cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.14697179
title: Intra-abdominal pressure during walking, fast walking and running: A dataset for Machine Learning

description: General information

This dataset consists of Motion capture recordings acquired using Captury's markerless MoCap technology (The Captury GmbH, Saarbrücken, Germany) with a recording frequency of 60 Hz. A total of 211 subjects (height: 177.8 ± 9.8 cm; weight: 74.3 ± 13.9 kg; age: 24.5 ± 5.3 years; 121 male, 90 female) were assessed during walking and running activities. Each participant performed three exercises: walking, fast walking and running on a 7-meter track, traversing it four times back and forth at self-selected speeds. The average speeds recorded were 4.7 km/h for walking, 6.1 km/h for fast walking and 9.1 km/h for running. Musculosceletal modeling was conducted using the AnyBodyTM Modeling System (AnyBodyTM  Technology A/S, Aalborg, Denmark, version 8.0). For this dataset, the joint angle data of 28 major physiological joints, the subjects' height and weight and the intra-abdominal pressure values were extracted for each timestep.

Pre-processing



Elimination of first and last frames of each recording to remove any potential irregularities at the start and end of the Motion Capture sessions.

Segmentation into individual gait cycles: From heel strike right foot to heel strike right foot. 

Selection of suitable gait cycles and exclusion of outliers in terms of duration, muscle activity and proximo-distal hip reaction forces. 

Interpolation of each gait cycle to a length of 50 timesteps with cubic cpline

Split into training (data of 169 subjects), test (21 subjects) and validation (21 subjects) datasets

Z-score normalisation of training data, normalisation of test and validation data with same mean and standard deviation values.


File descriptions




x_train.csv 
Training dataset: Feature values with column names and index 


y_train.csv
Training dataset: Label values with column names and index 


x_test.csv
Test dataset: Feature values with column names and index 


y_test.csv
Test dataset: Label values with column names and index 


x_val.csv
Validation dataset: Feature values with column names and index 


y_val.csv
Validation dataset: Label values with column names and index 


z_norm_spec.csv
Mean and standard deviation of the training data. Basis for z-score normalisation of the features of all datasets


z_norm_spec_label.csv
Mean and standard deviation of the training data. Basis for z-score normalisation of the labels of all datasets
DOI: 10.25959/y3st-qs26
title: Predator's pick: Lobster predation on urchins - data from experimental investigation
DOI: 10.15468/dl.ndbypp
title: Occurrence Download

description: A dataset containing 1116 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((151.75221 9.40471,135.27284 63.10468,93.50616 38.95388,91.23314 19.9174,114.8157 -0.82389,151.75221 9.40471))",
 "TaxonKey is Celtis bungeana"
 ]
}

 The dataset includes 1116 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030308-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17597081
title: Submitted Galaxy Scores to the Gravitational Wave Treasure Map for event MS251113g Initial

description: Attached in a .json file is the ranked galaxy information within the contour region of the EM counterpart search associated with the gravitational wave event MS251113g Initial. A reference to these calculations can be found here: https://ui.adsabs.harvard.edu/abs/2017ApJ...848L..33A/abstract
DOI: 10.5281/zenodo.17597080
title: Submitted Galaxy Scores to the Gravitational Wave Treasure Map for event MS251113g Initial

description: Attached in a .json file is the ranked galaxy information within the contour region of the EM counterpart search associated with the gravitational wave event MS251113g Initial. A reference to these calculations can be found here: https://ui.adsabs.harvard.edu/abs/2017ApJ...848L..33A/abstract
DOI: 10.15468/dl.dsr2t8
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((83.11408 7.53942,117.88592 7.53942,117.88592 21.46058,83.11408 21.46058,83.11408 7.53942))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Cycas tansachana"
 ]
}

 The dataset includes 15 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030309-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17596911
title: Thibodeau Innovations Framework v4.0 – Comprehensive Scientific Methodology for Interstellar Object Analysis with 3i/Atlas Case Study
title: Cadre méthodologique Thibodeau Innovations v4.0 – Méthodologie scientifique complète pour l'analyse des objets interstellaires avec étude de cas 3i/Atlas

description: THIBODEAU INNOVATIONS FRAMEWORK v4.0 - COMPREHENSIVE SCIENTIFIC DOCUMENTATION

== MATHEMATICAL FOUNDATION (EXACT) ==

ThibScore = (A + I + R + U + C) × P / 30

Where:A = Anomaly level (observational deviation from models)I = Scientific importance and impact potentialR = Reproductibility across multiple observationsU = Uniqueness within known object populationsC = Conventionality (conformity to established physics)P = Parsimony (simplicity of best explanation)

IOSS (Interstellar Object Significance Scale):- Score 0.00-0.30: IOSS-1-2 (Routine monitoring)- Score 0.30-0.70: IOSS-3-4 (Enhanced observation)- Score 0.70-0.95: IOSS-5-6 (Priority investigation)- Score 0.95-1.00: IOSS-7+ (Emergency response)

== RESEARCH SCOPE ==

This framework provides a standardized, quantitative approach to analyzing interstellar objects using rigorous scientific methodology. Applications include 1I/Oumuamua, 2I/Borisov, and 3i/ATLAS analysis.

== VALIDATION ==

All calculations based on observable data, standardized protocols, and reproducible mathematics.

Version: v4.0 - FinalDate: November 13, 2025Author: Pascal ThibodeauStatus: Ultra-Secure Scientific Archive
DOI: 10.5281/zenodo.17596910
title: Thibodeau Innovations Framework v4.0 – Comprehensive Scientific Methodology for Interstellar Object Analysis with 3i/Atlas Case Study
title: Cadre méthodologique Thibodeau Innovations v4.0 – Méthodologie scientifique complète pour l'analyse des objets interstellaires avec étude de cas 3i/Atlas

description: THIBODEAU INNOVATIONS FRAMEWORK v4.0 - COMPREHENSIVE SCIENTIFIC DOCUMENTATION

== MATHEMATICAL FOUNDATION (EXACT) ==

ThibScore = (A + I + R + U + C) × P / 30

Where:A = Anomaly level (observational deviation from models)I = Scientific importance and impact potentialR = Reproductibility across multiple observationsU = Uniqueness within known object populationsC = Conventionality (conformity to established physics)P = Parsimony (simplicity of best explanation)

IOSS (Interstellar Object Significance Scale):- Score 0.00-0.30: IOSS-1-2 (Routine monitoring)- Score 0.30-0.70: IOSS-3-4 (Enhanced observation)- Score 0.70-0.95: IOSS-5-6 (Priority investigation)- Score 0.95-1.00: IOSS-7+ (Emergency response)

== RESEARCH SCOPE ==

This framework provides a standardized, quantitative approach to analyzing interstellar objects using rigorous scientific methodology. Applications include 1I/Oumuamua, 2I/Borisov, and 3i/ATLAS analysis.

== VALIDATION ==

All calculations based on observable data, standardized protocols, and reproducible mathematics.

Version: v4.0 - FinalDate: November 13, 2025Author: Pascal ThibodeauStatus: Ultra-Secure Scientific Archive
DOI: 10.17605/osf.io/3vxtk
title: A Gradient Effect of Hand Beat Timing on Spoken Word Recognition

description: This is the data repository for the research project named "A Gradient Effect of Hand Beat Timing on Spoken Word Recognition".
DOI: 10.17605/osf.io/7etyc
title: Dataset HMGHGM

description: Data used in the work "Hidden Markov graphical models with state-dependent generalized hyperbolic distributions"
DOI: 10.15468/dl.d9tx2z
title: Occurrence Download

description: A dataset containing 1034 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((158.28713 42.36335,119.36174 52.59193,120.21407 24.17923,142.09182 11.10937,158.28713 42.36335))",
 "TaxonKey is Celtis jessoensis"
 ]
}

 The dataset includes 1034 records from 72 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030310-251025141854904/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/13715420
title: e-IPO Indonesia Data - Investment
DOI: 10.15468/dl.s6zcya
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Bird collection NTNU University Museum",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Fratercula arctica",
 "Year 1000-1950"
 ]
}

 The dataset includes 22 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030311-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ved2jn
title: Occurrence Download

description: A dataset containing 3562348 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Plantae, Undaria pinnatifida, Lindavia intermedia)",
 "Country is New Zealand",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 0",
 "DecimalLongitude is greater than or equal to -180",
 "DecimalLatitude is greater than or equal to -90",
 {
 "not" : {
 "or" : [
 "Issue is Zero coordinate",
 "Issue is Coordinate out of range",
 "Issue is Country coordinate mismatch"
 ]
 }
 }
 ]
}

 The dataset includes 3562348 records from 298 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030294-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xjgefr
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Fish collection NTNU University Museum",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Ammodytes tobianus"
 ]
}

 The dataset includes 11 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030312-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tndcuw
title: Occurrence Download

description: A dataset containing 7710 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((152.32045 38.10143,133.56809 52.87605,94.92673 41.22684,82.99347 26.73635,106.86015 0.02844,141.80776 20.76976,152.32045 38.10143))",
 "TaxonKey is Celtis sinensis"
 ]
}

 The dataset includes 7710 records from 136 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030314-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rgya8h
title: Occurrence Download

description: A dataset containing 1344328 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Magnolia champaca, Magnolia kwangsiensis, Magnolia maudiae, Nicotiana benthamiana, Ormosia henryi, Populus yunnanensis, Solanum seaforthianum, Solanum septemlobum, Vitis retordii, Salix lindleyana, Astragalus glycyphyllos, Camelina sativa, Coriaria nepalensis, Cucurbita maxima, Eucalyptus lansdowneana, Eucalyptus victrix, Firmiana kwangsiensis, Lupinus angustifolius, Medicago lupulina, Microcos paniculata, Phoenix dactylifera, Populus qiongdaoensis, Populus wuana, Reevesia pubescens, Ruppia sinensis, Salicornia europaea, Solanum lyratum, Vitis vinifera, Wolffia australiana, Zoysia macrostachya, Cucurbita moschata, Cucurbita pepo, Zoysia sinica, Ballota nigra, Castanopsis carlesii, Cistanche deserticola, Dracaena cambodiana, Fagopyrum esculentum, Helianthus annuus, Lespedeza daurica, Oenanthe javanica, Platanthera zijinensis, Trifolium fragiferum, Xylosma longifolia, Elaeocarpus petiolatus, Populus cathayana, Broussonetia papyrifera, Corchoropsis sinensis, Eucalyptus polyanthemos, Polygonum maritimum)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1344328 records from 4223 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030300-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v2vhty
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Philadelphus coronarius",
 "Country is Ireland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 9 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049234-250811113504898/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.29664926
title: Quantitative analysis of 5-FU and its bacterial-derived metabolites (5-FU co-incubated with either the preT-knockout or wild-type clinical isolate of <i>C. freundii</i>).

description: To assess the ability of <i>preT</i>-knockout and wild-type <i>C. freundii</i> strains to metabolize 5-FU, 40 μM 5-FU was incubated with 4 × 10⁸ CFU/mL of either<i> preT</i>-knockout or wild-type clinical isolates in 600 μL of NB medium. The incubation time points were set at 0 h, 6 h, and 24 h (n = 3) and a blank control group was included. At the end of each incubation, 600 μL of ice-cold acetonitrile was added to stop the reaction. After vortexing, 200 μL of each sample was taken, and an equal volume of acetonitrile along with 10 μL of the internal standard 5-Chlorouracil was added. After vortexing, samples were centrifuged at 12,500 rpm for 10 min at 4°C. The supernatant (100 μL) was collected, diluted with four volumes of pure water, vortexed, and centrifuged again. The resulting supernatant was collected for subsequent analysis.The samples were analyzed using liquid chromatography with tandem quadrupole mass spectrometry (LC-MS/MS QQQ) using the AB SCIEX Triple Quad™4500MD. Chromatographic separation was performed using a Kinetex C18 column (2.1 mm × 100 mm, 2.6 μm). The mobile phase consisted of solution A (26.5 mM HCOOH and 1.0 mM NH4OAC in H2O) and solution B (methanol). A flow rate of 0.3 mL/min was used with the following gradient elution profile: 0–0.50 min, 60% A 40% B; 0.5–2 min, 40–85% B; 2–3 min, 85% B; 3–3.5 min, 85–40% B; 3.5–4 min, 40% B. The injection volume injected was consistently set at 10 μL. This assay used multiple reaction monitoring in electrospray negative ionization, and the ions measured for quantitation were as follows: 5-FU, 129.1-&gt;42.1; 5-chlorouracil, 145.1-&gt;42.1; and FBAL, 106.0-&gt;85.9.<b> </b>The retention time for 5-FU and FBAL in the column and gradient was 0.82 and 0.76 min, respectively. The quantitative analysis of 5-FU was performed using an internal standard method with a seven-point calibration curve. Calibration curves for the analytes were obtained using seven calibration standards (100, 200, 500, 1250, 2500, 5000, and 10000 ng/mL for 5-FU and FBAL). Calibration standards were analyzed in duplicate, and curves were constructed using 1/x-weighted linear regression (R² ≥ 0.995). Limit of detection (LOD): 5-FU: 0.1 ng/mL, FBAL: 0.4 ng/mL, both defined at a signal-to-noise ratio (S/N) ≥ 3.
DOI: 10.6084/m9.figshare.29664926.v1
title: Quantitative analysis of 5-FU and its bacterial-derived metabolites (5-FU co-incubated with either the preT-knockout or wild-type clinical isolate of <i>C. freundii</i>).

description: To assess the ability of <i>preT</i>-knockout and wild-type <i>C. freundii</i> strains to metabolize 5-FU, 40 μM 5-FU was incubated with 4 × 10⁸ CFU/mL of either<i> preT</i>-knockout or wild-type clinical isolates in 600 μL of NB medium. The incubation time points were set at 0 h, 6 h, and 24 h (n = 3) and a blank control group was included. At the end of each incubation, 600 μL of ice-cold acetonitrile was added to stop the reaction. After vortexing, 200 μL of each sample was taken, and an equal volume of acetonitrile along with 10 μL of the internal standard 5-Chlorouracil was added. After vortexing, samples were centrifuged at 12,500 rpm for 10 min at 4°C. The supernatant (100 μL) was collected, diluted with four volumes of pure water, vortexed, and centrifuged again. The resulting supernatant was collected for subsequent analysis.The samples were analyzed using liquid chromatography with tandem quadrupole mass spectrometry (LC-MS/MS QQQ) using the AB SCIEX Triple Quad™4500MD. Chromatographic separation was performed using a Kinetex C18 column (2.1 mm × 100 mm, 2.6 μm). The mobile phase consisted of solution A (26.5 mM HCOOH and 1.0 mM NH4OAC in H2O) and solution B (methanol). A flow rate of 0.3 mL/min was used with the following gradient elution profile: 0–0.50 min, 60% A 40% B; 0.5–2 min, 40–85% B; 2–3 min, 85% B; 3–3.5 min, 85–40% B; 3.5–4 min, 40% B. The injection volume injected was consistently set at 10 μL. This assay used multiple reaction monitoring in electrospray negative ionization, and the ions measured for quantitation were as follows: 5-FU, 129.1-&gt;42.1; 5-chlorouracil, 145.1-&gt;42.1; and FBAL, 106.0-&gt;85.9.<b> </b>The retention time for 5-FU and FBAL in the column and gradient was 0.82 and 0.76 min, respectively. The quantitative analysis of 5-FU was performed using an internal standard method with a seven-point calibration curve. Calibration curves for the analytes were obtained using seven calibration standards (100, 200, 500, 1250, 2500, 5000, and 10000 ng/mL for 5-FU and FBAL). Calibration standards were analyzed in duplicate, and curves were constructed using 1/x-weighted linear regression (R² ≥ 0.995). Limit of detection (LOD): 5-FU: 0.1 ng/mL, FBAL: 0.4 ng/mL, both defined at a signal-to-noise ratio (S/N) ≥ 3.
DOI: 10.15468/dl.uqzrfq
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Philadelphus coronarius",
 "Country is Moldova, Republic of",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049235-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.67qab7
title: Occurrence Download

description: A dataset containing 335823 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Platanus L."
 ]
}

 The dataset includes 335823 records from 997 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013646-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/v56y7wmp9b.1
title: Questionnaire survey data

description: This dataset includes the key data files used in the study "A Survey on the Impact of Cross-Border E-commerce on the Performance Marketing of SMEs":

Excel File: Contains both raw and cleaned survey response data, organized for clarity and analysis.

SPSS (.sav): Structured dataset with labeled variables, suitable for direct analysis in SPSS.

SPSS Output (.spv): Includes statistical analysis results such as correlations, KMO and Bartlett’s Test, Bartlett’s Test of Sphericity, Total Variance Explained, Rotated Component Matrix.
DOI: 10.15468/dl.94ej9w
title: Occurrence Download

description: A dataset containing 264 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Rhododendron balfourianum Diels"
 ]
}

 The dataset includes 264 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001117-250424135625364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jassqy
title: Occurrence Download

description: A dataset containing 36 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Rhododendron catacosmum Balf.fil. ex Tagg"
 ]
}

 The dataset includes 36 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001118-250424135625364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n4dqgn
title: Occurrence Download

description: A dataset containing 36448 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Streptomyces Waksman & Henrici, 1943"
 ]
}

 The dataset includes 36448 records from 425 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015721-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dwk9va
title: Occurrence Download

description: A dataset containing 5290901 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "DatasetKey is EOD – eBird Observation Dataset",
 "OccurrenceStatus is Present",
 "TaxonKey is Haliaeetus leucocephalus (Linnaeus, 1766)"
 ]
}

 The dataset includes 5290901 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007107-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/38hgzfn46t.2
title: A fin loop–like structure in GPX4 underlies neuroprotection from ferroptosis

description: Western Blot source data for "A fin loop–like structure in GPX4 underlies neuroprotection from ferroptosis".
DOI: 10.5281/zenodo.16797253
title: Observation of a non-reciprocal skyrmion Hall effect of hybrid chiral skyrmion tubes in synthetic antiferromagnetic multilayers
DOI: 10.5281/zenodo.16797254
title: Observation of a non-reciprocal skyrmion Hall effect of hybrid chiral skyrmion tubes in synthetic antiferromagnetic multilayers