cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17062126
title: Impact of Simultaneous Exposure to RF and Gradient Electromagnetic Fields on Implant MR Safety Labeling

description: Dataset collecting the data published in the paper https://doi.org/10.1002/mrm.70059
DOI: 10.5281/zenodo.17062125
title: Impact of Simultaneous Exposure to RF and Gradient Electromagnetic Fields on Implant MR Safety Labeling

description: Dataset collecting the data published in the paper https://doi.org/10.1002/mrm.70059
DOI: 10.15468/dl.np3pq8
title: Occurrence Download

description: A dataset containing 958 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Ambystoma mexicanum"
 ]
}

 The dataset includes 958 records from 68 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003684-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pc45pq
title: Occurrence Download

description: A dataset containing 349 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "TaxonKey is Heuchera mexicana"
 ]
}

 The dataset includes 349 records from 52 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003687-251120083545085/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/13832698
title: Indonesian Hoax News Dataset
DOI: 10.15468/dl.7x5e9x
title: Occurrence Download

description: A dataset containing 3239 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bromelia pinguin",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3239 records from 115 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003686-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ecz7ep
title: Occurrence Download

description: A dataset containing 5324 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bromelia karatas",
 "HasCoordinate is true"
 ]
}

 The dataset includes 5324 records from 125 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003688-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q94n5k
title: Occurrence Download

description: A dataset containing 565 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Abies hickelii"
 ]
}

 The dataset includes 565 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003689-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bdhkuj
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cirsium arvense",
 "CatalogNumber is MT00219405"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003690-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gwyyrd
title: Occurrence Download

description: A dataset containing 57843 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "TaxonKey is Eucalyptus"
 ]
}

 The dataset includes 57843 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003685-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yad3xq
title: Occurrence Download

description: A dataset containing 8105 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Spilogale"
 ]
}

 The dataset includes 8105 records from 174 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003691-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bbv4s4
title: Occurrence Download

description: A dataset containing 49929 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is KAZ.1_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 49929 records from 107 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003692-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.huutc7
title: Occurrence Download

description: A dataset containing 116 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "TaxonKey is Arenaria capillipes"
 ]
}

 The dataset includes 116 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003693-251120083545085/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.30687245
title: Jupyter Notebooks for numerical approximation of ordinary differential equations

description: <b>Jupyter Notebooks to illustrate basic aspects of numerical approximation to Ordinary Differential Equations</b>This archive contains some Python scripts based on NumPy and SciPy, notably. These scripts illustrate how differential equations can be solved using basic numerical methods.These scripts are encapsulated in Jupyter Notebooks.They illustrate :A) Basic methodological aspects (Euler, Runge-Kutta approximation, convergence order, etc).<i>Euler.ipynb ; </i><i>EulerImplicito.ipynb </i><i>; Newton.ipynb </i><i>; orderMethods.ipynb </i><i>; roundoff.ipynb </i><i>; Runge Kutta.ipynb </i><i>; Verlet.ipynb</i>B) Applications to well-known cases<i>dogjogger.ipynb ; </i><i>Lorentz.ipynb </i><i>; LotkaVolterra.ipynb ; </i><i>OscilladorHarmonico.ipynb </i><i>; vanderpol.ipynb</i>C) More advanced issues (time-parallel time-integration).<i>Parareal.ipynb</i><br>
DOI: 10.6084/m9.figshare.30687245.v1
title: Jupyter Notebooks for numerical approximation of ordinary differential equations

description: <b>Jupyter Notebooks to illustrate basic aspects of numerical approximation to Ordinary Differential Equations</b>This archive contains some Python scripts based on NumPy and SciPy, notably. These scripts illustrate how differential equations can be solved using basic numerical methods.These scripts are encapsulated in Jupyter Notebooks.They illustrate :A) Basic methodological aspects (Euler, Runge-Kutta approximation, convergence order, etc).<i>Euler.ipynb ; </i><i>EulerImplicito.ipynb </i><i>; Newton.ipynb </i><i>; orderMethods.ipynb </i><i>; roundoff.ipynb </i><i>; Runge Kutta.ipynb </i><i>; Verlet.ipynb</i>B) Applications to well-known cases<i>dogjogger.ipynb ; </i><i>Lorentz.ipynb </i><i>; LotkaVolterra.ipynb ; </i><i>OscilladorHarmonico.ipynb </i><i>; vanderpol.ipynb</i>C) More advanced issues (time-parallel time-integration).<i>Parareal.ipynb</i><br>
DOI: 10.15468/dl.hzq6hd
title: Occurrence Download

description: A dataset containing 6612 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "OccurrenceStatus is Present",
 "TaxonKey is Odocoileus virginianus"
 ]
}

 The dataset includes 6612 records from 153 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003694-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sw4zt9
title: Occurrence Download

description: A dataset containing 2012 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Costus pulverulentus",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2012 records from 94 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003695-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m999hg
title: Occurrence Download

description: A dataset containing 29738 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Crotalus atrox"
 ]
}

 The dataset includes 29738 records from 142 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003697-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q9btm4
title: Occurrence Download

description: A dataset containing 414 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Canada",
 "GadmGid is CAN.1_1",
 "OccurrenceStatus is Present",
 "TaxonKey is Lethe anthedon"
 ]
}

 The dataset includes 414 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003698-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jdyb37
title: Occurrence Download

description: A dataset containing 43 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Peru",
 "TaxonKey is Caretta caretta"
 ]
}

 The dataset includes 43 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003699-251120083545085/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.30687254
title: Flight Operational Parameters of Drone with Atomization as Components of Optimum Spray in Corn

description: This study used a 4 × 2 factorial design with four blocks, consisting of the following speeds: 16, 20, 24, and 28 km/h (factor 1) at flight heights of 4 and 5 m (factor 2) above the plant canopy. Water-sensitive paper was affixed to the upper third of the corn plants at the V8 stage.
DOI: 10.6084/m9.figshare.30687254.v1
title: Flight Operational Parameters of Drone with Atomization as Components of Optimum Spray in Corn

description: This study used a 4 × 2 factorial design with four blocks, consisting of the following speeds: 16, 20, 24, and 28 km/h (factor 1) at flight heights of 4 and 5 m (factor 2) above the plant canopy. Water-sensitive paper was affixed to the upper third of the corn plants at the V8 stage.
DOI: 10.34740/kaggle/dsv/13832775
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.4nh25u
title: Occurrence Download

description: A dataset containing 1652 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aphelandra aurantiaca",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1652 records from 93 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003701-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u9raw8
title: Occurrence Download

description: A dataset containing 478 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Romerolagus diazi"
 ]
}

 The dataset includes 478 records from 41 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003702-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.burang
title: Occurrence Download

description: A dataset containing 490 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Barleria micans",
 "HasCoordinate is true"
 ]
}

 The dataset includes 490 records from 51 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003703-251120083545085/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/13832802
title: News UAD
DOI: 10.5281/zenodo.17654141
title: ViSTA data

description: This dataset is part of the manuscript with the following title-

"ViSTA: Variant-integrated Sequence Transformer Architecture learns DNA mutational contexts for breast cancer subtyping"

The dataset contains the following folders- 

ft_ViSTA: finetuned ViSTA model

pt_ViSTA: pretrained ViSTA model

input_data: Input data (variant integrated sequences, TCGA-BRCA) to finetune the ViSTA model
DOI: 10.5281/zenodo.17654142
title: ViSTA data

description: This dataset is part of the manuscript with the following title-

"ViSTA: Variant-integrated Sequence Transformer Architecture learns DNA mutational contexts for breast cancer subtyping"

The dataset contains the following folders- 

ft_ViSTA: finetuned ViSTA model

pt_ViSTA: pretrained ViSTA model

input_data: Input data (variant integrated sequences, TCGA-BRCA) to finetune the ViSTA model
DOI: 10.15468/dl.mff3hd
title: Occurrence Download

description: A dataset containing 3605310 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Platanthera zijinensis, Trifolium fragiferum, Xylosma longifolia, Elaeocarpus petiolatus, Populus cathayana, Broussonetia papyrifera, Corchoropsis sinensis, Eucalyptus polyanthemos, Polygonum maritimum, Scutellaria minor, Boechera stricta, Cymodocea nodosa, Erythranthe guttata, Eucalyptus cladocalyx, Eucalyptus globulus, Forsythia viridissima, Fraxinus americana, Fraxinus angustifolia, Fraxinus baroniana, Fraxinus chinensis, Fraxinus excelsior, Fraxinus hubeiensis, Fraxinus mandshurica, Fraxinus ornus, Fraxinus pennsylvanica, Fraxinus sogdiana, Fraxinus velutina, Gypsophila vaccaria, Itoa orientalis, Ligustrum lucidum, Olea europaea, Staphylea pinnata, Syringa pinnatifolia, Syzygium malaccense, Verbascum nigrum, Populus adenopoda, Aechmea fasciata, Amphicarpaea edgeworthii, Betula pendula, Acacia crassicarpa, Neotrinia splendens, Alpinia oxyphylla, Amborella trichopoda, Arabis hirsuta, Chasmanthium latifolium, Indocalamus tessellatus, Juncus squarrosus, Lanxangia tsao-ko, Nephelium lappaceum, Oryza latifolia)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 3605310 records from 5524 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003700-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qjv8nv
title: Occurrence Download

description: A dataset containing 49 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Nymphaea atrans"
 ]
}

 The dataset includes 49 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030301-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3rdcnj
title: Occurrence Download

description: A dataset containing 144 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Myricaria prostrata"
 ]
}

 The dataset includes 144 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030303-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tqatxj
title: Occurrence Download

description: A dataset containing 433 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Yushania"
 ]
}

 The dataset includes 433 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030302-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x733h2
title: Occurrence Download

description: A dataset containing 2510 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((156.8665 40.37445,114.8157 53.16017,88.67603 32.98717,91.23317 10.25707,116.8046 -2.24459,144.08078 7.69993,156.8665 40.37445))",
 "TaxonKey is Celtis biondii"
 ]
}

 The dataset includes 2510 records from 70 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030304-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17605/osf.io/5b7qm
title: Heuristics and Biases of Employees Behaviour in Singapore
DOI: 10.15468/dl.uqntcx
title: Occurrence Download

description: A dataset containing 251 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((18.19205 -33.3694,18.29131 -33.37023,18.29131 -33.28326,18.19143 -33.28243,18.19205 -33.3694))",
 "IucnRedListCategory is one of (CR, EN, VU, NT, DD)",
 "OccurrenceStatus is Present",
 "TaxonKey is Animalia"
 ]
}

 The dataset includes 251 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030305-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rv8bhw
title: Occurrence Download

description: A dataset containing 96 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Myricaria rosea"
 ]
}

 The dataset includes 96 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030306-251025141854904/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/13715333
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.n6a9sw
title: Occurrence Download

description: A dataset containing 450 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((121.66133 15.07879,169.92094 51.06498,139.77358 47.49019,128.61325 32.2327,125.64093 20.92507,121.66133 15.07879))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Eupatorium japonicum"
 ]
}

 The dataset includes 450 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030307-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14697178
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