cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18641378
title: Wet and Dry Atmospheric Nitrogen Deposition over Eastern China

description: This dataset provides event-based wet- and dry-deposition measurements of atmospheric nitrogen across four monitoring sites (BJ, HF, GIG, and NS) in China from April 2023 to March 2024. It includes deposition fluxes (kg-N ha⁻¹) and corresponding concentrations (mg L⁻¹) of water-soluble organic nitrogen (WSON), water-insoluble organic nitrogen (WION), and inorganic nitrogen species (NH4⁺-N, NO3⁻-N, and NO2⁻-N), along with derived metrics such as inorganic nitrogen (IN), organic nitrogen (ON), and total nitrogen (TN). Wet-deposition records additionally contain precipitation amounts (mm) and auxiliary ionic species (e.g., K⁺, Ca²⁺, and SO4²⁻) for each sampling event. The dataset is organized into two Excel workbooks—Wet _N_Deposition.xlsx and Dry _N_Deposition.xlsx—each containing four worksheets corresponding to the four sites. A companion Python script is provided to calculate monthly volume-weighted mean (VWM) concentrations using precipitation as weights and to generate a complete monthly series for 2023-04 to 2024-03.
DOI: 10.5281/zenodo.18641379
title: Wet and Dry Atmospheric Nitrogen Deposition over Eastern China

description: This dataset provides event-based wet- and dry-deposition measurements of atmospheric nitrogen across four monitoring sites (BJ, HF, GIG, and NS) in China from April 2023 to March 2024. It includes deposition fluxes (kg-N ha⁻¹) and corresponding concentrations (mg L⁻¹) of water-soluble organic nitrogen (WSON), water-insoluble organic nitrogen (WION), and inorganic nitrogen species (NH4⁺-N, NO3⁻-N, and NO2⁻-N), along with derived metrics such as inorganic nitrogen (IN), organic nitrogen (ON), and total nitrogen (TN). Wet-deposition records additionally contain precipitation amounts (mm) and auxiliary ionic species (e.g., K⁺, Ca²⁺, and SO4²⁻) for each sampling event. The dataset is organized into two Excel workbooks—Wet _N_Deposition.xlsx and Dry _N_Deposition.xlsx—each containing four worksheets corresponding to the four sites. A companion Python script is provided to calculate monthly volume-weighted mean (VWM) concentrations using precipitation as weights and to generate a complete monthly series for 2023-04 to 2024-03.
DOI: 10.15468/dl.fqvfp4
title: Occurrence Download

description: A dataset containing 2364 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Maytenus boaria",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 2364 records from 86 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018199-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3z7qz9
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Comanthosphace japonica",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018200-260208012135463/datasets/export for details.
DOI: 10.15468/dl.s5r4xr
title: Occurrence Download

description: A dataset containing 35 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is TRUE",
 "HasGeospatialIssue is FALSE",
 "TaxonKey is Przewalskium albirostre",
 "Year is greater than or equal to 2010",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 35 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018201-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gyexah
title: Occurrence Download

description: A dataset containing 33991 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is TRUE",
 "HasGeospatialIssue is FALSE",
 "TaxonKey is Cervus canadensis",
 "Year is greater than or equal to 2010",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 33991 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018202-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18641977
title: DIFFERENTIAL DIAGNOSIS OF FACIAL PAIN
DOI: 10.5281/zenodo.18641976
title: DIFFERENTIAL DIAGNOSIS OF FACIAL PAIN
DOI: 10.5281/zenodo.18641983
title: LINF_330016800
DOI: 10.5281/zenodo.18641982
title: LINF_330016800
DOI: 10.15468/dl.k5c6pr
title: Occurrence Download

description: A dataset containing 260 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Condea tafallae",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 260 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018203-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b3p6z9
title: Occurrence Download

description: A dataset containing 4452 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Plantago australis",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 4452 records from 277 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018204-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9t3fzn
title: Occurrence Download

description: A dataset containing 63655 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chrysomela",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 63655 records from 854 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018172-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57995/h5h3-7161
title: Parents view on cybersecurity responsibilisation

description: The results of 3 online surveys with UK parents examining their knowledge on cybersecurity matters, whether they feel responsible for educating their children in cybersecurity and what support they need to fulfil this responsibility.
DOI: 10.5281/zenodo.18213407
title: Binding affinity of the odorant-binding protein 7 with plant volatiles in a parasitoid wasp Aulacocentrum confusum (Hymenoptera: Braconidae)

description:  the theoretical binding free energy (ΔGbind) of the AconOBP7-plant volatiles complex was calculated via the MM/PBSA method based on 50-100 ns equilibrium MD trajectories.
DOI: 10.5281/zenodo.18213408
title: Binding affinity of the odorant-binding protein 7 with plant volatiles in a parasitoid wasp Aulacocentrum confusum (Hymenoptera: Braconidae)

description:  the theoretical binding free energy (ΔGbind) of the AconOBP7-plant volatiles complex was calculated via the MM/PBSA method based on 50-100 ns equilibrium MD trajectories.
DOI: 10.15468/dl.rsdmt9
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Impatiens balsamina",
 "Country is Lao People’s Democratic Republic",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048450-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bjfg6c
title: Occurrence Download

description: A dataset containing 37 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rhynchophorus ferrugineus",
 "Country is Israel",
 "HasCoordinate is true"
 ]
}

 The dataset includes 37 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048451-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r3xngv
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Impatiens balsamina",
 "Country is Marshall Islands",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048452-250717081556266/datasets/export for details.
DOI: 10.15468/dl.mg56h8
title: Occurrence Download

description: A dataset containing 9908 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tremarctos ornatus"
 ]
}

 The dataset includes 9908 records from 119 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048453-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9mcht6
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Bagarius vegrandis)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048454-250717081556266/datasets/export for details.
DOI: 10.15468/dl.6uaaur
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Impatiens balsamina",
 "Country is Mozambique",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048458-250717081556266/datasets/export for details.
DOI: 10.15468/dl.w62pxj
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rhynchophorus ferrugineus",
 "Country is Japan",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048457-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mrz52t
title: Occurrence Download

description: A dataset containing 40 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rhynchophorus ferrugineus",
 "Country is Saudi Arabia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 40 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048459-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vn759p
title: Occurrence Download

description: A dataset containing 135 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ecuador",
 "Geometry POLYGON((-90.55041 -0.58065,-90.53295 -0.71753,-90.36191 -0.78958,-90.18681 -0.73373,-90.16003 -0.59011,-90.16802 -0.55359,-90.2528 -0.47789,-90.50677 -0.5008,-90.55041 -0.58065))",
 "HasGeospatialIssue is false",
 "TaxonKey is Phoebastria irrorata"
 ]
}

 The dataset includes 135 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048460-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j34a42
title: Occurrence Download

description: A dataset containing 440719 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Clupea harengus"
 ]
}

 The dataset includes 440719 records from 274 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048400-250717081556266/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/12579184
title: BITCOIN Historical Datasets 2018-2025 Binance API
DOI: 10.15468/dl.bynj9j
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Corydoras xinguensis)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 15 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048461-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rdckzs
title: Occurrence Download

description: A dataset containing 132 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Ardea cinerea)",
 "Country is one of (American Samoa, Australia, Christmas Island, Cocos (Keeling) Islands, Cook Islands, Fiji, French Polynesia, Guam, Heard Island and McDonald Islands, Kiribati, Marshall Islands, Micronesia (Federated States of), Nauru, New Caledonia, New Zealand, Niue, Norfolk Island, Northern Mariana Islands, Palau, Papua New Guinea, Pitcairn, Samoa, Solomon Islands, Tokelau, Tonga, Tuvalu, United States Minor Outlying Islands, Vanuatu, Wallis and Futuna)"
 ]
}

 The dataset includes 132 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048462-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3t86nd
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Impatiens balsamina",
 "Country is Niue",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048464-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mb4gzv
title: Occurrence Download

description: A dataset containing 38 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rhynchophorus ferrugineus",
 "Country is United Arab Emirates",
 "HasCoordinate is true"
 ]
}

 The dataset includes 38 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048463-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jh5uvf
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Impatiens balsamina",
 "Country is Palau",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048466-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.upgtkc
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rhynchophorus ferrugineus",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048465-250717081556266/datasets/export for details.
DOI: 10.5281/zenodo.16431328
title: Combat-Monitor: Dual-Stream Attention Framework for Athlete Wellbeing

description: # Combat Sports Athlete Monitoring with Dual-Stream Attention and Temporal Calibration

## OverviewThis repository implements a novel computational framework for monitoring athlete wellbeing in combat sports. The system integrates **Dual-Stream Attention Mechanism for Combat Dynamics (DS-AMCD)** and **Interaction-Adaptive Temporal Calibration (IATC)** to achieve high-precision action detection and interaction intensity estimation under real-world conditions (e.g., occlusions, rapid movement, and lighting variations).

Key contributions:- **Cross-modal fusion** of skeletal pose dynamics and contextual visual features.- **Adaptive temporal calibration** using domain knowledge like striking rhythms and guard recovery patterns.- Robust performance across diverse combat sports (boxing, MMA, kickboxing).

---

## Features- High-resolution object detection tailored to combat sports.- Multimodal inputs: **RGB frames** + **pose estimations** (joint coordinates, velocities, accelerations).- Attention-based feature fusion and hierarchical temporal reasoning.- Real-time athlete monitoring with adaptive injury prevention insights.

---

## MethodologyThe framework consists of:1. **Dual-Stream Encoder**: Parallel branches for pose and visual streams, fused via cross-modal attention.2. **Hierarchical Temporal Reasoning**: Captures both immediate and long-range behavioral trends.3. **Interaction-Adaptive Temporal Calibration**: Dynamically refines temporal predictions using domain-specific priors.

Detailed architecture diagrams are provided in the paper (see Figures 1–3).

---

## Experimental ResultsEvaluations on multiple datasets (LibriSpeech, TIMIT, Common Voice, TED-LIUM) demonstrate:- Superior accuracy and F1 scores compared to YOLOv5, RetinaNet, DETR, and others.- Enhanced robustness in noisy and diverse environments.- Ablation studies confirm the synergy of multimodal encoding, cross-modal attention, and adaptive calibration.

---

## Getting Started

### Prerequisites- Python 3.8+- PyTorch >= 1.10- HuggingFace Transformers- CUDA-enabled GPU (e.g., NVIDIA A100 recommended)

### Installation```bashgit clone https://github.com/your-username/combat-sports-monitoring.gitcd combat-sports-monitoringpip install -r requirements.txt
DOI: 10.5281/zenodo.16431329
title: Combat-Monitor: Dual-Stream Attention Framework for Athlete Wellbeing

description: # Combat Sports Athlete Monitoring with Dual-Stream Attention and Temporal Calibration

## OverviewThis repository implements a novel computational framework for monitoring athlete wellbeing in combat sports. The system integrates **Dual-Stream Attention Mechanism for Combat Dynamics (DS-AMCD)** and **Interaction-Adaptive Temporal Calibration (IATC)** to achieve high-precision action detection and interaction intensity estimation under real-world conditions (e.g., occlusions, rapid movement, and lighting variations).

Key contributions:- **Cross-modal fusion** of skeletal pose dynamics and contextual visual features.- **Adaptive temporal calibration** using domain knowledge like striking rhythms and guard recovery patterns.- Robust performance across diverse combat sports (boxing, MMA, kickboxing).

---

## Features- High-resolution object detection tailored to combat sports.- Multimodal inputs: **RGB frames** + **pose estimations** (joint coordinates, velocities, accelerations).- Attention-based feature fusion and hierarchical temporal reasoning.- Real-time athlete monitoring with adaptive injury prevention insights.

---

## MethodologyThe framework consists of:1. **Dual-Stream Encoder**: Parallel branches for pose and visual streams, fused via cross-modal attention.2. **Hierarchical Temporal Reasoning**: Captures both immediate and long-range behavioral trends.3. **Interaction-Adaptive Temporal Calibration**: Dynamically refines temporal predictions using domain-specific priors.

Detailed architecture diagrams are provided in the paper (see Figures 1–3).

---

## Experimental ResultsEvaluations on multiple datasets (LibriSpeech, TIMIT, Common Voice, TED-LIUM) demonstrate:- Superior accuracy and F1 scores compared to YOLOv5, RetinaNet, DETR, and others.- Enhanced robustness in noisy and diverse environments.- Ablation studies confirm the synergy of multimodal encoding, cross-modal attention, and adaptive calibration.

---

## Getting Started

### Prerequisites- Python 3.8+- PyTorch >= 1.10- HuggingFace Transformers- CUDA-enabled GPU (e.g., NVIDIA A100 recommended)

### Installation```bashgit clone https://github.com/your-username/combat-sports-monitoring.gitcd combat-sports-monitoringpip install -r requirements.txt
DOI: 10.15468/dl.eze5du
title: Occurrence Download

description: A dataset containing 36 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Saurogobio dabryi)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 36 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048467-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h2437y
title: Occurrence Download

description: A dataset containing 325151 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ecuador",
 "DatasetKey is one of (Colecciones de Invertebrados del LOUNAZ, iNaturalist Research-grade Observations)",
 "Geometry POLYGON((-80.50213 -0.53921,-80.88611 -0.99571,-80.85702 -2.30915,-80.13643 -2.79612,-80.30598 -3.53677,-80.43314 -4.19227,-79.60658 -4.53039,-79.09069 -4.94437,-77.84337 -2.94375,-76.72734 -2.64738,-75.4472 -1.35004,-75.51201 -0.29043,-75.74262 0.05311,-76.3869 0.27623,-77.359 0.29243,-78.83336 1.40747,-79.8911 1.01325,-80.11329 0.01427,-80.50213 -0.53921))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Year 2020-2025"
 ]
}

 The dataset includes 325151 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048455-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nn9kgv
title: Occurrence Download

description: A dataset containing 103 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Impatiens balsamina",
 "Country is Panama",
 "HasCoordinate is true"
 ]
}

 The dataset includes 103 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048471-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sqd8pr
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Impatiens balsamina",
 "Country is Peru",
 "HasCoordinate is true"
 ]
}

 The dataset includes 24 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048472-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.