cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.tvga4p
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Astroblepus marmoratus",
 "HasCoordinate is true",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
}

 The dataset includes 10 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032052-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vk75z8
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Spatuloricaria fimbriata",
 "HasCoordinate is true",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
}

 The dataset includes 10 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032054-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q9r6yf
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Macuxi tunamore",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032055-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.49qzdc
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hemibrycon decurrens",
 "HasCoordinate is true",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
}

 The dataset includes 10 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032053-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bhd726
title: Occurrence Download

description: A dataset containing 151961 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Xanthorhoe spadicearia"
 ]
}

 The dataset includes 151961 records from 307 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032021-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jrwz2m
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is CHN.29_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Hemitragus jemlahicus"
 ]
}

 The dataset includes 11 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032056-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17202560
title: Database reporting decomposition rates of organic matter incubated in Portuguese least-disturbed streams derived from a literature search.

description: Database showing the stream location, environmental characteristics, study characteristics, and organic matter decomposition rates (N = 623) extracted from the 61 studies that reported organic matter decomposition of individual plant species in least-disturbed Portuguese streams. Full study references are given in Table S2 in the paper.
DOI: 10.5281/zenodo.17202559
title: Database reporting decomposition rates of organic matter incubated in Portuguese least-disturbed streams derived from a literature search.

description: Database showing the stream location, environmental characteristics, study characteristics, and organic matter decomposition rates (N = 623) extracted from the 61 studies that reported organic matter decomposition of individual plant species in least-disturbed Portuguese streams. Full study references are given in Table S2 in the paper.
DOI: 10.15468/hhgnqw
title: EBMS Denmark 15 minute single species counts

description: European Butterfly Monitoring Scheme (EBMS) 15 minute count data for Denmark. The aim of the project is to collect data appropriate for analysis of population changes of Danish butterfly populations.

This dataset consists of counts of occurrences of one pre-determined butterfly species in 15 minute periods by the volunteers of the project. Counts are mainly made in the field season (1st April – 30th September). Butterflies are counted within the 5x5x5m box of the Pollard walk method (Pollard and Yates, 1993), route is not predetermined.

Counts are made with the Butterfly Count app or through the EBMS-website: https://butterfly-monitoring.net/

The project started in June 2023 and is still ongoing. Funding was provided by Aage V. Jensen Nature Foundation and 15. juni fonden.
DOI: 10.17863/cam.123100
title: Research data supporting "High-pressure synthesis of quantum magnet M-YbTaO4 with a stretched diamond lattice"

description: Research data related to a project on YbNb(x)Ta(1-x)O4. Includes powder X-ray diffraction, magnetisation and specific heat data. Further details are in a .txt file within the data folder.
DOI: 10.4121/d39f6ef9-cd8d-447e-b997-e8408c94efbc
title: Survey data supporting a paper on the relation between individual responsibilities in project steering committees and project success

description: Quantitative data for the dissertation "Project Steering Committees: The struggle at the interface of the temporary and permanent organization." The survey was to project manager and project steering committee members about project steering committees.
DOI: 10.4121/d39f6ef9-cd8d-447e-b997-e8408c94efbc.v1
title: Survey data supporting a paper on the relation between individual responsibilities in project steering committees and project success

description: Quantitative data for the dissertation "Project Steering Committees: The struggle at the interface of the temporary and permanent organization." The survey was to project manager and project steering committee members about project steering committees.
DOI: 10.15468/dl.kvphbs
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hemibrycon velox",
 "HasCoordinate is true",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
}

 The dataset includes 11 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032058-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.52rw6x
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Trichomycterus mogotensis",
 "HasCoordinate is true",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
}

 The dataset includes 11 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032059-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jq2kpm
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Leptoancistrus cordobensis",
 "HasCoordinate is true",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
}

 The dataset includes 12 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032060-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.26kg4s
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Miroculis boldrinii",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032061-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57755/mwe2-k844
title: Recordings from hydrophones made in the city pond. Part 2

description: <p>Based on the attached recordings, research was conducted, the results of which are presented in the article (http://dx.doi.org/10.3390/urbansci9040129).</p>
DOI: 10.34740/kaggle/dsv/14829557
title: Kisaan App Demo Video
DOI: 10.5281/zenodo.18713019
title: Acoustic Microphone Recordings of a Mechanical Spindle Under Various Fault Conditions

description: This dataset contains acoustic recordings (WAV format) of a motor-driven mechanical spindle operating under various fault conditions and rotational speeds.

Experimental Setup

An ICS-40300 MEMS microphone was positioned near a motor-spindle assembly to capture the acoustic signature of the spindle during operation. Mechanical defects were introduced by adjusting nuts on the motor shaft to apply asymmetric bearing pressure, causing a slight imbalance that affects the spindle's behavior.

The microphone specifications are:



Sensor: InvenSense ICS-40300 MEMS microphone

Sampling rate: 44.1 kHz

Bandwidth: 20 Hz -- 20 kHz

File format: WAV


Note on synchronization strikes

Each recording contains an audible strike (impact) on the rear end of the motor shaft (where space is available) performed by the operator. This strike serves solely as a synchronization marker to temporally align the microphone signal with other sensors used in the full experimental setup. It does not affect the spindle's operation and is not related to the fault conditions under study.

Experimental Conditions

The dataset comprises 32 experiments (exp-001 to exp-032) totaling 211 validated measurements. Each experiment folder contains a context.json file describing the experimental conditions, and one or more WAV audio recordings named with a YYYYMMDD-HHMMSS_audio.wav timestamp convention.

The experiments systematically vary the following parameters:



Motor speed: 0 rpm (stationary), 2000 rpm, 4000 rpm, and 6000 rpm

Defect condition: No defect (baseline), defect on left side, defect on right side, or defect on both sides (left and right are defined when facing the spindle)


Data Structure

meas_audio/
├── exp-001/
│   ├── context.json            # Experiment metadata (speed, defect, protocol)
│   ├── YYYYMMDD-HHMMSS_audio.wav
│   └── ...
├── exp-002/
│   ├── context.json
│   └── ...
└── exp-032/


Context and Scope

The data is intended for research in acoustic-based condition monitoring, fault detection, and signal processing for spindles. Potential applications include spectral analysis of mechanical faults, anomaly detection, and machine learning for predictive maintenance.

Measurement Protocol



Experimental conditions (motor speed, defect configuration) were set and recorded in context.json.

The microphone was positioned near the motor-spindle assembly.

The motor was set to the target speed and recording was started.

Recording was stopped and the WAV file was saved with a timestamp.
DOI: 10.5281/zenodo.18713020
title: Acoustic Microphone Recordings of a Mechanical Spindle Under Various Fault Conditions

description: This dataset contains acoustic recordings (WAV format) of a motor-driven mechanical spindle operating under various fault conditions and rotational speeds.

Experimental Setup

An ICS-40300 MEMS microphone was positioned near a motor-spindle assembly to capture the acoustic signature of the spindle during operation. Mechanical defects were introduced by adjusting nuts on the motor shaft to apply asymmetric bearing pressure, causing a slight imbalance that affects the spindle's behavior.

The microphone specifications are:



Sensor: InvenSense ICS-40300 MEMS microphone

Sampling rate: 44.1 kHz

Bandwidth: 20 Hz -- 20 kHz

File format: WAV


Note on synchronization strikes

Each recording contains an audible strike (impact) on the rear end of the motor shaft (where space is available) performed by the operator. This strike serves solely as a synchronization marker to temporally align the microphone signal with other sensors used in the full experimental setup. It does not affect the spindle's operation and is not related to the fault conditions under study.

Experimental Conditions

The dataset comprises 32 experiments (exp-001 to exp-032) totaling 211 validated measurements. Each experiment folder contains a context.json file describing the experimental conditions, and one or more WAV audio recordings named with a YYYYMMDD-HHMMSS_audio.wav timestamp convention.

The experiments systematically vary the following parameters:



Motor speed: 0 rpm (stationary), 2000 rpm, 4000 rpm, and 6000 rpm

Defect condition: No defect (baseline), defect on left side, defect on right side, or defect on both sides (left and right are defined when facing the spindle)


Data Structure

meas_audio/
├── exp-001/
│   ├── context.json            # Experiment metadata (speed, defect, protocol)
│   ├── YYYYMMDD-HHMMSS_audio.wav
│   └── ...
├── exp-002/
│   ├── context.json
│   └── ...
└── exp-032/


Context and Scope

The data is intended for research in acoustic-based condition monitoring, fault detection, and signal processing for spindles. Potential applications include spectral analysis of mechanical faults, anomaly detection, and machine learning for predictive maintenance.

Measurement Protocol



Experimental conditions (motor speed, defect configuration) were set and recorded in context.json.

The microphone was positioned near the motor-spindle assembly.

The motor was set to the target speed and recording was started.

Recording was stopped and the WAV file was saved with a timestamp.
DOI: 10.15468/xjtze3
title: The Bras d'Or Lake Biosphere Reserve Association: Bras d’Or Watch – Citizen-based Monitoring of the Biosphere

description: The Bras d'Or “Lakes” are actually a complex estuary occupying the central part of Cape Breton Island, Nova Scotia. Measuring 1,200 km2 in surface area and 13 km3 in volume, it consists of four basins, running in a northeast-southwest direction, separated by a series of low mountains, and connected by narrow channels, including two that open to the NE Atlantic ocean.

Bras d’Or Watch is a project being launched by the Bras d’Or Lake Biosphere Reserve Association to enable and support citizen-based monitoring in the Biosphere. An inaugural project, the ‘Bras d’Or Watch Field Day’ was held on July 18, 2015 at six sites around the Bras d’Or Lake. Simultaneous sampling of several ecosystem properties took place on the lakeshore and in the shallow waters of the Bras d’Or Lake. Sampling at each site was overseen by an ecologist and everyone was welcome to come
and watch, learn and participate. Based on this field day a report card for the Bras d’Or Lake will be developed.

This version of the resource simply contains occurrence records for the invasive green crab.
DOI: 10.15468/dl.bkt9ce
title: Occurrence Download

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

 The dataset includes 10 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032063-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18711067
title: Oikopleura+phaclofen+Copepod_GABA/Glutamate in Threat response
DOI: 10.5281/zenodo.18711068
title: Oikopleura+phaclofen+Copepod_GABA/Glutamate in Threat response
DOI: 10.15468/tww7cj
title: DOF/BirdLife Denmark - Observations from DOFbasen

description: DOFbasen is an online database for bird observations in Denmark (www.dofbasen.dk), administrated by
 Dansk Ornitologisk Forening DOF/BirdLife Denmark.
 DOF is a NGO with ca. 18,000 members working for increasing the knowledge and protection of birds and
 their habitats in Denmark and abroad (www.dof.dk).
 
 The data are collected by volunteers and apart from bird observations also includes observations of
 mammals, amphibians, reptiles and butterflies. Most data are casual records, meaning that not all
 species and individuals seen by the observer necessarily have been reported. Rare and unusual bird
 observations are subjected to quality assessment by two Rarity Committees and observations under
 evaluation or dismissed are not included in this dataset. Furthermore, observations possibly
 requiring evaluation, but not yet processed, are excluded.
 
 The data can be used freely for non-profit purposes including scientific analysis if cited
 appropriately. We would appreciate receiving copies of any publications using our data to use for
 motivating the volunteers in their data collection. All images and other media associated with the
 records are copyright of the observer.
 
 A small number of vulnerable breeding bird observations have their precision blurred by rounding the
 coordinates and setting the uncertainty to 25 km.
 
 The full dataset is updated on a weekly basis, but not including data with an observation date within the
 last 7 days.
DOI: 10.15468/dl.zxfgyy
title: Occurrence Download

description: A dataset containing 252 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Miroculis",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 252 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032064-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18323989
title: VisionFault-920K: A Large-Scale Fault Injection Dataset for Robotic Vision Systems

description: A new version is available:

https://zenodo.org/records/18695332

Dataset Description: 

A large-scale fault-augmented dataset contains 920,935 images derived from real robotic camera recordings. To simulate real-world edge cases, original frames were transformed via Stable Diffusion (img2img) across a wide range of fault scenarios.

Technical Specifications

• Total Images: 920,935

• Primary Tasks: Lane Following and Obstacle Detection.

• LLM Engine: Fault scenarios designed using GPT-OSS 120B.

• Synthesis Engine: Perturbations synthesized using Stable Diffusion 2.1 Base.

•Categories: Features diverse fault types, such as Camera Failures, Motion Blur, Extreme Weather (Ice, Rain, Fog), Low Light (Tunnel, Night, Backlight), Lens Distortions, etc.

Usage



 If "Download All" is not working, please download the files one by one. To merge the parts after downloading:



For Linux/Mac:



cat part* > dataset.zip 



For Windows (PowerShell - Recommended):



Get-Content part* -ReadCount 0 -Encoding Byte | Set-Content dataset.zip -Encoding Byte



For Windows (CMD): 



copy /b part* dataset.zip

if not working : cmd /c copy /b part* dataset.zip






 

License & Disclaimer

• License: Creative Commons Attribution 4.0 International (CC BY 4.0).

• Disclaimer: This dataset is LLM+LDM generated and provided "as-is" for robotic vision system testing and research.
DOI: 10.15468/dl.n7ygvf
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Myotis sicarius"
 ]
}

 The dataset includes 12 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032066-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rskfuy
title: Occurrence Download

description: A dataset containing 1754 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Achatina fulica"
 ]
}

 The dataset includes 1754 records from 106 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032067-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.64jec7
title: Occurrence Download

description: A dataset containing 108 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Thailand",
 "OccurrenceStatus is Present",
 "TaxonKey is Dieffenbachia seguine"
 ]
}

 The dataset includes 108 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032068-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/8dteut
title: CBCGDF-Green-Youth

description: This collection will publish the species observation by Youth volunteers of CBCGDF.
DOI: 10.5287/ora-avbnbdz7y
title: Data set for commercial group III-V metal alkoxide catalysts for selective epoxide and anhydride ring opening copolymerization delivering poly(ester-alt-ethers)

description: Data supporting the experiments described in the above manuscript.