cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.16541185
title: Kinematic and Kinetic Data of Treadmill, Overground and Outdoor Running

description: This open-source dataset provides running kinetic and kinematic data of 15 participants collected on a treadmill, in-lab overground, and outdoors. Kinetic measurements are 3D ground reaction forces from forceplates, kinematic are IMU measurements from the pelvis, thigh, shank, and foot.

This data accompanies a scientific publication:



Estimating braking and propulsion forces during overground running in and out of the lab  Baker LM, Weigend FC, Swaminathan K, Kim D, Chin A, et al. (2025) Estimating braking and propulsion forces during overground running in and out of the lab. PLOS ONE 20(9): e0330042. https://doi.org/10.1371/journal.pone.0330042


An excerpt of the paper's abstract outlines the motivation for this dataset: Accurately estimating kinetic metrics, such as braking and propulsion forces, in real-world running environments enhances our understanding of performance, fatigue, and injury. Wearable inertial measurement units (IMUs) offer a potential solution to estimate kinetic metrics outside the lab when combined with machine learning. However, current IMU-based kinetic estimation models are trained and evaluated within a single environment, often on lab treadmills. The transferability of these treadmill-trained models during overground running in and out of the lab is underexplored, and the individualization and validation of such models remain a challenge. Toward bridging this gap, we trained a generalized model on treadmill data of 15 recreational runners and evaluated braking and propulsion force estimates during overground running in and out of the lab. We explored fine-tuning with individual data from lab-based overground running to quantify model performance improvements with individualization.

Data structure

Settings

On the highest level, the dataset is partitioned into four distinct settings:



TM_FP Treadmill running with force plates

OG_FP Overground running on force plates

OG Overground running without force plates

OUT Outdoor overground running


Modalities

Data from all settings provides



delta_time(s) between observations

speed (ms/s), estimation differed by setting, as detailed in the paper's methodology,

IMU measurements for each segment (pelvis pel, thigh thg, shank shk, foot fot)



Tri-axial acceleration acc_x, _y,_z

Tri-axial angular velocities gyr_x, _y,_z



Thigh, shank, and foot also have an IMU estimate of the sagittal angle (deg) available sag_ang.


Data with forceplates available (TM_FP and OG_FP) also provides 3D ground reaction forces



Anterior-posterior ap_grf, medial lateral ml_grf, vertical v_grf


Organization

As detailed by the methods of the paper, data was collected under various speed and cadence conditions. For clear distinctions between participants and conditions, the data is organized as follows:

TM_FP|--Participant_#   |--Speed_#      |--Cadence_#         |--Stride_#OG_FP|--Participant_#   |--Session_#_Stride_#OG|--Participant_#   |--Session_#_Straightaway_#OUT|--Participant_#   |-Session_#_Straightaway_#
DOI: 10.15468/dl.lufewy
title: Occurrence Download

description: A dataset containing 198 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tillandsia landbeckii Phil."
 ]
}

 The dataset includes 198 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003348-150912100344238/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2kgce6
title: Occurrence Download

description: A dataset containing 1028 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Smilax campestris Griseb."
 ]
}

 The dataset includes 1028 records from 102 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0163588-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h4qaeg
title: Occurrence Download

description: A dataset containing 31 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Ornithology Collection Non Passeriformes - Royal Ontario Museum",
 "Country is Tanzania, United Republic of"
 ]
}

 The dataset includes 31 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0108989-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jeun6d
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Rana chensinensis, Rana chensinensis, 215438160, 158200118, Rana chensinensis David, 1875, Rana chensinensis Dubois, 1987, Rana chensinensis David, 1875, Rana chensinensis David, 1875, Rana chensinensis David, 1875, Rana chensinensis David, 1875, Rana chensinensis x Rana kukunoris, Rana chensinensis Hillis & Wilcox, 2005, Rana chensinensis x Rana kukunoris, Rana chensinensis subsp. kangdingensis Wei & Chen, 1990, Rana chensinensis subsp. lanzhouensis Wei & Chen, 1991, Rana chensinensis subsp. hongyuanensis Hu, Jiang & Zhao, 1985, 158200265, Rana cf. chensinensis QYCRCCH_C, Rana cf. chensinensis QYCRCCH_C, 193576668, Rana kukunoris Nikolskii, 1918, Rana temporaria subsp. chensinensis Boring, 1938)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Geometry POLYGON((118 27,123 27,123 31.25,118 31.25,118 27))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
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}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034320-231002084531237/datasets/export for details.
DOI: 10.15468/dl.lf84vn
title: Occurrence Download

description: A dataset containing 7214 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Plecoglossus altivelis altivelis"
 ]
}

 The dataset includes 7214 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003348-150922153815467/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pvtkoa
title: Occurrence Download

description: A dataset containing 14387 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Egretta caerulea (Linnaeus, 1758)",
 "Country is Mexico"
 ]
}

 The dataset includes 14387 records from 68 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003348-170627171947987/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dd6yzf
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Antlions of southern Africa: Syngenes Kolbe, 1897, with descriptions of two new species and comments on extra-limital taxa (Neuroptera: Myrmeleontidae: Acanthaclisini)",
 "Country is Tanzania, United Republic of"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0110933-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k9fv3h
title: Occurrence Download

description: A dataset containing 614942 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((2.479608666666667 48.58410666666667, 2.479608666666667 65.67073733333334, -31.565747 65.67073733333334, -31.565747 48.58410666666667, 2.479608666666667 48.58410666666667))",
 "EventDate is 2021-03-01,2021-03-31"
 ]
}

 The dataset includes 614942 records from 244 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029012-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nrg5px
title: Occurrence Download

description: A dataset containing 88 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eleocharis reverchonii Svenson"
 ]
}

 The dataset includes 88 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0195044-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.564la7
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aster riparius Kunth"
 ]
}

 The dataset includes 10 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003348-170714134226665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5pghze
title: Occurrence Download

description: A dataset containing 4549 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cichla Bloch & Schneider, 1801"
 ]
}

 The dataset includes 4549 records from 112 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029023-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dxibde
title: Occurrence Download

description: A dataset containing 50 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Living Specimen",
 "BasisOfRecord is Specimen",
 "BasisOfRecord is Literature Occurrence",
 "BasisOfRecord is Material sample",
 "BasisOfRecord is Human Observation"
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 },
 "Country is Mexico",
 "HasCoordinate is true",
 "TaxonKey is Crataegus baroussana Eggl.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 50 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018316-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gtetod
title: Occurrence Download

description: A dataset containing 18183 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Ramphocelus passerinii Bonaparte, 1831",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 18183 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003348-170826194755519/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3k2dmv
title: Occurrence Download

description: A dataset containing 247 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Flora vascular y no vascular: expedición Cuenca Media del río Chicamocha - Proyecto Boyacá BIO UPTC"
 ]
}

 The dataset includes 247 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043337-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.endxg9
title: Occurrence Download

description: A dataset containing 88 species occurrences available in GBIF matching the query:
{
 "and" : [
 "PublishingOrg is 0f0c387a-64ec-4eaa-b590-e09b0f11c94f",
 "TaxonKey is Pinguicula L."
 ]
}

 The dataset includes 88 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049743-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pvdwxh
title: Occurrence Download

description: A dataset containing 508 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Quercus conzattii Trel."
 ]
}

 The dataset includes 508 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055864-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.twf9vu
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "CatalogNumber" : [
 "is Bird.27847588"
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}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003595-181003121212138/datasets/export for details.
DOI: 10.6084/m9.figshare.25648053
title: Supplementary material: <b>Taphonomy of aquatic insects from the Crato Formation Lagerstätte (Aptian, Lower Cretaceous) under an actualistic look</b>

description: Supplementary Tables from the manuscript <i>Taphonomy of aquatic insects from the Crato Formation Lagerstätte (Aptian, Lower Cretaceous) under an actualistic look.</i>
DOI: 10.6084/m9.figshare.25648053.v1
title: Supplementary material: <b>Taphonomy of aquatic insects from the Crato Formation Lagerstätte (Aptian, Lower Cretaceous) under an actualistic look</b>

description: Supplementary Tables from the manuscript <i>Taphonomy of aquatic insects from the Crato Formation Lagerstätte (Aptian, Lower Cretaceous) under an actualistic look.</i>
DOI: 10.15468/dl.5x1r0j
title: Occurrence Download

description: A dataset containing 127 species occurrences available in GBIF matching the query:
{
 "and" : [
 "ScientificName is Amentotaxus formosana H.L.Li",
 "DecimalLatitude is greater than or equal to -90",
 "DecimalLongitude is greater than or equal to -180"
 ]
}

 The dataset includes 127 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026574-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jrzvku
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Parodia rechensis (Buining) F.H.Brandt"
 ]
}

 The dataset includes 5 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003348-171113114016250/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uftf73
title: Occurrence Download

description: A dataset containing 6571 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Pantherophis guttatus (Linnaeus, 1766)"
 ]
}

 The dataset includes 6571 records from 85 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043367-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b7mgva
title: Occurrence Download

description: A dataset containing 95 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((-83.1140441999999950 42.3578481999999994, -83.1140441999999950 42.3611668400000028, -83.1140441999999950 42.3640526200000025, -83.1140441999999950 42.3666498199999992, -83.1140441999999950 42.3683812900000021, -83.1140441999999950 42.3705456200000015, -83.1140441999999950 42.3734314000000012, -83.1105790299999967 42.3734314000000012, -83.1068250999999947 42.3734314000000012, -83.1026380200000006 42.3734314000000012, -83.0996059999999943 42.3734314000000012, -83.0996059999999943 42.3699684700000034, -83.0996059999999943 42.3670826899999966, -83.0996059999999943 42.3653512200000009, -83.0996059999999943 42.3631868900000015, -83.0996059999999943 42.3603011100000018, -83.0996059999999943 42.3578481999999994, -83.1023492599999969 42.3578481999999994, -83.1055256599999979 42.3578481999999994, -83.1091352100000051 42.3578481999999994, -83.1118784699999935 42.3578481999999994, -83.1140441999999950 42.3578481999999994))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1932",
 "BasisOfRecord is one of (Human Observation, Living Specimen, Observation, Specimen, Machine Observation)"
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}

 The dataset includes 95 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0150664-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mvgnx7
title: Occurrence Download

description: A dataset containing 1346 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gomphrena globosa L."
 ]
}

 The dataset includes 1346 records from 187 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003348-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.afuoka
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "ScientificName is Amentotaxus poilanei (De Ferré & Rouane) D.K.Ferguson",
 "DecimalLatitude is greater than or equal to -90",
 "DecimalLongitude is greater than or equal to -180"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026577-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e67b8w
title: Occurrence Download

description: A dataset containing 4773 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Urophora cardui (Linnaeus, 1758)"
 ]
}

 The dataset includes 4773 records from 104 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0163595-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ps12j4
title: Occurrence Download

description: A dataset containing 732 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cedrela fissilis Vell."
 ]
}

 The dataset includes 732 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003349-150410134957023/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kqgh2b
title: Occurrence Download

description: A dataset containing 58 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Drymarchon couperi (Holbrook, 1842)",
 "HasCoordinate is True",
 "Country is United States of America",
 "Year is greater than or equal to 1960",
 "Year is less than or equal to 2020",
 "Month is greater than or equal to January",
 "Month is less than or equal to December",
 "HasGeospatialIssue is False",
 "DecimalLatitude is greater than or equal to 24.5",
 "DecimalLatitude is less than or equal to 49.5",
 "DecimalLongitude is greater than or equal to -125.0",
 "DecimalLongitude is less than or equal to -66.5"
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}

 The dataset includes 58 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0108988-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uhmweh
title: Occurrence Download

description: A dataset containing 3832 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cedrela fissilis Vell."
 ]
}

 The dataset includes 3832 records from 216 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0163598-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.68uuyq
title: Occurrence Download

description: A dataset containing 181 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tijuca atra Ferussac, 1829"
 ]
}

 The dataset includes 181 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003349-150811131857512/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.52y3vc
title: Occurrence Download

description: A dataset containing 3133 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is one of (iNaturalist Research-grade Observations, Apoyo a las colecciones biológicas de la Facultad de Ciencias de la UNAM: Fase 1 (MZFC_DI), Entomology Collection at the Natural History Museum of Utah, Diversidad de grupos selectos de flora (Magnoliopsida: Malvales, Sapindales, Fabales, Laurales, Solanales y Caryophyllales) y fauna (Lepidoptera, Diptera, Odonata, Amphibia, Reptilia, Aves y Mammalia) del APFF Boquerón de Tonalá, Oaxaca, México, Diversidad de grupos selectos de vertebrados (Reptilia, Amphibia) e insectos (Lepidoptera: Papilionoidea y Hesperioidea; Odonata; Diptera: Bombyliidae) en el Valle de Cuatrociénegas y Sierra de la Madera, Coahuila, México, University of British Columbia - Spencer Entomological Collection (UBCZ), New Mexico State Collection of Arthropods, Lyman Entomological Museum (LEMQ))",
 "TaxonKey is Poecilanthrax Osten Sacken, 1886"
 ]
}

 The dataset includes 3133 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0163602-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.imavjy
title: Occurrence Download

description: A dataset containing 55 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "Geometry POLYGON((-34.80469 16.66987,24.25781 -45.06422,69.25781 -9.06739,58.71094 9.83031,50.27344 17.34224,43.94531 30.78148,29.17969 39.93669,12.30469 41.53489,-6.67969 41.53489,-23.55469 37.18832,-34.80469 16.66987))",
 "HasCoordinate is true",
 "TaxonKey is Pennisetum glaucum (L.) R.Br.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 55 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036695-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2dlsww
title: Occurrence Download

description: A dataset containing 924 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ethiopia",
 "BasisOfRecord is Specimen",
 "EventDate is greater than or equal to 2009-01-01"
 ]
}

 The dataset includes 924 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003349-150912100344238/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tsbxzg
title: Occurrence Download

description: A dataset containing 256 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "StateProvince is one of (Chiapas (State), CHiapas, ChiapAs)",
 "TaxonKey is Gliricidia sepium (Jacq.) Kunth ex Walp."
 ]
}

 The dataset includes 256 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0163610-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.