cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/hp7k5zrsng
title: Data for: Probability Langmuir-Hinshelwood based CO2 photoreduction kinetic models

description: 1. Standard operating procedure used to collect CO2 photoreduction data. 2. SEM images of coated stainless steel supports. 3. Threshtom.py Python script used for estimating coverage using machine vision. 4. compareIt program files used for extracting GC data and subsequent nonlinear numerical analysis 5. GC_data 6. Readme for understanding data in 'Matlab_kinetic_data.mat' 7. Matlab file of data 'Matlab_kinetic_data.mat' used for fitting the probability LH based kinetic models. 8. Experimental details for the CO2 photoreduction experiments **Please note that 'ImportAgilentFID.m' was written by James Dillon - see https://github.com/chemplexity/chromatography/blob/master/Development/File\%20Conversion/ImportAgilentFID.m
DOI: 10.17632/m892d2wtzh
title: Nonastreda: Multimodal Dataset for Identifying Tool Wear Condition

description: # Nonastreda: 9 Multimodal Dataset Featuring Time Series and Image Data for Flank Tool Wear Classification and Regression

* Detailed description: 'Data in Brief' Journal (available soon)
* Repository: https://github.com/hubtru/Impala
* Repository: https://github.com/hubtru/Girape
* Notebooks for converting forces_xyz_raw.mat into spectrograms, scalograms or wavelets: https://github.com/hubtru/Girape/tree/main/scripts 

# Overview: Nonastreda (Nona)
* 'Nona' from Latin "ninth"
* Dataset Size: 512 samples (instances, observations)
* Modalities: 9 modalities
* Tasks: 
 * Classification: 3 classes (sharp, used, dulled) 
 * Regression: 3 targets (flank wear [µm], gaps [µm], overhang [µm]) 
 * Additional subtasks: 
 * Uni/Multi-Modal Classification 
 * Multilabel Regression 
 * Anomaly Detection 
 * Remaining Useful Life (RUL) Estimation 
 * Signal Drift Measurement 
 * Zero-Shot Flank Tool Wear Classification 
 * Diagnostic Feature Engineering 
* Domain: industrial flank tool wear of the milling machine 
* Input (per sample): 
 * Images: 1 tool image, 1 chip image, 1 workpiece image 
 * Mel-Spectrograms: x, y, z axes (3 images) 
 * Complex Morlet Scalograms: x, y, z axes (3 images) 
 * Extra Modalities: raw (time-series) force signals in x, y, z axes 
* Output: 
 * Machine state classes: sharp, used, dulled 
 * Regression targets: flank wear [µm], gaps [µm], overhang [µm] 
* Evaluation metrics: 
 * Classification: accuracies, precision, recall, F1-Score, ROC curve 
 * Regression: MAE, MSE, RMSE 
* Data splitting: 
 * Protocol: 10-Fold Cross Validation 
 * Training and Validation: data from 9 tools 
 * Testing: data from the 10th tool 
 * Results: accuracy averaged over ten splits 
* The dataset includes measurements from ten tools

Extra Time-Series Modality
* Raw forces signal in x, y, z axes is provided in `forces_xyz_raw.mat` file. 
* The `*.mat` file can be used with scripts from the Girape repository to generate spectrograms, scalograms, and wavelets. 
* Source force signals (Fx, Fy, Fz) allow experimentation with new types of feature engineering and embeddings, such as Shannon, Daubechies, or Morlet wavelets. 
* Sampling rate for force signals: 1 kHz. 
* forces_xyz.mat + Girape/scripts -&gt; spectrograms or scalograms or wavelets

Future Work
* Improvements of (zero-shot flank) tool wear classification and regression. 
* Incorporating raw force signals (Fx, Fy, Fz) into multimodal studies. 
* Calculating new modalities using the raw force signals (Fx, Fy, Fz). 
* Conducting experiments on: 
 * Anomaly Detection 
 * Remaining Useful Life (RUL) estimation 
 * Signal Drift measurement 
* Designing Diagnostic Feature Engineering. 
* Modalities Correlation Analysis. 

# Data Structure

Nonastreda/
│
├── chip/
├── scal/
│ ├── x/
│ ├── y/
│ └── z/
├── spec/
│ ├── x/
│ ├── y/
│ └── z/
├── tool/
│
├── work/
│
├── labels.csv
├── labels_reg.csv
└── forces_xyz_raw.mat
DOI: 10.25390/caryinstitute.28215959.v1
title: Cary spongy moth project: General information

description: The Forest Response to Stress and Damage (frequently referred to as FORSTAD) and long term forest monitoring project began in 1992 to study how mixed-oak forests respond to multiple forms of environmental change. The research took place at Cary Institute of Ecosystem Studies in the Hudson Valley of New York. FORSTAD included several sub-projects including (1) air pollution and nutrient cycling dynamics, (2) spongy moth population dynamics, (3) small mammal dynamics and (4) vegetation dynamics. This documentation is a contribution to the Cary Institute of Ecosystem Studies, and is part of the Long term monitoring of forest ecosystems: Cary spongy moth dynamics.File list:FORSTAD_Spongy_Moth_Project_Description.pdf - overview of the spongy moth sub-project, including a publication list.Spongy_Moth_Data_Types_All_Projects.pdf - comprehensive list of spongy moth datasets, with plot information, locations, main variables collected.FORSTAD_Plot_Locations_&_Descriptions.pdf - detailed locations and descriptions for all FORSTAD and spongy moth plots.<br>See Related Materials for more data from the spongy moth sub-project.
DOI: 10.15468/dl.tgj8ts
title: Occurrence Download

description: A dataset containing 37574 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Impatiens glandulifera",
 "Country is Netherlands",
 "HasCoordinate is true"
 ]
}

 The dataset includes 37574 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049898-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21954/ou.rd.31230718
title: Synthesis of Advances Hybrid Polymeric Nanomaterials and Characterization of Novel Silsesquioxanes with Desirable Superhydrophobix Coating properties

description: <i>This dataset comprises the files contained on a CD-ROM which was attached to the thesis when it was submitted in 2016. It was uploaded to ORDO in 2026 for preservation purposes. The thesis can be accessed via ORO: </i>Synthesis of Advances Hybrid Polymeric Nanomaterials and Characterization of Novel Silsesquioxanes with Desirable Superhydrophobix Coating propertiesThesis abstractUnderstanding and controlling the hydrolysis and condensation of trialkoxy and tetraalkoxy silanes in acidic medium (Figure A) has not been fully realised. In this research study, both the understanding and control has been achieved using methods developed from the VitolaneTM process invented by TWI Ltd1 our industrial collaborators. The VitolaneTM process involves the synthesis of 3- methacryloxypropylsilsesquioxane resin from the hydrolytic condensation of 3- methacryloxy-propyltrimethoxysilane (MPTMS) in the presence of methanol, water and an acid catalyst (A-system). The reaction was repeated with two starting materials; 3-methacryloxy-propyltrimethoxysilane (MPTMS) and n-propyltrimethoxysilane (nPTMS) to form the AZ-system. It was found that with certain compositions, the reaction quickly reaches a pseudo equilibrium hence the hydrolysis rate constant could be determined. The instrumental analysis using Maldi-ToF-MS, HPLC, GPC, TGA, GCMS, DLS, DSC, FTIR and CHN analysis of both types of resins gave results that suggested the organic-inorganic hybrid silsesquioxanes obtained had the expected chemical composition and unique physical properties. This study was further extended to Stöber sphere silica nanoparticles aimed at extending our understanding from the above hydrolysis and condensation mechanistic study to the synthesis of Stöber silica nanoparticles 2 of various sizes (Figure B). The synthesis follows a similar pattern as the VitolaneTM process but using TEOS as starting material and ammonium hydroxide base instead of acid as in the original VitolaneTM process. Figure A Figure B The Stöber spheres study was carried out so we could add them to Vitolane in order to give rough (on the nanoscale) surfaces that would be superhydrophobic. The Stöber spheres were characterized using transmission electron microscopy (TEM), X-ray photoelectron spectroscopy (XPS) and dynamic light scattering (DLS) to investigate the particle size formation. The Stöber spheres obtained were of varied sizes depending upon the way they were prepared (Figure B)
DOI: 10.21954/ou.rd.31230718.v1
title: Synthesis of Advances Hybrid Polymeric Nanomaterials and Characterization of Novel Silsesquioxanes with Desirable Superhydrophobix Coating properties

description: <i>This dataset comprises the files contained on a CD-ROM which was attached to the thesis when it was submitted in 2016. It was uploaded to ORDO in 2026 for preservation purposes. The thesis can be accessed via ORO: </i>Synthesis of Advances Hybrid Polymeric Nanomaterials and Characterization of Novel Silsesquioxanes with Desirable Superhydrophobix Coating propertiesThesis abstractUnderstanding and controlling the hydrolysis and condensation of trialkoxy and tetraalkoxy silanes in acidic medium (Figure A) has not been fully realised. In this research study, both the understanding and control has been achieved using methods developed from the VitolaneTM process invented by TWI Ltd1 our industrial collaborators. The VitolaneTM process involves the synthesis of 3- methacryloxypropylsilsesquioxane resin from the hydrolytic condensation of 3- methacryloxy-propyltrimethoxysilane (MPTMS) in the presence of methanol, water and an acid catalyst (A-system). The reaction was repeated with two starting materials; 3-methacryloxy-propyltrimethoxysilane (MPTMS) and n-propyltrimethoxysilane (nPTMS) to form the AZ-system. It was found that with certain compositions, the reaction quickly reaches a pseudo equilibrium hence the hydrolysis rate constant could be determined. The instrumental analysis using Maldi-ToF-MS, HPLC, GPC, TGA, GCMS, DLS, DSC, FTIR and CHN analysis of both types of resins gave results that suggested the organic-inorganic hybrid silsesquioxanes obtained had the expected chemical composition and unique physical properties. This study was further extended to Stöber sphere silica nanoparticles aimed at extending our understanding from the above hydrolysis and condensation mechanistic study to the synthesis of Stöber silica nanoparticles 2 of various sizes (Figure B). The synthesis follows a similar pattern as the VitolaneTM process but using TEOS as starting material and ammonium hydroxide base instead of acid as in the original VitolaneTM process. Figure A Figure B The Stöber spheres study was carried out so we could add them to Vitolane in order to give rough (on the nanoscale) surfaces that would be superhydrophobic. The Stöber spheres were characterized using transmission electron microscopy (TEM), X-ray photoelectron spectroscopy (XPS) and dynamic light scattering (DLS) to investigate the particle size formation. The Stöber spheres obtained were of varied sizes depending upon the way they were prepared (Figure B)
DOI: 10.26165/juelich-data/olb7n4
title: ETHOS.REFLOW North Sea Technical Wind Potential Workflow

description: REFLOW is a workflow manager tool designed to streamline and automate tasks related to renewable energy potential analyses. It is built with Luigi and provides an automated, robust framework for data acquisition, processing, land/sea eligibility analysis, technology placements, simulations and visualizations. It is build with transparency and reproducibility in mind. This example of the REFLOW workflow is designed to assess the technical wind potential in the North Sea. It incorporates various data processing steps, sea category exclusions, turbine placements, simulations and visualizations of the wind potential as well as output json files. This automated workflow aims to allow for full transparency and reproducibility, and allows users to modify key exclusions or simulation parameters to assess the impact on the technical wind potential.
DOI: 10.5281/zenodo.18380705
title: Dados das cartas FC04 - C1 a C6 - ALiB

description: This dataset contains derived and structured linguistic data used in the article “RHOTICS AND THE DIALECTAL CONFIGURATION OF BRAZILIAN PORTUGUESE: FROM NASCENTES TO THE ALIB ”, obtained from the analytical extraction of maps F04 C1–C6 of the Atlas Linguístico do Brasil (ALiB). The data describe the distribution of rhotic segments in syllable coda position, organized by map, grammatical class, phonological context, Brazilian administrative region, and capital city.

The dataset distinguishes between maps that indicate only presence or absence of the rhotic segment and those that specify its phonetic realizations. All data are aggregated and non-identifiable. No raw interview data or individual speaker information are included. The dataset enables the reproducibility of the analytical procedures described in the article without re-digitizing cartographic images.
DOI: 10.5281/zenodo.18380706
title: Dados das cartas FC04 - C1 a C6 - ALiB

description: This dataset contains derived and structured linguistic data used in the article “RHOTICS AND THE DIALECTAL CONFIGURATION OF BRAZILIAN PORTUGUESE: FROM NASCENTES TO THE ALIB ”, obtained from the analytical extraction of maps F04 C1–C6 of the Atlas Linguístico do Brasil (ALiB). The data describe the distribution of rhotic segments in syllable coda position, organized by map, grammatical class, phonological context, Brazilian administrative region, and capital city.

The dataset distinguishes between maps that indicate only presence or absence of the rhotic segment and those that specify its phonetic realizations. All data are aggregated and non-identifiable. No raw interview data or individual speaker information are included. The dataset enables the reproducibility of the analytical procedures described in the article without re-digitizing cartographic images.
DOI: 10.7910/dvn/omc9a4
title: Tokyo VPN Speed Monitor v2
title: VPN Performance and Trust Score Dataset

description: This dataset contains comprehensive VPN performance and trust metrics measured from Tokyo, Japan.

&lt;h3&gt;Version 2 Updates (January 2026)&lt;/h3&gt;
&lt;ul&gt;
&lt;li&gt;Extended measurement period: 52 days (December 9, 2025 - January 30, 2026)&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;NEW:&lt;/strong&gt; Trust Score data - Privacy and security evaluation for 15 VPN providers&lt;/li&gt;
&lt;li&gt;3,075 speed measurements + 1,438 price records + 15 trust evaluations&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;Data Files&lt;/h3&gt;
&lt;ol&gt;
&lt;li&gt;&lt;strong&gt;vpn-speed-data-v2.csv&lt;/strong&gt; - Performance metrics (download, upload, ping, stability, reliability)&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;vpn-price-data-v2.csv&lt;/strong&gt; - Daily pricing in multiple currencies&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;vpn-trust-score-v2.csv&lt;/strong&gt; - Privacy/security scores with detailed rationale&lt;/li&gt;
&lt;/ol&gt;

&lt;h3&gt;Trust Score Criteria (NEW in v2)&lt;/h3&gt;
&lt;ul&gt;
&lt;li&gt;No-log policy verification (15%)&lt;/li&gt;
&lt;li&gt;Third-party audit status (15%)&lt;/li&gt;
&lt;li&gt;Legal jurisdiction (15%)&lt;/li&gt;
&lt;li&gt;Transparency reports (10%)&lt;/li&gt;
&lt;li&gt;Open source availability (10%)&lt;/li&gt;
&lt;li&gt;RAM-only servers (10%)&lt;/li&gt;
&lt;li&gt;Data retention obligations (10%)&lt;/li&gt;
&lt;li&gt;Incident response history (5%)&lt;/li&gt;
&lt;li&gt;Legal response track record (5%)&lt;/li&gt;
&lt;li&gt;Operating years (5%)&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;Live System&lt;/h3&gt;
&lt;ul&gt;
&lt;li&gt;Dashboard: &lt;a href="https://www.blstweb.jp/network/vpn/tokyo-vpn-speed-monitor/"&gt;Tokyo VPN Speed Monitor&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;Source Code: &lt;a href="https://github.com/hmy0210/vpn-stability-ranking"&gt;GitHub Repository&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;Methodology&lt;/h3&gt;
&lt;p&gt;Automated testing using Google Apps Script. Trust Scores generated using Claude API with structured evaluation prompts. All measurements performed from Tokyo, Japan.&lt;/p&gt;

&lt;h3&gt;Use Cases&lt;/h3&gt;
&lt;ul&gt;
&lt;li&gt;VPN performance analysis&lt;/li&gt;
&lt;li&gt;Privacy/security research&lt;/li&gt;
&lt;li&gt;Performance-trust tradeoff studies&lt;/li&gt;
&lt;li&gt;Time-series forecasting&lt;/li&gt;
&lt;li&gt;Consumer decision support&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;License&lt;/h3&gt;
&lt;p&gt;MIT License - Free to use for any purpose including commercial use.&lt;/p&gt;
description: Version History:
- v1.0 (2025-12-30): Initial release with 1,250 speed measurements
- v2.0 (2026-01-30): Extended to 52 days, added Trust Score data

Current Statistics:
- Speed records: 3,075
- Price records: 1,438
- Trust evaluations: 15 VPN providers

Data collection is ongoing. All measurements are automated with zero human intervention.

Infrastructure: Google Apps Script (free tier)
System uptime: 99.8%
Measurement frequency: Speed every 6 hours, Price daily, Trust monthly
description: Google Apps Script, V8 Runtime
DOI: 10.15468/dl.d68kg5
title: Occurrence Download

description: A dataset containing 33077 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Leopardus pardalis"
 ]
}

 The dataset includes 33077 records from 473 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007052-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3rj74q
title: Occurrence Download

description: A dataset containing 19525 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Human Observation)",
 "Continent is Europe",
 "Country is Spain",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Fagus sylvatica"
 ]
}

 The dataset includes 19525 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007051-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tmepfc
title: Occurrence Download

description: A dataset containing 198430 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Ruscus aculeatus)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 }
 ]
}

 The dataset includes 198430 records from 1499 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006935-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17803838
title: Dataset: Optimising Human-in-the-Loop Oversight of GenAI

description: This dataset supports the empirical analysis presented in the paper, which develops an economic optimisation framework for determining optimal Human-in-the-Loop (HITL) oversight levels in Generative AI deployments.
DOI: 10.5281/zenodo.17803837
title: Dataset: Optimising Human-in-the-Loop Oversight of GenAI

description: This dataset supports the empirical analysis presented in the paper, which develops an economic optimisation framework for determining optimal Human-in-the-Loop (HITL) oversight levels in Generative AI deployments.
DOI: 10.15468/dl.pdddm5
title: Occurrence Download

description: A dataset containing 537 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Psolos fuligo"
 ]
}

 The dataset includes 537 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000086-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ueb7e3
title: Occurrence Download

description: A dataset containing 10976 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Hylaeus cruentus, Acamptopoeum, Acamptopoeum colombiense, Acamptopoeum vagans, Coelioxys abdominalis, Megachile concinna, Megachile furcata, Xylocopa muscaria, Ceratina tricolor, Diadasia tropicalis, Melitoma, Euglossa liopoda)"
 ]
}

 The dataset includes 10976 records from 122 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000087-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f2kn62
title: Occurrence Download

description: A dataset containing 8202 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dolichovespula norwegica (Fabricius, 1781)"
 ]
}

 The dataset includes 8202 records from 138 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003428-250214102907787/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dhzkyn
title: Occurrence Download

description: A dataset containing 13223 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Vespula rufa (Linnaeus, 1758)"
 ]
}

 The dataset includes 13223 records from 203 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003416-250214102907787/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3zs964
title: Occurrence Download

description: A dataset containing 259 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Zesius chrysomallus"
 ]
}

 The dataset includes 259 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000088-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.