, and cavitation number (covering non-cavitation, tip vortex cavitation, sheet cavitation, and cloud cavitation regimes). The dataset includes high-speed images/videos of macroscopic cavitation morphologies, time-series pressure noise signals, and DIH images.
description: This dataset focuses on cavitating bubble patterns, noise signals, and laser holographic images of an HSP II five-bladed composite propeller (carbon fiber-reinforced epoxy, diameter 0.25 m, scale ratio 14.4) under non-uniform flow conditions. Collected in the K15 cavitation tunnel (SSSRI) with a customized wake generator (wake fraction: 0.014–0.576), the data were acquired via a synchronized multifield measurement system (high-speed camera: 3780 Hz; pressure sensor: 20480 Hz sampling rate) and a 532 nm laser digital inline holography (DIH) system (lateral resolution 16.67 μm, axial resolution 10 mm). Experiments were conducted at a fixed rotational speed of 21 rps, thrust coefficient KT​=0.2, and cavitation number (covering non-cavitation, tip vortex cavitation, sheet cavitation, and cloud cavitation regimes). The dataset includes high-speed images/videos of macroscopic cavitation morphologies, time-series pressure noise signals, and DIH images.
DOI: 10.3535/3sy-xlr-9bk
title: Ditrupa Berkeley, 1835

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/t17-7dm-ztq
title: Ditrupa Berkeley, 1835

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3gc-5rt-3xm
title: Ditrupa arietina (O. F. Müller, 1776)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dtx-x8f-weg
title: Ditrupa Berkeley, 1835

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0dq-n31-25k
title: Serpulidae Rafinesque, 1815

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.57760/sciencedb.36093
title: Effects of different vegetation restoration types on soil bacterial communities and ecosystem functions in mining area_data
title: Effects of different vegetation restoration types on soil bacterial communities and ecosystem functions in mining area_data

description: This study compared soil bacterial communities and ecosystem functions across reclaimed mine vegetation types: bare soil (CK), grassland (GL), poplar plantation (GPL), and mixed forest (ML). We analyzed topsoil bacterial diversity, composition, and potential functions via 16S rRNA gene sequencing and evaluated integrated soil fertility using PCA. Results showed significant differences (p &lt; 0.05) in soil properties: ML had the highest organic carbon and total nitrogen but the lowest electrical conductivity. GL exhibited the highest available phosphorus, available potassium, sucrase, and urease activities. Soil bacterial communities also differed significantly. GL had the highest bacterial diversity, while ML had lower diversity but the most complex co-occurrence network. KEGG analysis revealed GL soils had the highest abundance of pathways for carbon, nitrogen, and sulphur metabolism; GPL soils had the lowest. The integrated fertility index was highest in GL soils and lower in the others. In summary, all vegetation restoration types improved soil quality and bacterial diversity compared to bare soil. However, herbaceous restoration (GL) supported the highest overall soil fertility levels and enhanced bacterial community functioning, providing key empirical data for guiding future revegetation in similar mined areas.
description: This study compared soil bacterial communities and ecosystem functions across reclaimed mine vegetation types: bare soil (CK), grassland (GL), poplar plantation (GPL), and mixed forest (ML). We analyzed topsoil bacterial diversity, composition, and potential functions via 16S rRNA gene sequencing and evaluated integrated soil fertility using PCA. Results showed significant differences (p &lt; 0.05) in soil properties: ML had the highest organic carbon and total nitrogen but the lowest electrical conductivity. GL exhibited the highest available phosphorus, available potassium, sucrase, and urease activities. Soil bacterial communities also differed significantly. GL had the highest bacterial diversity, while ML had lower diversity but the most complex co-occurrence network. KEGG analysis revealed GL soils had the highest abundance of pathways for carbon, nitrogen, and sulphur metabolism; GPL soils had the lowest. The integrated fertility index was highest in GL soils and lower in the others. In summary, all vegetation restoration types improved soil quality and bacterial diversity compared to bare soil. However, herbaceous restoration (GL) supported the highest overall soil fertility levels and enhanced bacterial community functioning, providing key empirical data for guiding future revegetation in similar mined areas.
DOI: 10.5281/zenodo.18371818
title: GHI-15-day-prediction: 2023.7.1-2024.12.31 weather data

description: 2023.7.1-2024.12.31 weather data
DOI: 10.15468/dl.d5kyxd
title: Occurrence Download

description: A dataset containing 6004 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Cenchrus longispinus"
 ]
}

 The dataset includes 6004 records from 212 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011631-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57760/sciencedb.35628
title: Relevant data of ecological restoration sequencing of Heidai Gou open-pit coal mine
title: Relevant data of ecological restoration sequencing of Heidai Gou open-pit coal mine

description: This dataset contains raw data on species composition, abundance, and diversity of microbial communities under different nitrogen treatments in ecological restoration of open-pit mines, as well as the resulting species co-occurrence network analysis results, which are used to study the effects of nitrogen addition on the structure and interactions of microbial communities in the restored areas.
description: This dataset contains raw data on species composition, abundance, and diversity of microbial communities under different nitrogen treatments in ecological restoration of open-pit mines, as well as the resulting species co-occurrence network analysis results, which are used to study the effects of nitrogen addition on the structure and interactions of microbial communities in the restored areas.
DOI: 10.15468/dl.44xpry
title: Occurrence Download

description: A dataset containing 218 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Przewalskia"
 ]
}

 The dataset includes 218 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011632-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8hfme9
title: Occurrence Download

description: A dataset containing 209 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Syncalathium"
 ]
}

 The dataset includes 209 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011635-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.