cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.11051831
title: Linked collectors and determiners for: Lund Botanical Museum (LD).

description: Natural history specimen data linked to collectors and determiners held within, "Lund Botanical Museum (LD)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/aab0cf80-0c64-11dd-84d1-b8a03c50a862 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/aab0cf80-0c64-11dd-84d1-b8a03c50a862. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.10587681
title: Linked collectors and determiners for: Lund Botanical Museum (LD).

description: Natural history specimen data linked to collectors and determiners held within, "Lund Botanical Museum (LD)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/aab0cf80-0c64-11dd-84d1-b8a03c50a862 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/aab0cf80-0c64-11dd-84d1-b8a03c50a862. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.10707459
title: Linked collectors and determiners for: Lund Botanical Museum (LD).

description: Natural history specimen data linked to collectors and determiners held within, "Lund Botanical Museum (LD)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/aab0cf80-0c64-11dd-84d1-b8a03c50a862 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/aab0cf80-0c64-11dd-84d1-b8a03c50a862. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.10874487
title: Linked collectors and determiners for: Lund Botanical Museum (LD).

description: Natural history specimen data linked to collectors and determiners held within, "Lund Botanical Museum (LD)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/aab0cf80-0c64-11dd-84d1-b8a03c50a862 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/aab0cf80-0c64-11dd-84d1-b8a03c50a862. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.13125561
title: Linked collectors and determiners for: Lund Botanical Museum (LD).

description: Natural history specimen data linked to collectors and determiners held within, "Lund Botanical Museum (LD)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/aab0cf80-0c64-11dd-84d1-b8a03c50a862 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/aab0cf80-0c64-11dd-84d1-b8a03c50a862. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.11225720
title: Linked collectors and determiners for: Lund Botanical Museum (LD).

description: Natural history specimen data linked to collectors and determiners held within, "Lund Botanical Museum (LD)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/aab0cf80-0c64-11dd-84d1-b8a03c50a862 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/aab0cf80-0c64-11dd-84d1-b8a03c50a862. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.12614233
title: Linked collectors and determiners for: Lund Botanical Museum (LD).

description: Natural history specimen data linked to collectors and determiners held within, "Lund Botanical Museum (LD)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/aab0cf80-0c64-11dd-84d1-b8a03c50a862 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/aab0cf80-0c64-11dd-84d1-b8a03c50a862. Formatted as a Frictionless Data package.
DOI: 10.15468/dl.tc6vur
title: Occurrence Download

description: A dataset containing 4923 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Geometry POLYGON((9.0643 -2.75791,11.58311 -9.60067,13.80805 -8.17334,15.72514 -9.44674,17.06851 -9.05492,15.85108 -7.44569,14.70363 -6.18628,13.72409 -3.38761,15.41729 -1.79237,15.6132 2.12577,15.12343 2.57356,14.04594 3.25924,11.73703 4.96643,10.43565 6.51969,8.37863 6.23982,8.30866 4.32273,9.16225 3.749,7.8049 -0.64491,9.0643 -2.75791))",
 "OccurrenceStatus is Present",
 "PublishingOrg is one of (66522820-055c-11d8-b84e-b8a03c50a862, 8483a1f0-1032-11db-ae00-b8a03c50a862, 72935bbe-d4ce-4984-90d9-327066c56132, b4640710-8e03-11d8-b956-b8a03c50a862, 9c7737c0-359c-11da-9a82-b8a03c50a862, 609765e0-4ce8-11db-b80e-b8a03c50a862)",
 "TaxonKey is Amphibia",
 "Year 2013-2024"
 ]
}

 The dataset includes 4923 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030701-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13388566
title: Linked collectors and determiners for: Lund Botanical Museum (LD).

description: Natural history specimen data linked to collectors and determiners held within, "Lund Botanical Museum (LD)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/aab0cf80-0c64-11dd-84d1-b8a03c50a862 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/aab0cf80-0c64-11dd-84d1-b8a03c50a862. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.13974676
title: Linked collectors and determiners for: Lund Botanical Museum (LD).

description: Natural history specimen data linked to collectors and determiners held within, "Lund Botanical Museum (LD)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/aab0cf80-0c64-11dd-84d1-b8a03c50a862 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/aab0cf80-0c64-11dd-84d1-b8a03c50a862. Formatted as a Frictionless Data package.
DOI: 10.7910/dvn/a6fmss
title: Executive Agreements Database, Statement Regarding the Agreement Between The United States and Jamaica Amending The Agreement Of September 22, 1988, As Amended, For The Sale Of Agricultural Commodities. Signed At Kingston August 18 & September 12, 1989. Entered Into Force September 12, 1989

description: KAV 1022 cover memo
DOI: 10.5281/zenodo.10874490
title: Linked collectors and determiners for: New genera, species and records of Afrotropical Phaneropterinae (Orthoptera, Tettigoniidae) preserved at the Royal Belgian Institute of Natural Sciences, Bruxelles.

description: Natural history specimen data linked to collectors and determiners held within, "New genera, species and records of Afrotropical Phaneropterinae (Orthoptera, Tettigoniidae) preserved at the Royal Belgian Institute of Natural Sciences, Bruxelles". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/aaba7ff9-05cc-4f7d-aea1-9b3d4dafa6b3 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/aaba7ff9-05cc-4f7d-aea1-9b3d4dafa6b3. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.11051836
title: Linked collectors and determiners for: New genera, species and records of Afrotropical Phaneropterinae (Orthoptera, Tettigoniidae) preserved at the Royal Belgian Institute of Natural Sciences, Bruxelles.

description: Natural history specimen data linked to collectors and determiners held within, "New genera, species and records of Afrotropical Phaneropterinae (Orthoptera, Tettigoniidae) preserved at the Royal Belgian Institute of Natural Sciences, Bruxelles". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/aaba7ff9-05cc-4f7d-aea1-9b3d4dafa6b3 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/aaba7ff9-05cc-4f7d-aea1-9b3d4dafa6b3. Formatted as a Frictionless Data package.
DOI: 10.7910/dvn/mr0nel
title: Executive Agreements Database, Background Statement Concerning the Agreement Between The United States and Hungary Extending The Annex to the air Transport Agreement Of July 12, 1989, As Extended. Exchange Of Notes Act Washington April 27 and June 18, 1998.

description: KAV 5269 cover memo
DOI: 10.5281/zenodo.10587685
title: Linked collectors and determiners for: New genera, species and records of Afrotropical Phaneropterinae (Orthoptera, Tettigoniidae) preserved at the Royal Belgian Institute of Natural Sciences, Bruxelles.

description: Natural history specimen data linked to collectors and determiners held within, "New genera, species and records of Afrotropical Phaneropterinae (Orthoptera, Tettigoniidae) preserved at the Royal Belgian Institute of Natural Sciences, Bruxelles". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/aaba7ff9-05cc-4f7d-aea1-9b3d4dafa6b3 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/aaba7ff9-05cc-4f7d-aea1-9b3d4dafa6b3. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.10707462
title: Linked collectors and determiners for: New genera, species and records of Afrotropical Phaneropterinae (Orthoptera, Tettigoniidae) preserved at the Royal Belgian Institute of Natural Sciences, Bruxelles.

description: Natural history specimen data linked to collectors and determiners held within, "New genera, species and records of Afrotropical Phaneropterinae (Orthoptera, Tettigoniidae) preserved at the Royal Belgian Institute of Natural Sciences, Bruxelles". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/aaba7ff9-05cc-4f7d-aea1-9b3d4dafa6b3 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/aaba7ff9-05cc-4f7d-aea1-9b3d4dafa6b3. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.11225723
title: Linked collectors and determiners for: New genera, species and records of Afrotropical Phaneropterinae (Orthoptera, Tettigoniidae) preserved at the Royal Belgian Institute of Natural Sciences, Bruxelles.

description: Natural history specimen data linked to collectors and determiners held within, "New genera, species and records of Afrotropical Phaneropterinae (Orthoptera, Tettigoniidae) preserved at the Royal Belgian Institute of Natural Sciences, Bruxelles". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/aaba7ff9-05cc-4f7d-aea1-9b3d4dafa6b3 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/aaba7ff9-05cc-4f7d-aea1-9b3d4dafa6b3. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.12614234
title: Linked collectors and determiners for: New genera, species and records of Afrotropical Phaneropterinae (Orthoptera, Tettigoniidae) preserved at the Royal Belgian Institute of Natural Sciences, Bruxelles.

description: Natural history specimen data linked to collectors and determiners held within, "New genera, species and records of Afrotropical Phaneropterinae (Orthoptera, Tettigoniidae) preserved at the Royal Belgian Institute of Natural Sciences, Bruxelles". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/aaba7ff9-05cc-4f7d-aea1-9b3d4dafa6b3 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/aaba7ff9-05cc-4f7d-aea1-9b3d4dafa6b3. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.13125568
title: Linked collectors and determiners for: New genera, species and records of Afrotropical Phaneropterinae (Orthoptera, Tettigoniidae) preserved at the Royal Belgian Institute of Natural Sciences, Bruxelles.

description: Natural history specimen data linked to collectors and determiners held within, "New genera, species and records of Afrotropical Phaneropterinae (Orthoptera, Tettigoniidae) preserved at the Royal Belgian Institute of Natural Sciences, Bruxelles". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/aaba7ff9-05cc-4f7d-aea1-9b3d4dafa6b3 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/aaba7ff9-05cc-4f7d-aea1-9b3d4dafa6b3. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.13974677
title: Linked collectors and determiners for: New genera, species and records of Afrotropical Phaneropterinae (Orthoptera, Tettigoniidae) preserved at the Royal Belgian Institute of Natural Sciences, Bruxelles.

description: Natural history specimen data linked to collectors and determiners held within, "New genera, species and records of Afrotropical Phaneropterinae (Orthoptera, Tettigoniidae) preserved at the Royal Belgian Institute of Natural Sciences, Bruxelles". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/aaba7ff9-05cc-4f7d-aea1-9b3d4dafa6b3 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/aaba7ff9-05cc-4f7d-aea1-9b3d4dafa6b3. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.10587684
title: Linked collectors and determiners for: New genera, species and records of Afrotropical Phaneropterinae (Orthoptera, Tettigoniidae) preserved at the Royal Belgian Institute of Natural Sciences, Bruxelles.

description: Natural history specimen data linked to collectors and determiners held within, "New genera, species and records of Afrotropical Phaneropterinae (Orthoptera, Tettigoniidae) preserved at the Royal Belgian Institute of Natural Sciences, Bruxelles". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/aaba7ff9-05cc-4f7d-aea1-9b3d4dafa6b3 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/aaba7ff9-05cc-4f7d-aea1-9b3d4dafa6b3. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.13388569
title: Linked collectors and determiners for: New genera, species and records of Afrotropical Phaneropterinae (Orthoptera, Tettigoniidae) preserved at the Royal Belgian Institute of Natural Sciences, Bruxelles.

description: Natural history specimen data linked to collectors and determiners held within, "New genera, species and records of Afrotropical Phaneropterinae (Orthoptera, Tettigoniidae) preserved at the Royal Belgian Institute of Natural Sciences, Bruxelles". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/aaba7ff9-05cc-4f7d-aea1-9b3d4dafa6b3 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/aaba7ff9-05cc-4f7d-aea1-9b3d4dafa6b3. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.13734430
title: The data for Prediction of Large Solar Flares Based on SHARP and HED Magnetic Field Parameters

description: The repository includes HED and SHARP Datasets, along with descriptions of the data processing procedures, and the experimental code utilized in our study.

The files named "HED parameters.csv" and "SHARP parameters.csv" represent the raw data of HED and SHARP Datasets, respectively. Each dataset consists of 286 ARs, specifically, each dataset includes 189 C-class flaring ARs, 86 M-class flaring ARs, and 11 X-class flaring ARs. The column name "AR" represents the NOAA AR numbers, the column name "time" represents the time at which the AR samples were acquired, and the column name "level" represents the flare class of the AR. Moreover, in the HED dataset, the column name "energy" represents the "E_{free}", "shear_mean" represents the "\Psi", "uj_mean" represents the "J_{Z}", "uhc_mean" represents the "H_{C}", "GBH_MEAN" represents the "B_{h}", and "ALP_MEAN" represents the "\alpha". In the SHARP dataset, the column names of the other columns correspond to the names of various parameters.

The files named "SHARP_CV.zip" and "HED_CV.zip" represent the ten cross-validation sets that have been normalized and divided using an AR-based cross-validation method.

The data processing procedures are as follows. Since the SHARP and HED parameters have distinct scales and units, they are individually normalized using mean-standard deviation. Subsequently, we set the labels for C-class flaring ARs to the negative class which are equal to 0, and the labels for M/X-class flaring ARs to positive class which are equal to 1. We employ an AR-based cross-validation (CV) method to partition the SHARP and HED datasets with the distribution of the training, validation, and testing sets at a ratio of 60%, 20%, and 20%, respectively. This process is repeated ten times, resulting in ten cross-validation sets in both SHARP datasets (SHARP_CV) and HED datasets (HED_CV), respectively. The column named "level" in the SHARP_CV data and the column named "key" in the HED_CV data represent the labels for the flare classes of the ARs.

The file named "Parameter description and formula of SHARP and HED as well as data division process.pdf" represents the description and formula of SHARP and HED parameters, as well as the procedure for generating 10-fold cross-validation set divisions for the SHARP/HED datasets.

We design five solar flare prediction models leveraging five currently popular deep learning algorithms: Transformer, BiLSTM-Attention, BiLSTM, LSTM-Attention, and LSTM. Moreover, we use the NN model as the baseline model to compare with other deep learning model. The solar flare prediction model used in this paper can be accessed via https://drive.google.com/drive/folders/1n6fXcQdCBogKt6L0aaPFagraFcXmX0fw?usp=drive_link.
DOI: 10.5281/zenodo.10587687
title: Linked collectors and determiners for: A species-level taxonomic review and host associations of Glyptapanteles (Hymenoptera, Braconidae, Microgastrinae) with an emphasis on 136 new reared species from Costa Rica and Ecuador.

description: Natural history specimen data linked to collectors and determiners held within, "A species-level taxonomic review and host associations of Glyptapanteles (Hymenoptera, Braconidae, Microgastrinae) with an emphasis on 136 new reared species from Costa Rica and Ecuador". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/aac1a00b-ceaf-4b69-ad0c-ddb61c09151b using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/aac1a00b-ceaf-4b69-ad0c-ddb61c09151b. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.11051837
title: Linked collectors and determiners for: A species-level taxonomic review and host associations of Glyptapanteles (Hymenoptera, Braconidae, Microgastrinae) with an emphasis on 136 new reared species from Costa Rica and Ecuador.

description: Natural history specimen data linked to collectors and determiners held within, "A species-level taxonomic review and host associations of Glyptapanteles (Hymenoptera, Braconidae, Microgastrinae) with an emphasis on 136 new reared species from Costa Rica and Ecuador". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/aac1a00b-ceaf-4b69-ad0c-ddb61c09151b using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/aac1a00b-ceaf-4b69-ad0c-ddb61c09151b. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.10707463
title: Linked collectors and determiners for: A species-level taxonomic review and host associations of Glyptapanteles (Hymenoptera, Braconidae, Microgastrinae) with an emphasis on 136 new reared species from Costa Rica and Ecuador.

description: Natural history specimen data linked to collectors and determiners held within, "A species-level taxonomic review and host associations of Glyptapanteles (Hymenoptera, Braconidae, Microgastrinae) with an emphasis on 136 new reared species from Costa Rica and Ecuador". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/aac1a00b-ceaf-4b69-ad0c-ddb61c09151b using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/aac1a00b-ceaf-4b69-ad0c-ddb61c09151b. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.10874493
title: Linked collectors and determiners for: A species-level taxonomic review and host associations of Glyptapanteles (Hymenoptera, Braconidae, Microgastrinae) with an emphasis on 136 new reared species from Costa Rica and Ecuador.

description: Natural history specimen data linked to collectors and determiners held within, "A species-level taxonomic review and host associations of Glyptapanteles (Hymenoptera, Braconidae, Microgastrinae) with an emphasis on 136 new reared species from Costa Rica and Ecuador". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/aac1a00b-ceaf-4b69-ad0c-ddb61c09151b using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/aac1a00b-ceaf-4b69-ad0c-ddb61c09151b. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.11225726
title: Linked collectors and determiners for: A species-level taxonomic review and host associations of Glyptapanteles (Hymenoptera, Braconidae, Microgastrinae) with an emphasis on 136 new reared species from Costa Rica and Ecuador.

description: Natural history specimen data linked to collectors and determiners held within, "A species-level taxonomic review and host associations of Glyptapanteles (Hymenoptera, Braconidae, Microgastrinae) with an emphasis on 136 new reared species from Costa Rica and Ecuador". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/aac1a00b-ceaf-4b69-ad0c-ddb61c09151b using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/aac1a00b-ceaf-4b69-ad0c-ddb61c09151b. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.12614237
title: Linked collectors and determiners for: A species-level taxonomic review and host associations of Glyptapanteles (Hymenoptera, Braconidae, Microgastrinae) with an emphasis on 136 new reared species from Costa Rica and Ecuador.

description: Natural history specimen data linked to collectors and determiners held within, "A species-level taxonomic review and host associations of Glyptapanteles (Hymenoptera, Braconidae, Microgastrinae) with an emphasis on 136 new reared species from Costa Rica and Ecuador". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/aac1a00b-ceaf-4b69-ad0c-ddb61c09151b using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/aac1a00b-ceaf-4b69-ad0c-ddb61c09151b. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.13125573
title: Linked collectors and determiners for: A species-level taxonomic review and host associations of Glyptapanteles (Hymenoptera, Braconidae, Microgastrinae) with an emphasis on 136 new reared species from Costa Rica and Ecuador.

description: Natural history specimen data linked to collectors and determiners held within, "A species-level taxonomic review and host associations of Glyptapanteles (Hymenoptera, Braconidae, Microgastrinae) with an emphasis on 136 new reared species from Costa Rica and Ecuador". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/aac1a00b-ceaf-4b69-ad0c-ddb61c09151b using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/aac1a00b-ceaf-4b69-ad0c-ddb61c09151b. Formatted as a Frictionless Data package.