cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.26341606
title: Features for machine learning Models

description: This file contains features extracted from both right and left legs of patients before surgery, as well as from the right and left legs of healthy participants. In addition to the kinematic features, categorical features such as Age, BMI, and Sex are included. These features serve as inputs for MLP and SVM models used for the classification of healthy-patient status, affected-unaffected legs, and different severity grades.<br>F1: Hip maximum extensionF2: Hip range of motionF3: Knee maximum flexionF4: Knee range of motionF5: Area of gait path (knee-hip angle profile)F6: Hip maximum angular velocityF7: Hip minimum angular velocityF8 Knee maximum angular velocityF9: Knee minimum angular velocityF10: Area of path speed (knee-hip angular velocity profile)F11: Area of hip limit cycle (hip velocity-angle profile)F12: Area of knee limit cycle (knee velocity-angle profile) during swingF13: Area of knee limit cycle during stanceF14: Area under gait speed (Frobenius norm of hip-knee velocity as a function of gait cycle) during mid-swing
DOI: 10.15468/dl.8zeqmv
title: Occurrence Download

description: A dataset containing 1467 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Knautia macedonica"
 ]
}

 The dataset includes 1467 records from 72 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027965-250711103210423/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.26341606.v1
title: Features for machine learning Models

description: This file contains features extracted from both right and left legs of patients before surgery, as well as from the right and left legs of healthy participants. In addition to the kinematic features, categorical features such as Age, BMI, and Sex are included. These features serve as inputs for MLP and SVM models used for the classification of healthy-patient status, affected-unaffected legs, and different severity grades.<br>F1: Hip maximum extensionF2: Hip range of motionF3: Knee maximum flexionF4: Knee range of motionF5: Area of gait path (knee-hip angle profile)F6: Hip maximum angular velocityF7: Hip minimum angular velocityF8 Knee maximum angular velocityF9: Knee minimum angular velocityF10: Area of path speed (knee-hip angular velocity profile)F11: Area of hip limit cycle (hip velocity-angle profile)F12: Area of knee limit cycle (knee velocity-angle profile) during swingF13: Area of knee limit cycle during stanceF14: Area under gait speed (Frobenius norm of hip-knee velocity as a function of gait cycle) during mid-swing
DOI: 10.6084/m9.figshare.26341582
title: RNN Data

description: The zip file contains every trials of participants to be used in the RNN models for healthy-patient, affected-unaffected leg, and severity grades classifications.
DOI: 10.6084/m9.figshare.26341582.v1
title: RNN Data

description: The zip file contains every trials of participants to be used in the RNN models for healthy-patient, affected-unaffected leg, and severity grades classifications.
DOI: 10.6084/m9.figshare.26339779
title: Characteristics of Volunteers

description: Description of participants including sex, age, BMI, Kellgren Lawrence(KL) Grade, affected leg,... .
DOI: 10.6084/m9.figshare.26339779.v1
title: Characteristics of Volunteers

description: Description of participants including sex, age, BMI, Kellgren Lawrence(KL) Grade, affected leg,... .
DOI: 10.6084/m9.figshare.26339767
title: Patients C3D Data

description: The link redirects to the C3D data of patients from the original published dataset.
DOI: 10.6084/m9.figshare.26339767.v1
title: Patients C3D Data

description: The link redirects to the C3D data of patients from the original published dataset.
DOI: 10.6084/m9.figshare.26336998
title: Cleaned Dataset and Trials with Complete Ankle, Knee, Hip Data

description: Dataset OverviewThe dataset contains cleaned data for each participant's trial, organized as a MATLAB structure array. Additionally, the names of trials and participants with complete and cleaned data in each group (healthy, grade 2, grade 3, and grade 4) are provided as MATLAB cell arrays.Data ProcessingNo data was removed from the structure array. Instead, abnormal, incomplete, or outlier data were labelled. Using these labels, the names of trials and participants with complete and cleaned data were extracted and used for analysis.Structure Array DetailsEach participant's trial is stored as a separate structure with six fields:<b>Ankle</b>: Contains the angle trajectory of the ankle joint for both the left and right legs.<b>Knee</b>: Contains the angle and velocity trajectory of the knee joint for both the left and right legs.<b>Hip</b>: Contains the angle and velocity trajectory of the hip joint for both the left and right legs.<b>Hip_stride</b>: Contains hip stride time for both the left and right legs.<b>Knee_stride</b>: Contains knee stride time for both the left and right legs.<b>GRF_stride_time</b>: Contains the ground reaction force (GRF) stride time for both the left and right legs.Participant InformationThe structure array includes a table with the following participant information, read from the dataset metadata:M6 availabilityDisturbancesOA sideSexAgeBody massHeightBMIKellgren-Lawrence (KL) GradeTrial InformationThe info table also contains information about the state of trajectories used in the analysis. The states are coded as follows:'0' = Correct trajectory'1' = NaN or empty data'2' = Abnormal trajectory'3' = Outlier (beyond 2.5 standard deviations)If any of these states is non-zero, that trial is labelled and excluded from the analysis.The specific checks included are:Check_Knee_LeftCheck_Knee_RightCheck_Hip_LeftCheck_Hip_RightCheck_Ankle_LeftCheck_Ankle_RightCheck_StrideTimeCheck_HipStrideTime_LeftCheck_HipStrideTime_RightCheck_KneeStrideTime_LeftCheck_KneeStrideTime_Right<br>
DOI: 10.6084/m9.figshare.26336998.v1
title: Cleaned Dataset and Trials with Complete Ankle, Knee, Hip Data

description: Dataset OverviewThe dataset contains cleaned data for each participant's trial, organized as a MATLAB structure array. Additionally, the names of trials and participants with complete and cleaned data in each group (healthy, grade 2, grade 3, and grade 4) are provided as MATLAB cell arrays.Data ProcessingNo data was removed from the structure array. Instead, abnormal, incomplete, or outlier data were labelled. Using these labels, the names of trials and participants with complete and cleaned data were extracted and used for analysis.Structure Array DetailsEach participant's trial is stored as a separate structure with six fields:<b>Ankle</b>: Contains the angle trajectory of the ankle joint for both the left and right legs.<b>Knee</b>: Contains the angle and velocity trajectory of the knee joint for both the left and right legs.<b>Hip</b>: Contains the angle and velocity trajectory of the hip joint for both the left and right legs.<b>Hip_stride</b>: Contains hip stride time for both the left and right legs.<b>Knee_stride</b>: Contains knee stride time for both the left and right legs.<b>GRF_stride_time</b>: Contains the ground reaction force (GRF) stride time for both the left and right legs.Participant InformationThe structure array includes a table with the following participant information, read from the dataset metadata:M6 availabilityDisturbancesOA sideSexAgeBody massHeightBMIKellgren-Lawrence (KL) GradeTrial InformationThe info table also contains information about the state of trajectories used in the analysis. The states are coded as follows:'0' = Correct trajectory'1' = NaN or empty data'2' = Abnormal trajectory'3' = Outlier (beyond 2.5 standard deviations)If any of these states is non-zero, that trial is labelled and excluded from the analysis.The specific checks included are:Check_Knee_LeftCheck_Knee_RightCheck_Hip_LeftCheck_Hip_RightCheck_Ankle_LeftCheck_Ankle_RightCheck_StrideTimeCheck_HipStrideTime_LeftCheck_HipStrideTime_RightCheck_KneeStrideTime_LeftCheck_KneeStrideTime_Right<br>
DOI: 10.15468/dl.vxeukr
title: Occurrence Download

description: A dataset containing 38 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is BOLD:AAB6988"
 ]
}

 The dataset includes 38 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027967-250711103210423/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.28319165
title: Hyperspectral dataset of historical documents and mock-ups from 400 to 1700 nm (HYPERDOC)

description: HYPERDOC is a hyperspectral imaging dataset of historical documents and mock-ups, designed to facilitate research in material identification in the cultural heritage domain. It contains mock-ups of historical inks (metallo-gallate, sepia, carbon-based, and mixtures) on various supports, including some artificially aged, and historical documents from the 15th to 17th centuries (manuscripts, illuminated manuscripts, and family trees). Hyperspectral reflectance images were acquired using line-scan cameras in the VNIR (400-1000 nm) and SWIR (900-1700 nm) ranges and were spatially registered. Small regions of interest, referred to as 'minicubes', were extracted from the full document images, and pixel-level ground truth material annotations were performed. False-color RGB images and metadata were included in both the full document and minicube captures. The HYPERDOC dataset has been successfully applied in various experimental studies, including ink classification using machine learning models, spectral unmixing, colorimetric analysis, and binarization. These applications highlight the dataset's potential, which is publicly available to promote interdisciplinary collaboration and advance the use of hyperspectral imaging in the conservation field.
DOI: 10.6084/m9.figshare.28319165.v1
title: Hyperspectral dataset of historical documents and mock-ups from 400 to 1700 nm (HYPERDOC)

description: HYPERDOC is a hyperspectral imaging dataset of historical documents and mock-ups, designed to facilitate research in material identification in the cultural heritage domain. It contains mock-ups of historical inks (metallo-gallate, sepia, carbon-based, and mixtures) on various supports, including some artificially aged, and historical documents from the 15th to 17th centuries (manuscripts, illuminated manuscripts, and family trees). Hyperspectral reflectance images were acquired using line-scan cameras in the VNIR (400-1000 nm) and SWIR (900-1700 nm) ranges and were spatially registered. Small regions of interest, referred to as 'minicubes', were extracted from the full document images, and pixel-level ground truth material annotations were performed. False-color RGB images and metadata were included in both the full document and minicube captures. The HYPERDOC dataset has been successfully applied in various experimental studies, including ink classification using machine learning models, spectral unmixing, colorimetric analysis, and binarization. These applications highlight the dataset's potential, which is publicly available to promote interdisciplinary collaboration and advance the use of hyperspectral imaging in the conservation field.
DOI: 10.15468/dl.e7trkk
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Panicum miliaceum",
 "Country is Lithuania",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027966-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16019052
title: ARE-Konsultationsinzidenz

description: Zur Einschätzung der Krankheitslast akuter Atemwegsinfektionen im ambulanten Bereich wird die Inzidenz der Arztbesuche wegen einer akuten respiratorischen Erkrankung pro 100.000 Einwohner mit Daten aus einem Netzwerk primärversorgender Praxen in Deutschland wöchentlich berechnet (ARE-Konsultationsinzidenz). Zeitnahe und valide Daten über die Häufigkeit von akuten Atemwegserkrankungen, die zu einem Arztbesuch führen, sind essenziell für die Einschätzung der epidemiologischen Lage und die Entwicklung und Anpassung von Präventionsstrategien.
DOI: 10.6084/m9.figshare.26336785
title: Ankle, Knee, Hip, and GRF Raw Data

description: This .zip file contains the ankle, knee and hip joint angles in sagittal plane and ground reaction force (GRF) data of patients before and 6-7 months after total hip arthroplasty (THA) surgery and healthy participants. The provided files are a subset of the main dataset which located in: HOA-M0-M6_HEA DataSet
DOI: 10.6084/m9.figshare.26336785.v1
title: Ankle, Knee, Hip, and GRF Raw Data

description: This .zip file contains the ankle, knee and hip joint angles in sagittal plane and ground reaction force (GRF) data of patients before and 6-7 months after total hip arthroplasty (THA) surgery and healthy participants. The provided files are a subset of the main dataset which located in: HOA-M0-M6_HEA DataSet
DOI: 10.15468/dl.pdamef
title: Occurrence Download

description: A dataset containing 646 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Veronica anagallis-aquatica",
 "Country is Japan",
 "HasCoordinate is true"
 ]
}

 The dataset includes 646 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027969-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nehssg
title: Occurrence Download

description: A dataset containing 346 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Veronica anagallis-aquatica",
 "Country is Argentina",
 "HasCoordinate is true"
 ]
}

 The dataset includes 346 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027968-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17877/tudodata-2025-m6tdkfde
title: Supplementary Material of "Early and Late Buzzards: Comparing Different Approaches for Quantile-based Multiple Testing in Heavy-Tailed Wildlife Research Data"

description: This is the Supplementary Material of the paper Baumeister, M., Munko, M., Gladow, K.-P., Ditzhaus, M., Chakarov, N., & Pauly, M. (2025). Early and Late Buzzards: Comparing Different Approaches for Quantile-Based Multiple Testing in Heavy-Tailed Wildlife Research Data. Biometrical Journal, 67(4), e70065. https://doi.org/10.1002/bimj.70065
The R code for all simulation results and the data example, the analysed data and further supplementary material can be found here.
For running the R files, the working directory need to be set to the path of this unpacked folder.
description: The paper is published now. Added the meta data for the publication.
DOI: 10.15468/dl.pbn686
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Ganoderma sinense"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027970-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q6wwj3
title: Occurrence Download

description: A dataset containing 1683 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Koenigia campanulata"
 ]
}

 The dataset includes 1683 records from 88 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027972-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mh2tt7
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Panicum miliaceum",
 "Country is Morocco",
 "HasCoordinate is true"
 ]
}

 The dataset includes 5 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027974-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xxr5zs
title: Occurrence Download

description: A dataset containing 2717 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Panicum miliaceum",
 "Country is Netherlands",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2717 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027975-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6efyw3
title: Occurrence Download

description: A dataset containing 4691 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Poecilia caucana"
 ]
}

 The dataset includes 4691 records from 126 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027973-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mufwyn
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Amentotaxus yunnanensis H.L.Li"
 ]
}

 The dataset includes 14 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003312-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mb7pnj
title: Occurrence Download

description: A dataset containing 66 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Rhus typhina L."
 ]
}

 The dataset includes 66 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003310-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jt9gxp
title: Occurrence Download

description: A dataset listing the 4103 species recorded in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-73.32739 5.92435,-73.00101 5.92435,-73.00101 6.11482,-73.32739 6.11482,-73.32739 5.92435))",
 "OccurrenceStatus is Present"
 ]
}

 The dataset's 4103 records were derived from 123 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007493-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ws95ea
title: Occurrence Download

description: A dataset containing 3472 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Dasyphyllum Kunth"
 ]
}

 The dataset includes 3472 records from 166 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0086326-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fuca2n
title: Occurrence Download

description: A dataset containing 152 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aristolochia cordiflora Mutis ex Kunth"
 ]
}

 The dataset includes 152 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049904-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zb6p39
title: Occurrence Download

description: A dataset containing 28 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lepanthopsis obliquipetala (Ames & C.Schweinf.) Luer"
 ]
}

 The dataset includes 28 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007490-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q9hdep
title: Occurrence Download

description: A dataset containing 503 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Setaria plicata (Lam.) T.Cooke, Setaria plicata, Setaria plicata, Setaria plicata T.Cooke, 186648533, Setaria plicata (Lam.) T.Cooke, Setaria plicata (Lam.) T.Cooke, Setaria plicata (Lam.) T.Cooke, Setaria plicata (Lam.) T.Cooke, Setaria plicata (Lam.) T.Cooke, Setaria plicata (Lam.) T.Cooke, Setaria plicata (Lam.) T.Cooke, Setaria plicata (Lam.) T.Cooke, Atherigona atripalpis Malloch, 1925, Trichromothrips albus (Bhatti 1978) Bhatti, Trichromothrips albus (Bhatti, 1978), Paspalum nepalense Spreng., Panicum paucisetum Steud., Panicum paucisetum Steud., Panicum plicatum Lam., Panicum plicatum Lam., Panicum paucisetum Steud., Setaria excurrens (Trin.) Miq., Chamaeraphis plicata (Lam.) Kuntze, Chamaeraphis excurrens (Trin.) Kuntze, Panicum asperatum Kunth, Chamaeraphis plicata (Lam.) Kuntze, Panicum paucisetum Steud., Paspalum nepalense Spreng. ex Steud., Setaria excurrens (Trin.) Miq., Paspalum nepalense Spreng. ex Steud., Chamaeraphis plicata (Lam.) Kuntze, Chamaeraphis excurrens (Trin.) Kuntze, Setaria excurrens (Trin.) Miq., Panicum asperatum Kunth, Paspalum nepalense Spreng. ex Steud., Paspalum nepalense Spreng. ex Steud., Chamaeraphis excurrens (Trin.) Kuntze, Setaria excurrens (Trin.) Miq., Panicum excurrens Trin., Chamaeraphis plicata (Lam.) Kuntze, Paspalum nepalense Spreng. ex Steud., Setaria excurrens (Trin.) Miq., Chamaeraphis plicata (Lam.) Kuntze, Panicum plicatum Lam., Panicum paucisetum Steud., Panicum asperatum Kunth, Panicum excurrens Trin., Chamaeraphis excurrens (Trin.) Kuntze, Panicum excurrens Trin., Panicum excurrens Trin., Chamaeraphis excurrens (Trin.) Kuntze, Panicum plicatum Lam., Panicum plicatum Lam., Panicum plicatum Lam., Panicum plicatum Lam., Panicum excurrens Trin., Panicum asperatum Kunth, Panicum asperatum Kunth)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Country is one of (China)",
 "Geometry POLYGON((73.66 3.86,135.05 3.86,135.05 53.55,73.66 53.55,73.66 3.86))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 503 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0060315-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7f54k3
title: Occurrence Download

description: A dataset containing 30 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Isotrema coadunatum (Backer) X.X.Zhu, S.Liao & J.S.Ma"
 ]
}

 The dataset includes 30 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049909-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.