cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17584697
title: Online Resource 2 – Simulated GNSS Time-Series Experiment Dataset for "Adaptive GNSS Anomaly Detection Using a Hybrid Fourier–LSTM Model with Multi-Scale and Type-Specific Fusion"

description: This repository corresponds to Online Resource 2 of the manuscript “Adaptive GNSS Anomaly Detection Using a Hybrid Fourier–LSTM Model with Multi-Scale and Type-Specific Fusion.”It contains the reproducibility package for the simulated GNSS time-series experiments, including Python scripts and configuration files used to generate and evaluate synthetic datasets.

Contents:





hybrid_gnss_synth.py — main script for anomaly-detection experiments on synthetic GNSS-like time series.




outputs/ — subfolders containing experiment results (results.json, benchmark_table.csv, series.npy, labels.npz, etc.).




config_summary.json — parameters defining the synthetic data generation setup.




README.md — environment setup and execution guide.



Environment:Python ≥ 3.9 with dependencies: numpy==1.26.4, torch==2.3.1.

Execution:Run all synthetic experiments with:







 



python hybrid_gnss_synth.py


Outputs include:results.json, benchmark_table.csv, scores_overall.npz, and summary_mean_std.csv, corresponding to the results discussed in the manuscript.
DOI: 10.25549/inscriptifact-ouc110589191
title: Persepolis Fortification Anepigraphic Tablet 0692.102, PFAnep 0692.102

description: [Text Description:] Administrative Text with seals PFUTS 0094, PFUTS 0095s ❧ [Text or Publication Number Note:] PFAnep 0692.102 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Clay tablet with seal impression PFUTS 0094 on obverse, reverse, 0095s on left edge
DOI: 10.25549/inscriptifact-ouc110588073
title: Persepolis Fortification Aramaic Text 194, PFAT 194

description: [Text Description:] Administrative text with seals PFATS 0218; PFS 0142 ❧ [Text or Publication Number Note:] PFAT 194, Bowman 194 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Aramaic ❧ [Physical Object Description:] Clay tablet with incised inscription and ink traces. Seal impressions PFATS 0218 on reverse; PFS 0142 on flat edge.
DOI: 10.25549/inscriptifact-ouc110589184
title: Persepolis Fortification Anepigraphic Tablet 0691.103, PFAnep 0691.103

description: [Text Description:] Administrative Text with seal PFUTS 0091 ❧ [Text or Publication Number Note:] PFAnep 0691.103 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Clay tablet with seal impression PFUTS 0091 on obverse
DOI: 10.25549/inscriptifact-ouc110584945
title: Persepolis Fortification Aramaic Text 125, PFAT 125

description: [Text Description:] Administrative text with seal PFATS 0047 ❧ [Text or Publication Number Note:] PFAT 125, Bowman 125 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Aramaic ❧ [Physical Object Description:] Clay tablet with ink inscription. Seal impression PFATS 0047 on obverse, upper edge, reverse, bottom edge, flat edge.
DOI: 10.25549/inscriptifact-ouc110589175
title: Persepolis Fortification Anepigraphic Tablet 0692.102, PFAnep 0692.102

description: [Text Description:] Administrative Text with seals PFUTS 0094, PFUTS 0095s ❧ [Text or Publication Number Note:] PFAnep 0692.102 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Clay tablet with seal impression PFUTS 0094 on obverse, reverse, 0095s on left edge
DOI: 10.25549/inscriptifact-ouc110584934
title: Persepolis Fortification Aramaic Text 125, PFAT 125

description: [Text Description:] Administrative text with seal PFATS 0047 ❧ [Text or Publication Number Note:] PFAT 125, Bowman 125 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Aramaic ❧ [Physical Object Description:] Clay tablet with ink inscription. Seal impression PFATS 0047 on obverse, upper edge, reverse, bottom edge, flat edge.
DOI: 10.25549/inscriptifact-ouc110589166
title: Persepolis Fortification Anepigraphic Tablet 0692.101, PFAnep 0692.101

description: [Text Description:] Administrative Text with seal PFUTS 0093 ❧ [Text or Publication Number Note:] PFAnep 0692.101 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Clay tablet with seal impression PFUTS 0093 on obverse
DOI: 10.25549/inscriptifact-ouc110584873
title: Persepolis Fortification Aramaic Text 124, PFAT 124

description: [Text Description:] Administrative text with seal PFS 1624s ❧ [Text or Publication Number Note:] PFAT 124, Bowman 124 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Aramaic ❧ [Physical Object Description:] Clay tablet with ink inscription. Seal impression PFS 1624s on upper edge, reverse, bottom edge, flat edge.
DOI: 10.25549/inscriptifact-ouc110584920
title: Persepolis Fortification Aramaic Text 125, PFAT 125

description: [Text Description:] Administrative text with seal PFATS 0047 ❧ [Text or Publication Number Note:] PFAT 125, Bowman 125 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Aramaic ❧ [Physical Object Description:] Clay tablet with ink inscription. Seal impression PFATS 0047 on obverse, upper edge, reverse, bottom edge, flat edge.
DOI: 10.60707/hje7-ny11
title: Bruker microscope FTIR reflectance point measurements of various locations in OREX-803119-100 grouped angular particles.
DOI: 10.25549/inscriptifact-ouc110584871
title: Persepolis Fortification Aramaic Text 124, PFAT 124

description: [Text Description:] Administrative text with seal PFS 1624s ❧ [Text or Publication Number Note:] PFAT 124, Bowman 124 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Aramaic ❧ [Physical Object Description:] Clay tablet with ink inscription. Seal impression PFS 1624s on upper edge, reverse, bottom edge, flat edge.
DOI: 10.25549/inscriptifact-ouc110584913
title: Persepolis Fortification Aramaic Text 124, PFAT 124

description: [Text Description:] Administrative text with seal PFS 1624s ❧ [Text or Publication Number Note:] PFAT 124, Bowman 124 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Aramaic ❧ [Physical Object Description:] Clay tablet with ink inscription. Seal impression PFS 1624s on upper edge, reverse, bottom edge, flat edge.
DOI: 10.15468/dl.f6j8pc
title: Occurrence Download

description: A dataset containing 251 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (China, Hong Kong, Chinese Taipei, Macao)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Arisaema amurense Maxim."
 ]
}

 The dataset includes 251 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013092-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15129/1ba7706d-534b-4292-ae6c-a0a562bc66c0
title: Data for: "Quasi-industrial accelerated testing of a HIPIMS deposited nano-layered CrAlYN/CrN coating for improving hot forging die life of nitrided H13 steel"

description: Data collected for the study described in this paper.
DOI: 10.48597/bbba-a29r
title: Measurement of Inorganics in air and particle phase at Starina

description: Measurement of Inorganics in air and particle phase at Starina
DOI: 10.48597/bs3z-4qbv
title: Measurement of Inorganics in air and particle phase at Starina

description: Measurement of Inorganics in air and particle phase at Starina
DOI: 10.48597/c75m-wv78
title: Measurement of Inorganics in air and particle phase at Starina

description: Measurement of Inorganics in air and particle phase at Starina
DOI: 10.48597/dndg-a86w
title: Measurement of Inorganics in air and particle phase at Starina

description: Measurement of Inorganics in air and particle phase at Starina
DOI: 10.48597/e35f-3fhn
title: Measurement of Inorganics in air and particle phase at Starina

description: Measurement of Inorganics in air and particle phase at Starina
DOI: 10.48597/madz-jdbh
title: Measurement of Inorganics in air and particle phase at Starina

description: Measurement of Inorganics in air and particle phase at Starina
DOI: 10.48597/sdcb-s34x
title: Measurement of Inorganics in air and particle phase at Starina

description: Measurement of Inorganics in air and particle phase at Starina
DOI: 10.48597/v34p-5enu
title: Measurement of Inorganics in air and particle phase at Starina

description: Measurement of Inorganics in air and particle phase at Starina
DOI: 10.15468/dl.j2u22b
title: Occurrence Download

description: A dataset containing 43 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Zuvanda crenulata (DC.) Askerova)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 43 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0076151-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yb8f5c
title: Occurrence Download

description: A dataset containing 1495 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Fibigia clypeata (L.) Medik.)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1495 records from 81 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0076152-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.11577456
title: AeroRunway

description: AeroRunway: Diverse Weather and Time-of-Day Aerial Dataset for Autonomous Landing Training

These synthetic images were collected mostly in variable weather conditions above 5000 feet, mostly to supplement existing satellite imagery that can be used for extreme situations. This dataset was created from 28 different airports in different weather conditions such as foggy and rainy, at different times of the day, such as day and night, and consists of 3880 images and is approximately 13.3 GB in size.
DOI: 10.5281/zenodo.11577457
title: AeroRunway

description: AeroRunway: Diverse Weather and Time-of-Day Aerial Dataset for Autonomous Landing Training

These synthetic images were collected mostly in variable weather conditions above 5000 feet, mostly to supplement existing satellite imagery that can be used for extreme situations. This dataset was created from 28 different airports in different weather conditions such as foggy and rainy, at different times of the day, such as day and night, and consists of 3880 images and is approximately 13.3 GB in size.
DOI: 10.25919/fshz-tq53
title: Ecosystem classification and conceptual models for the Western Australian Wheatbelt. A data collection from the Regional Ecosystem Accounting Pilot projects

description: This is a collection that describes conceptual ecosystem models for the WA Wheatbelt that are supplementary information used for interpretation of ecosystem accounts developed in Project 1: Ecosystem Accounting Pilots for Agricultural and Mixed-Use Landscapes in the REAP. The ecosystem accounts for Project 1 cover all or part of the time series from 1988 to 2020. A second data collection describes conceptual ecosystem models for the Flinders, Norman and Gilbert river catchments, the other pilot region in Project 1 (Richards et al. 2023, https://data.csiro.au/collection/csiro:57828).

This data collection comprises the following elements: a methods report document (which includes a description of methods used to generate conceptual models and expert-derived condition scores, a text summary of the models (including ecosystem states and transitions), a table of expert-derived condition scores and a summary of limitations and lessons learned); PowerPoint files containing diagrams and photographs of each model; Excel files containing descriptions and quantities for attributes related to structure, function and composition of each conceptual model; an Excel file of transitions between ecosystem states; an Excel file of individual expert condition scores.
DOI: 10.15468/dl.qcae3a
title: Occurrence Download

description: A dataset containing 1567 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Larix lyallii Parl."
 ]
}

 The dataset includes 1567 records from 71 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0076154-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.at868k
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "StateProvince is Qinghai",
 "TaxonKey is Buteo lagopus (Pontoppidan, 1763)"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0076156-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.11610682
title: Data to accompany "Evaluation of Spatial Audio Reproduction Methods (Part 2): Analysis of Listener Preference", J. AES, 2016

description: This work was supported by the EPSRC Programme Grant S3A: Future Spatial Audio for an Immersive Listener Experience at Home (EP/L000539/1). Details about the data underlying this work, along with the terms for data access, are available from http://dx.doi.org/10.15126/surreydata.00809533

If you use the data, please cite the following paper:

J. Francombe, T. Brookes, and R. Mason, 2016: Evaluation of Spatial Audio Reproduction Methods (Part 2): Analysis of Listener Preference. Journal of the Audio Engineering Society
DOI: 10.5281/zenodo.11610683
title: Data to accompany "Evaluation of Spatial Audio Reproduction Methods (Part 2): Analysis of Listener Preference", J. AES, 2016

description: This work was supported by the EPSRC Programme Grant S3A: Future Spatial Audio for an Immersive Listener Experience at Home (EP/L000539/1). Details about the data underlying this work, along with the terms for data access, are available from http://dx.doi.org/10.15126/surreydata.00809533

If you use the data, please cite the following paper:

J. Francombe, T. Brookes, and R. Mason, 2016: Evaluation of Spatial Audio Reproduction Methods (Part 2): Analysis of Listener Preference. Journal of the Audio Engineering Society
DOI: 10.15468/dl.vjfqd5
title: Occurrence Download

description: A dataset containing 167 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Larix principis-rupprechtii Mayr"
 ]
}

 The dataset includes 167 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0076157-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hupue3
title: Occurrence Download

description: A dataset containing 220172 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Arabidopsis thaliana (L.) Heynh.)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 220172 records from 1555 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0076153-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15241230
title: Hyperspectral Data for SOM Analysis

description: Contained within the ZIP file mars_minerals.zip is:





A single raw CRISM TER3 dataset and associated files in the folder "Raw TER3 Data". These datafiles are available online via Mars Orbital Data Explorer - Product Search.




Processed Summary Products derived for the same TER3 dataset, stored as layers within an HDF5 (.h5) file in the folder "Converted TER3 Data"




Trained SOM maps corresponding to specific CRISM Target IDs, as indicated in the file name format: <Target ID>_X_Y where X and Y are the number of rows and columns in the SOM map.



The GitHub location for the Python is stored at sydney-machine-learning/mars-minerals/SOM_Model
DOI: 10.5281/zenodo.15241231
title: Hyperspectral Data for SOM Analysis

description: Contained within the ZIP file mars_minerals.zip is:





A single raw CRISM TER3 dataset and associated files in the folder "Raw TER3 Data". These datafiles are available online via Mars Orbital Data Explorer - Product Search.




Processed Summary Products derived for the same TER3 dataset, stored as layers within an HDF5 (.h5) file in the folder "Converted TER3 Data"




Trained SOM maps corresponding to specific CRISM Target IDs, as indicated in the file name format: <Target ID>_X_Y where X and Y are the number of rows and columns in the SOM map.



The GitHub location for the Python is stored at sydney-machine-learning/mars-minerals/SOM_Model
DOI: 10.6084/m9.figshare.27932868
title: <b>Proteomic profiles of seminal plasma in individuals with Secondary Infertility: insights into the involvement of oxidative stress</b>

description: Pooled samples from controls (n=10), patients with secondary infertility (n=10), and fertile men with high oxidative stress (n=10) were used for proteomic analysis. Equal protein concentrations (15 mg/mL) from each sample were used to normalize the groups and account for biological variability.Proteomic profiling of seminal plasma was conducted using a Finnigan LTQ linear ion trap mass spectrometer (LC-MS/MS system). Peptides were fractionated by injecting 5 μL into a high-performance liquid chromatography (HPLC) column (Phenomenex Jupiter C18 reversed-phase capillary chromatography column). Fractions were eluted in acetonitrile/0.1% formic acid at a flow rate of 0.25 μL/min and introduced online to the mass spectrometer. The micro-electrospray ion source was operated at 2.5 kV, and a full spectral scan was performed using the data-dependent multitask capabilities of the instrument to determine peptide molecular weights and amino acid sequences.Proteins were identified using various databases, including Proteome Discoverer version 1.4.1.288, Mascot (version 2.3.02; Matrix Science, London, UK), Sequest (version 1.4.0.288; Thermo Fisher Scientific, San Jose, CA, USA), and X! Tandem (The GPM, thegpm.org; version CYCLONE [2010.12.01.1]). Scaffold (version 4.0.6.1; Proteome Software Inc., Portland, OR, USA) was used for validation. Peptide identification utilised a confidence threshold of 95.0% (Eng et al., 1994), and protein identification adhered to stringent criteria with a 99.0% probability threshold, ensuring a false detection rate (FDR) below 1.0% and requiring at least two identified peptides per protein. The Protein Prophet algorithm (Serang and Noble, 2012) was used to assess the protein probabilities. Gene ontology (GO) terms from the National Centre for Biotechnology Information (NCBI; retrieved on 21 October 2013) was used to augment protein identification.
DOI: 10.21233/s05x-2v09
title: Dawson Locality 76 [LaVj-VP-76] aka "Hunker Creek" vertebrate fauna dataset

description: Raw data for the Dawson Locality 76 [LaVj-VP-76] aka "Hunker Creek" vertebrate fauna dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/dth1-9s10
title: CHUS16 pollen surface sample dataset

description: Raw data for the CHUS16 pollen surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.15468/dl.vdhxd3
title: Occurrence Download

description: A dataset containing 3972 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((77.22922 28.71249,77.22757 28.69958,77.23169 28.66827,77.24377 28.65921,77.24652 28.62735,77.25751 28.59164,77.26602 28.57681,77.28717 28.53644,77.32425 28.55676,77.31875 28.56033,77.27124 28.63009,77.26739 28.65069,77.25476 28.66608,77.25366 28.68805,77.25696 28.7048,77.22922 28.71249))",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Antigone antigone (Linnaeus, 1758), Aythya nyroca (Güldenstädt, 1770), Aythya baeri (Radde, 1863), Aythya ferina (Linnaeus, 1758), Marmaronetta angustirostris (Ménétries, 1832), Mycteria leucocephala (Pennant, 1769), Anhinga melanogaster Pennant, 1769)",
 "Year 1000-2025"
 ]
}

 The dataset includes 3972 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022824-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21233/rc16-fq24
title: Laguna Zurita pollen dataset

description: Raw data for the Laguna Zurita pollen dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.15468/dl.mvp2tc
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Heliconius nattereri C.Felder & R.Felder, 1865"
 ]
}

 The dataset includes 9 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022825-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.