cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.60712/si-id266788.1
title: StrainInfo SI-ID 266788.1

description: StrainInfo dataset 266788 about a strain of Pythium sulcatum. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id266794.1
title: StrainInfo SI-ID 266794.1

description: StrainInfo dataset 266794 about a strain of Curvularia ellisii. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id266823.1
title: StrainInfo SI-ID 266823.1

description: StrainInfo dataset 266823 about a strain of Talaromyces variabilis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id275007.1
title: StrainInfo SI-ID 275007.1

description: StrainInfo dataset 275007 about a strain of Thanatephorus cucumeris. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id275008.1
title: StrainInfo SI-ID 275008.1

description: StrainInfo dataset 275008 about a strain of Thanatephorus cucumeris. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id265549.1
title: StrainInfo SI-ID 265549.1

description: StrainInfo dataset 265549 about a strain of Phyllozyma subbrunnea. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id275009.1
title: StrainInfo SI-ID 275009.1

description: StrainInfo dataset 275009 about a strain of Aspergillus oryzae var. oryzae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.15468/dl.kg6w8v
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hippolysmata amboinensis De Man, 1888"
 ]
}

 The dataset includes 7 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0082954-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60712/si-id265550.1
title: StrainInfo SI-ID 265550.1

description: StrainInfo dataset 265550 about a strain of Pseudohyphozyma bogoriensis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id265552.1
title: StrainInfo SI-ID 265552.1

description: StrainInfo dataset 265552 about a strain of Botrytis aclada. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id265553.1
title: StrainInfo SI-ID 265553.1

description: StrainInfo dataset 265553 about a strain of Microascus trigonosporus var. trigonosporus. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id266934.1
title: StrainInfo SI-ID 266934.1

description: StrainInfo dataset 266934 about a strain of Actinomyces. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id267035.1
title: StrainInfo SI-ID 267035.1

description: StrainInfo dataset 267035 about a strain of Corynascus sepedonium. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id267040.1
title: StrainInfo SI-ID 267040.1

description: StrainInfo dataset 267040 about a strain of Absidia caerulea. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id267045.1
title: StrainInfo SI-ID 267045.1

description: StrainInfo dataset 267045 about a strain of Arachnomyces peruvianus. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id275010.1
title: StrainInfo SI-ID 275010.1

description: StrainInfo dataset 275010 about a strain of Phytophthora cinnamomi. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id275011.1
title: StrainInfo SI-ID 275011.1

description: StrainInfo dataset 275011 about a strain of Rosellinia necatrix. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id275012.1
title: StrainInfo SI-ID 275012.1

description: StrainInfo dataset 275012 about a strain of Aspergillus terreus var. terreus. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id275013.1
title: StrainInfo SI-ID 275013.1

description: StrainInfo dataset 275013 about a strain of Unidentified. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id265554.1
title: StrainInfo SI-ID 265554.1

description: StrainInfo dataset 265554 about a strain of Helicomyces roseus. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id265555.1
title: StrainInfo SI-ID 265555.1

description: StrainInfo dataset 265555 about a strain of Saccharomyces cerevisiae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id267258.1
title: StrainInfo SI-ID 267258.1

description: StrainInfo dataset 267258 about a strain of Unidentified. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id267727.1
title: StrainInfo SI-ID 267727.1

description: StrainInfo dataset 267727 about a strain of Unidentified. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id267848.1
title: StrainInfo SI-ID 267848.1

description: StrainInfo dataset 267848 about a strain of Trichoderma harzianum. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id268037.1
title: StrainInfo SI-ID 268037.1

description: StrainInfo dataset 268037 about a strain of Curvularia australiensis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id275014.1
title: StrainInfo SI-ID 275014.1

description: StrainInfo dataset 275014 about a strain of Unidentified. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id275015.1
title: StrainInfo SI-ID 275015.1

description: StrainInfo dataset 275015 about a strain of Fusarium oxysporum. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id275016.1
title: StrainInfo SI-ID 275016.1

description: StrainInfo dataset 275016 about a strain of Unidentified. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id268279.1
title: StrainInfo SI-ID 268279.1

description: StrainInfo dataset 268279 about a strain of Trichoderma atroviride. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id275017.1
title: StrainInfo SI-ID 275017.1

description: StrainInfo dataset 275017 about a strain of Beauveria bassiana. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id268536.1
title: StrainInfo SI-ID 268536.1

description: StrainInfo dataset 268536 about a strain of Talaromyces helicus var. major. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id268586.1
title: StrainInfo SI-ID 268586.1

description: StrainInfo dataset 268586 about a strain of Coniochaeta lignicola. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id268744.1
title: StrainInfo SI-ID 268744.1

description: StrainInfo dataset 268744 about a strain of Aspergillus tardus. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id275018.1
title: StrainInfo SI-ID 275018.1

description: StrainInfo dataset 275018 about a strain of Phytophthora capsici. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id275019.1
title: StrainInfo SI-ID 275019.1

description: StrainInfo dataset 275019 about a strain of Schwanniomyces vanrijiae var. vanrijiae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.15468/dl.ixehob
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Indonesia",
 "TaxonKey is Musa schizocarpa N.W.Simmonds"
 ]
}

 The dataset includes 11 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003700-180925134338326/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60712/si-id275020.1
title: StrainInfo SI-ID 275020.1

description: StrainInfo dataset 275020 about a strain of Brettanomyces bruxellensis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.15472/a3rczs
title: Vegetación asociada a robledales productores de mielato en Boyacá y Santander

description: El desarrollo de este trabajo pretendió avanzar en la contribución de información de la vegetación asociada a robledales productores de mielato en Boyacá, su diversidad, composición y estructura. Este recurso contiene 497 registros de plantas, abarcando 109 especies. Los datos fueron tomados en 2020 en 6 departamentos de Boyacá y Santander.
DOI: 10.60712/si-id275021.1
title: StrainInfo SI-ID 275021.1

description: StrainInfo dataset 275021 about a strain of Brettanomyces bruxellensis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id275088.1
title: StrainInfo SI-ID 275088.1

description: StrainInfo dataset 275088 about a strain of Hanseniaspora uvarum. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id275089.1
title: StrainInfo SI-ID 275089.1

description: StrainInfo dataset 275089 about a strain of Hanseniaspora uvarum. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id268886.1
title: StrainInfo SI-ID 268886.1

description: StrainInfo dataset 268886 about a strain of Lactarius deliciosus. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id275090.1
title: StrainInfo SI-ID 275090.1

description: StrainInfo dataset 275090 about a strain of Hanseniaspora uvarum. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id269490.1
title: StrainInfo SI-ID 269490.1

description: StrainInfo dataset 269490 about a strain of Euzebya tangerina. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id269723.1
title: StrainInfo SI-ID 269723.1

description: StrainInfo dataset 269723 about a strain of Ascosphaera major. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id269736.1
title: StrainInfo SI-ID 269736.1

description: StrainInfo dataset 269736 about a strain of Rhizoctonia solani. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id275022.1
title: StrainInfo SI-ID 275022.1

description: StrainInfo dataset 275022 about a strain of Brettanomyces bruxellensis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.15468/dl.ee8fgk
title: Occurrence Download

description: A dataset containing 2342 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cymbopogon citratus (DC.) Stapf)"
 ]
}

 The dataset includes 2342 records from 338 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0082949-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18505221
title: CustomMOD-2026.a: A Dataset for Geometry–Physics Guided Manifold Feature Fusion in Automatic Modulation Classification

description: CustomMOD-2026.a Dataset for Automatic Modulation Classification (AMC)

The CustomMOD-2026.a dataset is designed for Automatic Modulation Classification (AMC) tasks, providing high-fidelity synthetic radio signals that closely simulate real-world communication environments. This dataset offers a diverse set of modulation schemes, enabling the evaluation and development of advanced modulation recognition algorithms, particularly those based on deep learning and advanced feature engineering techniques.

Key Features:





Modulation Types (17 Total): Includes a wide range of modulation schemes such as PSK (BPSK, QPSK, 8PSK), QAM (16QAM, 32QAM, 64QAM, 128QAM, 256QAM), APSK (16APSK, 32APSK), FSK (2FSK, 4FSK), CPM (MSK, GMSK), and differential modulation types (OQPSK, π/4-DQPSK).




Signal-to-Noise Ratio (SNR) Range: Covers a broad SNR range from -20 dB to +30 dB with a 2 dB step size, providing varied channel conditions from low to high SNRs.




High-Fidelity Channel Simulation: Signals are subjected to realistic channel impairments including Additive White Gaussian Noise (AWGN), random phase and frequency offsets, and root-raised cosine (RRC) pulse shaping for simulating bandwidth-limited channels.




Data Format: Each signal sample is standardized to 128 samples, with each point represented as a complex I/Q pair stored as floating-point arrays in an HDF5 file. The dataset is structured with:





X: Signal data (samples, 128, 2)




Y: One-hot encoded modulation labels




Z: Corresponding SNR values






Dataset Size:





17 modulation types




26 SNR levels (from -20 to +30)




1,000 samples per modulation/SNR combination




Total of 442,000 samples





Design Goals & Applications:





CustomMOD-2026.a is aimed at bridging the gap between simple idealized datasets and complex real-world signals.




It is particularly suitable for training and testing deep learning-based modulation recognition models (such as CNN, RNN, and Transformer).




The dataset supports research in advanced features, few-shot learning, and model robustness under controlled SNR and dataset conditions.




It provides a standardized platform for developing new feature fusion and model integration strategies.



This dataset will be invaluable for researchers and engineers working on advanced AMC techniques, providing a rich and controlled environment to test and refine modulation recognition algorithms.
DOI: 10.5281/zenodo.18505222
title: CustomMOD-2026.a: A Dataset for Geometry–Physics Guided Manifold Feature Fusion in Automatic Modulation Classification

description: CustomMOD-2026.a Dataset for Automatic Modulation Classification (AMC)

The CustomMOD-2026.a dataset is designed for Automatic Modulation Classification (AMC) tasks, providing high-fidelity synthetic radio signals that closely simulate real-world communication environments. This dataset offers a diverse set of modulation schemes, enabling the evaluation and development of advanced modulation recognition algorithms, particularly those based on deep learning and advanced feature engineering techniques.

Key Features:





Modulation Types (17 Total): Includes a wide range of modulation schemes such as PSK (BPSK, QPSK, 8PSK), QAM (16QAM, 32QAM, 64QAM, 128QAM, 256QAM), APSK (16APSK, 32APSK), FSK (2FSK, 4FSK), CPM (MSK, GMSK), and differential modulation types (OQPSK, π/4-DQPSK).




Signal-to-Noise Ratio (SNR) Range: Covers a broad SNR range from -20 dB to +30 dB with a 2 dB step size, providing varied channel conditions from low to high SNRs.




High-Fidelity Channel Simulation: Signals are subjected to realistic channel impairments including Additive White Gaussian Noise (AWGN), random phase and frequency offsets, and root-raised cosine (RRC) pulse shaping for simulating bandwidth-limited channels.




Data Format: Each signal sample is standardized to 128 samples, with each point represented as a complex I/Q pair stored as floating-point arrays in an HDF5 file. The dataset is structured with:





X: Signal data (samples, 128, 2)




Y: One-hot encoded modulation labels




Z: Corresponding SNR values






Dataset Size:





17 modulation types




26 SNR levels (from -20 to +30)




1,000 samples per modulation/SNR combination




Total of 442,000 samples





Design Goals & Applications:





CustomMOD-2026.a is aimed at bridging the gap between simple idealized datasets and complex real-world signals.




It is particularly suitable for training and testing deep learning-based modulation recognition models (such as CNN, RNN, and Transformer).




The dataset supports research in advanced features, few-shot learning, and model robustness under controlled SNR and dataset conditions.




It provides a standardized platform for developing new feature fusion and model integration strategies.



This dataset will be invaluable for researchers and engineers working on advanced AMC techniques, providing a rich and controlled environment to test and refine modulation recognition algorithms.
DOI: 10.15468/dl.evr3qq
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Satakentia liukiuensis",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 19 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016354-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.