cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.kj10e4
title: Occurrence Download

description: A dataset containing 10106 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Spiraea salicifolia L."
 ]
}

 The dataset includes 10106 records from 223 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000055-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5mwmis
title: Occurrence Download

description: A dataset listing the 184 species recorded in GBIF matching the query:
{
 "DatasetKey" : [
 "is Mozambique Endemic and Near-Endemic Red Listed Plant Species"
 ]
}

 The dataset's 184 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022633-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2jd5ey
title: Occurrence Download

description: A dataset containing 24465 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aquila heliaca Savigny, 1809",
 "HasCoordinate is True",
 "Year is greater than or equal to 1900",
 "Year is less than or equal to 2021",
 "Month is greater than or equal to January",
 "Month is less than or equal to December",
 "HasGeospatialIssue is False"
 ]
}

 The dataset includes 24465 records from 53 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0347675-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.djpswn
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Heritiera globosa Kosterm.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 20 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011938-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.66btsp
title: Occurrence Download

description: A dataset containing 3361 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Alyssoides utriculata (L.) Medik.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 3361 records from 80 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071334-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tfzhca
title: Occurrence Download

description: A dataset containing 6650 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Melierax poliopterus Cabanis, 1868",
 "HasCoordinate is True",
 "Year is greater than or equal to 1900",
 "Year is less than or equal to 2021",
 "Month is greater than or equal to January",
 "Month is less than or equal to December",
 "HasGeospatialIssue is False"
 ]
}

 The dataset includes 6650 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0347672-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.olcivt
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Spruceanthus theobromae (Spruce) Gradst.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 4 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011942-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c23eb5
title: Occurrence Download

description: A dataset containing 10784 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Camelina sativa (L.) Crantz"
 ]
}

 The dataset includes 10784 records from 296 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0124753-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ypqkbg
title: Occurrence Download

description: A dataset containing 667 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Artemisia hololeuca M.Bieb. ex Besser",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 667 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0072455-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d5txr3
title: Occurrence Download

description: A dataset containing 16150 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Arrhenia Fr., 1849"
 ]
}

 The dataset includes 16150 records from 286 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022398-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.atvms2
title: Occurrence Download

description: A dataset containing 162329 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Callitriche truncata subsp. occidentalis (Rouy) Schotsman, Callitriche truncata subsp. truncata, Calluna vulgaris (L.) Hull, Calophaca wolgarica (L.f.) Pall. ex Fisch., Caltha palustris L., Calypso bulbosa (L.) Oakes, Calystegia ×lucana (Ten.) G.Don, Calystegia ×pulchra Brumm. & Heywood, Calystegia sepium (L.) R.Br., Calystegia sepium subsp. baltica Rothm.)",
 "BasisOfRecord is one of (Human Observation, Observation, Machine Observation)",
 "DatasetKey is one of (Pl@ntNet automatically identified occurrences, Pl@ntNet observations, iNaturalist Research-grade Observations, Observation.org, Nature data from around the World, naturgucker, Artportalen (Swedish Species Observation System), Norwegian Species Observation Service, Programme d'observation naturaliste participative avec l'application mobile INPN Espèces - Application INPN Espèces: Observations naturalistes, participatives et opportunistes, fondées sur des photographies, Species recordings from the Danish National portal Arter.dk, Lajitietokeskus/FinBIF - Notebook, general observations, Vascular plant records verified via iRecord, iRecord Surveys)",
 "Continent is Europe",
 "OccurrenceStatus is Present",
 "HasCoordinate is true",
 "CoordinateUncertaintyInMeters is less than or equal to 500",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2000"
 ]
}

 The dataset includes 162329 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068818-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vfrmab
title: Occurrence Download

description: A dataset containing 326086 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Estonian Nature Observations Database"
 ]
}

 The dataset includes 326086 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0133011-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cz3xkh
title: Occurrence Download

description: A dataset containing 737 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Fossil",
 "HasCoordinate is true",
 "TaxonKey is Theaceae",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 737 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022634-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ue3xcc
title: Occurrence Download

description: A dataset containing 303 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Indonesia",
 "TaxonKey is Mimosa pigra L."
 ]
}

 The dataset includes 303 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001326-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hxan95
title: Occurrence Download

description: A dataset containing 46 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Schinus sinuatus (Griseb.) Engl."
 ]
}

 The dataset includes 46 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0110985-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xvzach
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Bruguiera ×hainesii C.G.Rogers",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 16 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011937-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bnpe62
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Alyssum doerfleri Degen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 4 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071348-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3cpsgx
title: Occurrence Download

description: A dataset containing 309 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Colombia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Hypocnemis peruviana Taczanowski, 1884"
 ]
}

 The dataset includes 309 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0124739-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ps7tum
title: Occurrence Download

description: A dataset containing 559 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-134.05204 11.47918,-73.94796 11.47918,-73.94796 35.52082,-134.05204 35.52082,-134.05204 11.47918))",
 "HasCoordinate is true",
 "TaxonKey is Sciurus nayaritensis J.A.Allen, 1890",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 559 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003471-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gda7mn
title: Occurrence Download

description: A dataset containing 254 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Quedius fulgidus (Fabricius, 1792))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 254 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042597-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.28f32z
title: Occurrence Download

description: A dataset containing 2664 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Colombia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Syndactyla subalaris (P.L.Sclater, 1859)"
 ]
}

 The dataset includes 2664 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0124749-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.besm7a
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Australian National Fish Collection (ANFC)",
 "TaxonKey is Hemiscyllium ocellatum (Bonnaterre, 1788)"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071354-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ezonva
title: Occurrence Download

description: A dataset containing 1312 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "HasCoordinate is true",
 "TaxonKey is Drimys granadensis L.fil.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1312 records from 60 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010985-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25574/43951
title: Chandra X-ray Observatory ObsId 43951
DOI: 10.15468/dl.83hatf
title: Occurrence Download

description: A dataset containing 1109 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is African cassava mosaic virus"
 ]
}

 The dataset includes 1109 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008908-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cqxzms
title: Occurrence Download

description: A dataset containing 773 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-3.73675 40.49374,-3.71919 40.5024,-3.6907 40.51829,-3.69212 40.52803,-3.70114 40.54174,-3.71112 40.53489,-3.72251 40.52875,-3.73865 40.51576,-3.7434 40.50782,-3.7358 40.50096,-3.73675 40.49374))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 773 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008910-250227182400228/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.28559357
title: Supporting Information. Data, Hip Positions, Load, EMG

description: Datasets
DOI: 10.6084/m9.figshare.28559357.v1
title: Supporting Information. Data, Hip Positions, Load, EMG

description: Datasets
DOI: 10.15468/dl.he2czd
title: Occurrence Download

description: A dataset containing 26736 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Sphagneticola trilobata (L.) Pruski)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 26736 records from 307 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008909-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8y57jq
title: Occurrence Download

description: A dataset containing 1145 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Alebra wahlbergi (Boheman, 1845)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1145 records from 53 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009007-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.njzzda
title: Occurrence Download

description: A dataset containing 27130 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Spiraea japonica L.fil.)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 27130 records from 376 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008911-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mrda8q
title: Occurrence Download

description: A dataset containing 2981 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-3.73675 40.49374,-3.71919 40.5024,-3.6907 40.51829,-3.69212 40.52803,-3.70114 40.54174,-3.71112 40.53489,-3.72251 40.52875,-3.73865 40.51576,-3.7434 40.50782,-3.7358 40.50096,-3.73675 40.49374))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Aves"
 ]
}

 The dataset includes 2981 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009008-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7xwxgj
title: Occurrence Download

description: A dataset containing 390 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "Issue is Geodetic datum assumed WGS84",
 "TaxonKey is Forpus cyanopygius (Souance, 1856)"
 ]
}

 The dataset includes 390 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009009-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f9595r
title: Occurrence Download

description: A dataset containing 507 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "PublishingCountry is Canada",
 "Country is Canada"
 ]
 },
 "TaxonKey is one of (Rumex acetosa L.)"
 ]
}

 The dataset includes 507 records from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008913-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hzautf
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-3.73675 40.49374,-3.71919 40.5024,-3.6907 40.51829,-3.69212 40.52803,-3.70114 40.54174,-3.71112 40.53489,-3.72251 40.52875,-3.73865 40.51576,-3.7434 40.50782,-3.7358 40.50096,-3.73675 40.49374))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Mammalia"
 ]
}

 The dataset includes 12 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008914-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.10782572
title: Parkinson's Disease Tremor Dataset - ALAMEDA

description: The ALAMEDA_PD_tremor_dataset.csv contains 92 features extracted from raw accelerometer data after pre-processing, 4 tremor-related labels and some other metadata. In total, it includes 99 columns:





The first two columns correspond to the start_timestamp and the end_timestamp of the time window from which the respective features have been extracted.




The third column corresponds to the subject_id, which is used to uniquely identify PD patients enrolled in the current study.




The next 92 columns correspond to features extracted from raw triaxial accelerometer data collected with the GENEActiv smart bracelets throughout 30-min MDS-UPDRS assessment during in-clinic visits, after applying some preprocessing steps. First, the accelerometer signals were band-pass filtered [2.5 Hz, 12.5 Hz] to enable tremor detection. Then, the magnitude and the first principal component of the filtered signals were computed to attenuate the dependency on sensor placement and orientation. Finally, the transformed signals were segmented into time windows of 2048 samples (or 20.48 sec) with 50% overlap. Then, 92 features were extracted in both time and frequency domains. Spectral features were extracted after applying Fast Fourier Transform. The full list of the extracted features is demonstrated in the table below. These features can feed Machine Learning models to predict the presence/absence of PD tremor.




The final 4 columns correspond to tremor-related labels (Constancy_of_rest, Kinetic_tremor, Postural_tremor and Rest_tremor). They derive from the respective MDS-UPDRS III annotations, after transforming them to make them suitable for binary classification. More specifically, zero scores remained 0 to indicate the absence of tremor while positive scores were transformed to 1 to indicate the presence of tremor. Each of these columns can be used as a target to be predicted with the help of Machine Learning models.
DOI: 10.5281/zenodo.10782573
title: Parkinson's Disease Tremor Dataset - ALAMEDA

description: The ALAMEDA_PD_tremor_dataset.csv contains 92 features extracted from raw accelerometer data after pre-processing, 4 tremor-related labels and some other metadata. In total, it includes 99 columns:





The first two columns correspond to the start_timestamp and the end_timestamp of the time window from which the respective features have been extracted.




The third column corresponds to the subject_id, which is used to uniquely identify PD patients enrolled in the current study.




The next 92 columns correspond to features extracted from raw triaxial accelerometer data collected with the GENEActiv smart bracelets throughout 30-min MDS-UPDRS assessment during in-clinic visits, after applying some preprocessing steps. First, the accelerometer signals were band-pass filtered [2.5 Hz, 12.5 Hz] to enable tremor detection. Then, the magnitude and the first principal component of the filtered signals were computed to attenuate the dependency on sensor placement and orientation. Finally, the transformed signals were segmented into time windows of 2048 samples (or 20.48 sec) with 50% overlap. Then, 92 features were extracted in both time and frequency domains. Spectral features were extracted after applying Fast Fourier Transform. The full list of the extracted features is demonstrated in the table below. These features can feed Machine Learning models to predict the presence/absence of PD tremor.




The final 4 columns correspond to tremor-related labels (Constancy_of_rest, Kinetic_tremor, Postural_tremor and Rest_tremor). They derive from the respective MDS-UPDRS III annotations, after transforming them to make them suitable for binary classification. More specifically, zero scores remained 0 to indicate the absence of tremor while positive scores were transformed to 1 to indicate the presence of tremor. Each of these columns can be used as a target to be predicted with the help of Machine Learning models.