cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/4vv6jf44vf.1
title: Greenmount agricultural catchment study (Queensland) 1976-1990

description: This catchment study near Greenmount on the eastern Darling Downs 15km south of Toowoomba was established to examine the influence of soil surface conditions on runoff and soil erosion. The study was established in 1976 on a soil representative of one of the major soil types (Black Earth – Irving clay). Management at the paddock scale is likely to strongly influence water quality for the whole catchment, thus the basic unit of hydrology and erosion, a contour catchment was choosen as the focus for this study. This project examined the influence of rainfall depth and intensity, runoff rate and ground cover on suspended sediment moving through a flume at the exit from a contour bay and the effects of contour banks on sediment delivery to streams were evaluated.
Key findings included:
Surface cover was effective in reducing soil movement and runoff from contour bay catchments. Runoff and sediment concentration were both inversely related to surface cover and total soil movement was greatly reduced by surface cover. 
Greater than 75% of the variance in soil movement from single events was explained by surface cover and peak runoff rate. F
ield observations were able to be reproduced within reasonable agreement using the Howleaky water balance model.
DOI: 10.17632/ry774bh2ht.1
title: Dataset Music-AM

description: Dataset. Observational study on the emotional induction of autobiographical memories through music: The phenomenon of childhood amnesia
DOI: 10.15468/dl.88hq9g
title: Occurrence Download

description: A dataset containing 6216 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Turbinellus floccosus (Schwein.) Earle ex Giachini & Castellano"
 ]
}

 The dataset includes 6216 records from 91 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004960-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/ccdc.csd.cc2kfbq2
title: CCDC 2366314: Experimental Crystal Structure Determination

description: Related Article: Eva Hevia, Fabian Dankert|2024|Eur.J.Inorg.Chem.|27|e202400418|doi:10.1002/ejic.202400418
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5281/zenodo.10628486
title: UrbAM-ReID

description: UrbAM-ReID is a long-term geo-positioned urban ReID dataset. It is composed by four subdatasets recording the same trajectory at the UAM Campus, each one recorded in different seasons and including an inverse direction recording.  This work specifically addresses urban objects re-identification, currently, waste containers, rubbish bins, and crosswalks. The dataset provides different attributes of the annotated objects, like their classes, their foreground or background status and the geo-position. Several evaluation configurations can be defined to simulate realistic scenarios that may arise in actual situations within the management of urban elements, considering the utilization of just visual data, or incorporating additional attributes, providing different complexity levels. Finally, the dataset is used for defining a benchmark where two open source state-of-the-art systems are evaluated.
DOI: 10.5281/zenodo.13928160
title: UrbAM-ReID

description: UrbAM-ReID is a long-term geo-positioned urban ReID dataset. It is composed by four subdatasets recording the same trajectory at the UAM Campus, each one recorded in different seasons and including an inverse direction recording.  This work specifically addresses urban objects re-identification, currently, waste containers, rubbish bins, and crosswalks. The dataset provides different attributes of the annotated objects, like their classes, their foreground or background status and the geo-position. Several evaluation configurations can be defined to simulate realistic scenarios that may arise in actual situations within the management of urban elements, considering the utilization of just visual data, or incorporating additional attributes, providing different complexity levels. Finally, the dataset is used for defining a benchmark where two open source state-of-the-art systems are evaluated.
DOI: 10.5281/zenodo.14769986
title: Sensorized material for SHM - production and calculation of obtained resistances
DOI: 10.5281/zenodo.14769987
title: Sensorized material for SHM - production and calculation of obtained resistances
DOI: 10.5281/zenodo.14761705
title: Tahltan Climate Events Database

description: Observations of climatic, ecological and cultural change from the Tahltan First Nation







Tahltan researchers from Tu'dese'cho Wholistic Indigenous Leadership Development and the Snowchange Cooperative present a new database of Tahltan observations of climate, ecological and cultural change in the Canadian sub-Arctic.










Drawing on oral histories from Tahltan elders, as well as Tahltan science, self-documented videos and photos, the database is a vital effort to centre on-the-land, lived experiences of climatic change in efforts to tackle climate change in the Arctic and sub-Arctic.
DOI: 10.5281/zenodo.14761706
title: Tahltan Climate Events Database

description: Observations of climatic, ecological and cultural change from the Tahltan First Nation







Tahltan researchers from Tu'dese'cho Wholistic Indigenous Leadership Development and the Snowchange Cooperative present a new database of Tahltan observations of climate, ecological and cultural change in the Canadian sub-Arctic.










Drawing on oral histories from Tahltan elders, as well as Tahltan science, self-documented videos and photos, the database is a vital effort to centre on-the-land, lived experiences of climatic change in efforts to tackle climate change in the Arctic and sub-Arctic.
DOI: 10.23728/b2share.0ab94117e43b45baa64773625b52fa33
title: Near Zero downtime deployments of UWSGI applications

description: This record contains datasets for a Master's thesis: Near-zero downtime deployments of uWSGI applications. All measurements, deployment configurations, measurement scripts, and deployment guides are published.

Each zip is for a different implementation. Compose.zip is for baseline deployment, swarm.zip is for Docker Swarm implementation, and kubernetes.zip is for Kubernetes implementation. Each zip contains a measurement script and a folder "measurements", where the script's output is stored.

Each zip has a README.md file, which describes the contents better.
DOI: 10.5281/zenodo.12517244
title: DIGGER 2.0 Data

description: All the necessary files to install DIGGER 2.0 locally. Follow the instructions on GitHub (https://github.com/daisybio/DIGGER) to create your own DIGGER instance.
DOI: 10.5281/zenodo.12517243
title: DIGGER 2.0 Data

description: All the necessary files to install DIGGER 2.0 locally. Follow the instructions on GitHub (https://github.com/daisybio/DIGGER) to create your own DIGGER instance.
DOI: 10.5281/zenodo.14770005
title: DIGGER 2.0 Data

description: All the necessary files to install DIGGER 2.0 locally. Follow the instructions on GitHub (https://github.com/daisybio/DIGGER) to create your own DIGGER instance.
DOI: 10.4121/c82c6bd7-f3d3-49e2-80d4-81025769f85b
title: Data underlying the project: Cooperation of Autonomous Vehicles in Mixed Traffic (SCoop)

description: This data includes technical notes and results from my work at TU Delft.<br>I have attached a zipped folder "projects" which includes all the different projects/publications I worked on:<br>COLREGs-aware Trajectory Optimization for Autonomous Surface VesselsModel Predictive Trajectory Optimization for Autonomous Vessels Considering Traffic RulesActive Thruster Fault Diagnosis for an Overactuated Autonomous Surface VesselSet-Membership Estimation for Fault Diagnosis of Nonlinear Systems<br>For each project/publication, the folder includes the content of the work (text, notes, figures, plots, etc.). These publications align with the goal of our project (SCoop): The goal of the SCoop project is to design a cooperation framework to allow autonomous vehicles to safely navigate in mixed traffic even in the presence of faults. The results are generated from simulation experiments using ROS (Robot Operating System) and were collected in .rosbag files (to be further processed and generate plots).<br>The code that generated the data is available on Github: https://github.com/ttsolakis
DOI: 10.4121/c82c6bd7-f3d3-49e2-80d4-81025769f85b.v1
title: Data underlying the project: Cooperation of Autonomous Vehicles in Mixed Traffic (SCoop)

description: This data includes technical notes and results from my work at TU Delft.<br>I have attached a zipped folder "projects" which includes all the different projects/publications I worked on:<br>COLREGs-aware Trajectory Optimization for Autonomous Surface VesselsModel Predictive Trajectory Optimization for Autonomous Vessels Considering Traffic RulesActive Thruster Fault Diagnosis for an Overactuated Autonomous Surface VesselSet-Membership Estimation for Fault Diagnosis of Nonlinear Systems<br>For each project/publication, the folder includes the content of the work (text, notes, figures, plots, etc.). These publications align with the goal of our project (SCoop): The goal of the SCoop project is to design a cooperation framework to allow autonomous vehicles to safely navigate in mixed traffic even in the presence of faults. The results are generated from simulation experiments using ROS (Robot Operating System) and were collected in .rosbag files (to be further processed and generate plots).<br>The code that generated the data is available on Github: https://github.com/ttsolakis
DOI: 10.15468/dl.yyp993
title: Occurrence Download

description: A dataset containing 671 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lobesia botrana (Denis & Schiffermüller), 1775",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 2000",
 "CoordinateUncertaintyInMeters is less than 5000",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Specimen)"
 ]
 }
 }
 ]
}

 The dataset includes 671 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004962-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14353933
title: Tick Dataset for ITICK version A

description: This data set was used to train tick models. It contains images of 2 tick types, Rhipicephalus and Hyalomma, as well as some control images of spiders and other objects. The total size of the images should be around 5.4GB. The accompanying models are here for review. Model Code

The dataset was really large to upload as one zip file. It is spread out into separate zip files. You need all the files to decompress them, ensure they are all in the same place and then let it decompress the images.

The final folder structure should be

data/

|___train/

|___dev/

|___test/

 

Here is a link for decompression if you need some guidance https://www.toolfarm.com/knowledge-base/licensing/how-to-extract-multi-part-archive-files/
DOI: 10.5281/zenodo.14353932
title: Tick Dataset for ITICK version A

description: This data set was used to train tick models. It contains images of 2 tick types, Rhipicephalus and Hyalomma, as well as some control images of spiders and other objects. The total size of the images should be around 5.4GB. The accompanying models are here for review. Model Code

The dataset was really large to upload as one zip file. It is spread out into separate zip files. You need all the files to decompress them, ensure they are all in the same place and then let it decompress the images.

The final folder structure should be

data/

|___train/

|___dev/

|___test/

 

Here is a link for decompression if you need some guidance https://www.toolfarm.com/knowledge-base/licensing/how-to-extract-multi-part-archive-files/
DOI: 10.15468/dl.8d59rx
title: Occurrence Download

description: A dataset containing 19633 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tylopilus felleus (Bull.) P.Karst."
 ]
}

 The dataset includes 19633 records from 256 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004963-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.temw4f
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((103.0061 11.99703, 103.0041 11.99794, 103.0025 11.99837, 103.0016 11.99832, 103.0004 11.99824, 103.0002 11.99821, 102.9991 11.99808, 102.9982 11.99751, 102.9977 11.99721, 102.9964 11.99607, 102.9953 11.9957, 102.9944 11.99549, 102.9938 11.99508, 102.9933 11.9948, 102.9926 11.99479, 102.9921 11.99491, 102.9915 11.99511, 102.9907 11.99502, 102.9902 11.99474, 102.9897 11.99449, 102.9897 11.99445, 102.9902 11.99469, 102.9907 11.99498, 102.9914 11.99506, 102.992 11.99487, 102.9926 11.99475, 102.9932 11.99475, 102.9935 11.99489, 102.9938 11.99504, 102.9946 11.99522, 102.9954 11.99547, 102.9966 11.9958, 102.997 11.99596, 103.0002 11.99537, 103.0025 11.99443, 103.005 11.99346, 103.0097 11.9917, 103.0084 11.99325, 103.0082 11.9938, 103.0077 11.99474, 103.0073 11.99525, 103.0061 11.99703))",
 "TaxonKey is Mammalia"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004964-250127130748423/datasets/export for details.
DOI: 10.4121/fab1a54d-3e68-4d6f-8d94-161c16539760
title: Data set of "Compensating the Symptomatic Increase of in Plantarflexion Torque and Mechanical Work for Dorsiflexion in Patients with Spastic Paresis Using the “Hermes” Ankle-Foot-Orthosis"

description: This dataset contains plantarflexion torque measurements recorded using a robotic ankle manipulator. The file <code>TAcharacts.mat</code> includes raw torque data for 12 patients across three conditions. The function <code>AUC_calculation_trapzPosiT.m</code> processes the raw data, calculates positive work, and plots torque-angle characteristics. The script <code>runme.m</code> loads the data and executes the processing function.
DOI: 10.4121/fab1a54d-3e68-4d6f-8d94-161c16539760.v1
title: Data set of "Compensating the Symptomatic Increase of in Plantarflexion Torque and Mechanical Work for Dorsiflexion in Patients with Spastic Paresis Using the “Hermes” Ankle-Foot-Orthosis"

description: This dataset contains plantarflexion torque measurements recorded using a robotic ankle manipulator. The file <code>TAcharacts.mat</code> includes raw torque data for 12 patients across three conditions. The function <code>AUC_calculation_trapzPosiT.m</code> processes the raw data, calculates positive work, and plots torque-angle characteristics. The script <code>runme.m</code> loads the data and executes the processing function.
DOI: 10.5281/zenodo.14769760
title: MC_Cycle: macaque motor cortex spiking activity during cycling

description: This dataset contains sorted spike times from neural recordings (two 96-electrode Utah arrays) in motor cortex (M1 and PMd) while a monkey performed a cycling task to navigate a virtual environment. On each trial, the monkey grasped a hand-pedal and moved it cyclically forward or backward to navigate the virtual environment. The color of the virtual landscape cued the monkey as to whether forward or backward cycling would advance their location in the virtual environment. Cycling distance was cued by a virtual target that appeared a fixed distance away in the virtual environment. The number of complete cycles of pedaling required to reach the target was either 1, 2, 4, or 7 cycles. Between the two cycling directions and four cycling distances, there were a total of 8 conditions. The behavioral data for this dataset includes: pedal phase, angular velocity of the pedal, x- and y- pedal position, x- and y- pedal velocity, and 7 intramuscular EMG recordings. More information on the task can be found in Schroeder et al. 2022.

This dataset has been released as a supplement to Perkins et al. 2025. Contact the authors if guidance on the dataset is needed.
DOI: 10.5281/zenodo.14769819
title: Dataset from InCell 2200 microscope misread as a plate

description: Two dummy datasets are provided in this repository : 



Dataset_Ok : 96 wells, 9 fields of view per well, 4 different channels (DAPI, Cy3, FITC, Brightfield), no Z, no T. The .xcde file of this dataset is correctly read by BioFormats, as the dataset is recognized as a plate, and can be imported on OMERO

Dataset_fail: 20 wells, 4 fields of view per well, 5 channels, with one duplicate (DAPI, FITC, Cy3, Cy5 wix 4 , Cy5 wix 5), no Z, no T. The .xcde file of this dataset is not correctly read by BioFormats and no images are imported on OMERO.


BioFormats version: 8.0.1

A discussion thread has been open on this topic.
DOI: 10.5281/zenodo.14769820
title: Dataset from InCell 2200 microscope misread as a plate

description: Two dummy datasets are provided in this repository : 



Dataset_Ok : 96 wells, 9 fields of view per well, 4 different channels (DAPI, Cy3, FITC, Brightfield), no Z, no T. The .xcde file of this dataset is correctly read by BioFormats, as the dataset is recognized as a plate, and can be imported on OMERO

Dataset_fail: 20 wells, 4 fields of view per well, 5 channels, with one duplicate (DAPI, FITC, Cy3, Cy5 wix 4 , Cy5 wix 5), no Z, no T. The .xcde file of this dataset is not correctly read by BioFormats and no images are imported on OMERO.


BioFormats version: 8.0.1

A discussion thread has been open on this topic.
DOI: 10.15468/dl.g632s4
title: Occurrence Download

description: A dataset containing 3249 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Türkiye, Israel, Palestine, State of, Syrian Arab Republic, Cyprus, Lebanon)",
 "DatasetKey is one of (INPA - Observations, BioGIS - Vascular plants - A. Danin's grid database, BioGIS - Vascular plants - Israeli Gene Bank, SPNI - Vascular plants, The vascular plants collection (P) at the Herbarium of the Muséum national d'Histoire Naturelle (MNHN - Paris), NABU|naturgucker, Herbarium Horti Botanici Pisani (PI), Sistema Museale di Ateneo, Università di Pisa, Observation.org, Nature data from around the World, Herbarium Berolinense, Berlin (B), iNaturalist Research-grade Observations)",
 "Geometry POLYGON((-28.55572 23.78680,77.55572 23.78680,77.55572 66.21320,-28.55572 66.21320,-28.55572 23.78680))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Tulipa agenensis Redouté"
 ]
}

 The dataset includes 3249 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004965-250127130748423/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/10615783
title: LUFlow Network Intrusion Detection Data Set
DOI: 10.15468/dl.ddr9n8
title: Occurrence Download

description: A dataset containing 62630243 species occurrences available in GBIF matching the query:
{
 "Country" : [
 "is Germany"
 ]
}

 The dataset includes 62630243 records from 3960 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004961-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nstdth
title: Occurrence Download

description: A dataset containing 1181 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cutandia memphitica (Spreng.) Benth."
 ]
}

 The dataset includes 1181 records from 80 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015855-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.suucyu
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Peru",
 "TaxonKey is Lama guanicoe (Müller, 1776)"
 ]
}

 The dataset includes 22 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014015-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xwxpdd
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cynorkis ambondrombensis Boiteau"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015869-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5xbgmj
title: Occurrence Download

description: A dataset containing 30501 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Canada Maritimes Regional Cetacean Sightings (OBIS Canada)"
 ]
}

 The dataset includes 30501 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009075-160822134323880/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k9zz4q
title: Occurrence Download

description: A dataset containing 28459 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Spain, Portugal)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Oryctolagus cuniculus (Linnaeus, 1758)",
 "Year 2013-2023"
 ]
}

 The dataset includes 28459 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023518-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6q2tmd
title: Occurrence Download

description: A dataset containing 1008 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ellochelon vaigiensis (Quoy & Gaimard, 1825)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1008 records from 73 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027585-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hzx70w
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Specimen",
 "BasisOfRecord is Human Observation"
 ]
 },
 "Country is Nepal",
 {
 "or" : [
 "License is CC-BY 4.0",
 "License is CC0 1.0",
 "License is CC-BY-NC 4.0"
 ]
 },
 "HasCoordinate is true",
 "TaxonKey is Cettia flavolivacea (Blyth, 1845)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009075-170714134226665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.