cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.vcy994
title: Occurrence Download

description: A dataset containing 8522 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Ehrharta erecta Lam.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 8522 records from 59 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009780-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4x6vs7
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Erysimum bulgaricum Ancev & Polatschek"
 ]
}

 The dataset includes 26 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0062310-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4j355c
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "Geometry POLYGON((79.38364 49.41904,86.01938 49.41904,87.0459 54.44824,78.06824 54.59656,79.38364 49.41904))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Canis lupus Linnaeus, 1758"
 ]
}

 The dataset includes 12 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0122126-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5bekra
title: Occurrence Download

description: A dataset containing 52181 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Antarctic Plant Database"
 ]
}

 The dataset includes 52181 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018202-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b38sdu
title: Occurrence Download

description: A dataset containing 842 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Scorzoneroides carpetana (Lange) Greuter",
 "HasCoordinate is true",
 "Continent is Europe",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2000",
 "CoordinateUncertaintyInMeters is less than 10000"
 ]
}

 The dataset includes 842 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006028-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dpfavz
title: Occurrence Download

description: A dataset containing 30627 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "Geometry POLYGON((-122.07104 49.04042,-121.4186 49.04042,-121.4186 49.28177,-122.07104 49.28177,-122.07104 49.04042))",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 30627 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041786-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wbhygq
title: Occurrence Download

description: A dataset containing 7887 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Notechis Boulenger, 1896"
 ]
}

 The dataset includes 7887 records from 64 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018170-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wa3rbd
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ammannia dinteri (Koehne) S.A.Graham & Gandhi"
 ]
}

 The dataset includes 16 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006008-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f0pvjr
title: Occurrence Download

description: A dataset containing 386537 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Country is Sweden",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "Country is France",
 "Country is Netherlands",
 "Country is Germany",
 "Country is Belgium",
 "Country is Spain",
 "Country is Italy",
 "Country is Portugal",
 "Country is Poland",
 "Country is Norway",
 "Country is Finland",
 "Country is Estonia",
 "Country is Lithuania",
 "Country is Latvia",
 "Country is Denmark",
 "Country is Ireland",
 "Country is Luxembourg",
 "Country is Austria",
 "Country is Switzerland",
 "Country is Croatia",
 "Country is Greece",
 "Country is Bulgaria",
 "Country is Hungary",
 "Country is North Macedonia",
 "Country is Czechia",
 "Country is Slovenia",
 "Country is Slovakia",
 "Country is Cyprus",
 "Country is Malta",
 "Country is Romania",
 "Country is Serbia",
 "Country is Bosnia and Herzegovina",
 "Country is Montenegro",
 "Country is Albania"
 ]
 },
 "Year 2000-2019",
 "TaxonKey is Reptilia"
 ]
}

 The dataset includes 386537 records from 719 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018165-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.785hm3
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ammannia mossambicensis (A.Fern. & Diniz) S.A.Graham & Gandhi"
 ]
}

 The dataset includes 16 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006067-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fztoiz
title: Occurrence Download

description: A dataset containing 508547 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Indonesia",
 "Year 2000-2019",
 "Geometry POLYGON((90.95531 -13.24756,142.28344 -13.24756,142.28344 7.27490,90.95531 7.27490,90.95531 -13.24756))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 508547 records from 240 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018176-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.quhdvr
title: Occurrence Download

description: A dataset containing 231 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ammannia involucrata S.A.Graham & Gandhi"
 ]
}

 The dataset includes 231 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006042-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b7d0ih
title: Occurrence Download

description: A dataset containing 7296 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Sweden",
 "HasCoordinate is true",
 "TaxonKey is Lamium amplexicaule L.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 7296 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018172-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rad7vw
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ammannia heterophylla (H.Perrier) S.A.Graham & Gandhi"
 ]
}

 The dataset includes 10 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006034-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25505/fiz.icsd.cc2k0tw9
title: CSD 2354291: Experimental Crystal Structure Determination

description: Related Article: Alaei|2024|ICSD Communication|||
description: An entry from the Inorganic Crystal Structure Database, the world’s repository for inorganic crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the joint CCDC and FIZ Karlsruhe Access Structures service and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.15468/dl.emgjwt
title: Occurrence Download

description: A dataset listing the 3312732 species recorded in GBIF matching the query:
{
 "OccurrenceStatus" : [
 "is Present"
 ]
}

 The dataset's 3312732 records were derived from 37659 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0343653-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/k5jr-9p59
title: "A self-powered and temperature-sensitive photodetector based on VO2 films with novel characteristics of dark current"

description: "device structure and the photodark current"
DOI: 10.17632/959whsbc6v
title: Bangladesh Multi-Disease Retinal Dataset (BMRD)

description: This Dataset contains 1786 original color fundus images of Diabetic Retinopathy (DR), Age related Macular Degeneration (AMD) and Glaucoma Sight threatening Eye Diseases. These eye images were collected from three renowned Eye Hospitals of Bangladesh namely Khulna Eye Hospital & Laser Center Limited, Khulna BNSB Eye Hospital, Shiromoni and Anwer Khan Modern Medical College Hospital, Dhaka, Bangladesh. The images were collected and categorized under the supervision of three Ophthalmologists. DR, Glaucoma were categorized into four levels and AMD was categorized into three levels according to their severity levels. The Levels indicate the severeness of the disease and the treatment scales needed for the patients which will be beneficial for the medical experts for diagnosis.
DOI: 10.17632/959whsbc6v.1
title: Bangladesh Multi-Disease Retinal Dataset (BMRD)

description: This Dataset contains 1786 original color fundus images of Diabetic Retinopathy (DR), Age related Macular Degeneration (AMD) and Glaucoma Sight threatening Eye Diseases. These eye images were collected from three renowned Eye Hospitals of Bangladesh namely Khulna Eye Hospital & Laser Center Limited, Khulna BNSB Eye Hospital, Shiromoni and Anwer Khan Modern Medical College Hospital, Dhaka, Bangladesh. The images were collected and categorized under the supervision of three Ophthalmologists. DR, Glaucoma were categorized into four levels and AMD was categorized into three levels according to their severity levels. The Levels indicate the severeness of the disease and the treatment scales needed for the patients which will be beneficial for the medical experts for diagnosis.
DOI: 10.17632/46935ny6vz
title: Bio-oil Yield from Biomass and Plastic Co-pyrolysis Based on Condensation Conditions

description: This dataset contains machine learning prediction data related to the co-pyrolysis of biomass and plastics. The input features included are the approximate analysis and final analysis of biomass and the final analysis of plastics, pyrolysis conditions (pyrolysis temperature, pyrolysis time, heating rate) and raw material ratios.
DOI: 10.17632/46935ny6vz.2
title: Bio-oil Yield from Biomass and Plastic Co-pyrolysis Based on Condensation Conditions

description: This dataset contains machine learning prediction data related to the co-pyrolysis of biomass and plastics. The input features included are the approximate analysis and final analysis of biomass and the final analysis of plastics, pyrolysis conditions (pyrolysis temperature, pyrolysis time, heating rate) and raw material ratios.
DOI: 10.5281/zenodo.17241923
title: Experimental Setups and Results for "BiasCast: Learning and adjusting real time biases from meteorological forecasts to enhance runoff predictions"

description: Version 1.0: Please be aware that this version of the dataset is NOT the final revised one! The paper is currently still in progress.



This record contains the complete experimental setup and test results for the paper "BiasCast: Learning and adjusting real time biases from meteorological forecasts to enhance runoff predictions".


Data Structure

1. Baseline - Reference models trained on a standard CUDA LSTM



Forecast - models using forecast data only

Reanalysis- models using reanalysis data only

ForecastAndReanalysis - models combinining forecast and reanalysis data sources


2. CrossDomain - Cross domain evaluation experiments based on CUDA LSTM



CrossDomain_Reanalysis - model trained on 5 reanalysis variables

CrossDomain_Forecast - model from the CrossDomain_Reanalysis infered with same variables from forecast data source


3. Encoder_Decoder_LSTM - Handoff forecasting architecture



Variants with/ without discharge (q) as input in the hindcast model phase

Simple and Complex embedding configurations

RA (Reanalysis) and FCRA (Forecast+Reanalysis) input combinations in the hindcast phase of the model


4. Sequential_Forecast_LSTM - Sequential LSTM architecture



Variants with/ without discharge (q) as input in the hindcast model phase

Simple and Complex embedding configurations

RA (Reanalysis) and FCRA (Forecast+Reanalysis) input combinations in the hindcast phase of the model


5. TransferLearning - Domain adaption experiments



TL_AllWeights - Transfer of all model weights

TL_EmbeddingNet - Retraining only embedding net while all other weights are frozen


File Types and Contents



config.yml - Model configuration and hyperparameters

best_model.pt - Trained PyTorch model weights

train_data/train_data_scaler.yml - Data normalization parameters

test/best_model/ - Test results



test_metrics.csv - Per-basin performance metrics (NSE, KGE for 451 basins)

test_results.p - Detailed prediction results (pickle format)




Usage notes

For a detailled description on how to run the experiments, we refer to the BiasCast GitHub repo

Data requirements

Models require access to the Extended LamaH-CE dataset with meteorological forcings and catchment attributes

Citation

When using this data or a pre-trained model, we kindly ask you to cite the associated paper: "BiasCast: Learning and adjusting real time biases from meteorological forecasts to enhance runoff predictions"
DOI: 10.15468/dl.jtjqnr
title: Occurrence Download

description: A dataset containing 56357 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Galliformes)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((-90 -60,-60 -60,-60 -30,-90 -30,-90 -60))"
 ]
}

 The dataset includes 56357 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057636-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/szn2bzsxc3
title: Improve frozen-thawing goat epididymal spermatozoa quality through Prosopis farcta and Rosa canina with trehalose sugar

description: Cryopreservation, although useful for semen preservation, has several undesirable effects on semen quality. Therefore, this study aimed to evaluate the impact of R. canina and P. farcta supplemented with trehalose sugar on the quality of goat epididymal sperm. This study consisted of two experiments in which 48 testes were collected from 24 healthy buck goats aged 2-3 years. In the first experiment, 150 µg/ml of R. canina level improved viability, acrosomal and plasma membrane integrity, lipid peroxidation (LPO), DNA fragmentation, and motility in frozen-thawed sperms (P &lt; 0.05). Also, 150 µg/ml of P. farcta ethanolic extract improved sperm viability, acrosomal and plasma membrane integrity, LPO, DNA fragmentation, and motility compared to the control group in the freezing-thawing process (P&lt;0.05). In the second experiment, including 150 µg/ml P. farcta alone, with 100 mM trehalose, or with 150 µg/ml R. canina, increased sperm viability, acrosomal and plasma membrane integrity, and motility (P&lt;0.05). It decreased LPO and DNA fragmentation levels in frozen-thawed epididymal goats' spermatozoa (P&lt;0.05). In conclusion, adding 150 µg/ml of ethanolic extract of R. canina or P. farcta to a basic extender can improve sperm viability, acrosomal and plasma membrane integrity, LPO, DNA fragmentation, and motility. Furthermore, the inclusion of 150 µg/ml P. farcta alone or with 100 mM trehalose, or in combination with 150 µg/ml R. canina, can optimize the basic extender for goat sperm cryopreservation, thereby further enhancing the quality of frozen-thawed sperm and improving the success rate of artificial insemination and the production of normal embryos.
DOI: 10.17632/szn2bzsxc3.1
title: Improve frozen-thawing goat epididymal spermatozoa quality through Prosopis farcta and Rosa canina with trehalose sugar

description: Cryopreservation, although useful for semen preservation, has several undesirable effects on semen quality. Therefore, this study aimed to evaluate the impact of R. canina and P. farcta supplemented with trehalose sugar on the quality of goat epididymal sperm. This study consisted of two experiments in which 48 testes were collected from 24 healthy buck goats aged 2-3 years. In the first experiment, 150 µg/ml of R. canina level improved viability, acrosomal and plasma membrane integrity, lipid peroxidation (LPO), DNA fragmentation, and motility in frozen-thawed sperms (P &lt; 0.05). Also, 150 µg/ml of P. farcta ethanolic extract improved sperm viability, acrosomal and plasma membrane integrity, LPO, DNA fragmentation, and motility compared to the control group in the freezing-thawing process (P&lt;0.05). In the second experiment, including 150 µg/ml P. farcta alone, with 100 mM trehalose, or with 150 µg/ml R. canina, increased sperm viability, acrosomal and plasma membrane integrity, and motility (P&lt;0.05). It decreased LPO and DNA fragmentation levels in frozen-thawed epididymal goats' spermatozoa (P&lt;0.05). In conclusion, adding 150 µg/ml of ethanolic extract of R. canina or P. farcta to a basic extender can improve sperm viability, acrosomal and plasma membrane integrity, LPO, DNA fragmentation, and motility. Furthermore, the inclusion of 150 µg/ml P. farcta alone or with 100 mM trehalose, or in combination with 150 µg/ml R. canina, can optimize the basic extender for goat sperm cryopreservation, thereby further enhancing the quality of frozen-thawed sperm and improving the success rate of artificial insemination and the production of normal embryos.
DOI: 10.17632/fzd7b6nrbm
title: Data Interview Optimization of Coffee Supply Chain and Logistics Using Blockchain Technology

description: This data served as interview data to validate issues occurring in the coffee supply chain and logistics. Researchers conducted interviews in Lampung and Jakarta.
DOI: 10.17632/fzd7b6nrbm.2
title: Data Interview Optimization of Coffee Supply Chain and Logistics Using Blockchain Technology

description: This data served as interview data to validate issues occurring in the coffee supply chain and logistics. Researchers conducted interviews in Lampung and Jakarta.
DOI: 10.17632/3dgjpdgshz
title: Vasudevarao Allu

description: Prof. Vasudeva Rao Allu

Professor 

Department of Mathematics

School of Basic Sciences 

Indian Institute of Technology Bhubaneswar, 

 Odisha (State), PIN-752050, India.

Office: +91-674-713-5428

Mobile No: 09564165479

http://www.iitbbs.ac.in/profile.php/vasura/
DOI: 10.15468/dl.yf7z2y
title: Occurrence Download

description: A dataset containing 640035 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Lycopodiaceae)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 640035 records from 1413 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057657-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/3dgjpdgshz.1
title: Vasudevarao Allu

description: Prof. Vasudeva Rao Allu

Professor 

Department of Mathematics

School of Basic Sciences 

Indian Institute of Technology Bhubaneswar, 

 Odisha (State), PIN-752050, India.

Office: +91-674-713-5428

Mobile No: 09564165479

http://www.iitbbs.ac.in/profile.php/vasura/
DOI: 10.17632/vpmcrfx3y8.1
title: Three Distinct Clinical Phenotypes of Immunotherapy-Induced Bullous Pemphigoid Predict Divergent Treatment Responses and Outcomes

description: Figure 2: Nodular-erosive type: Firm, dark brown to skin-colored nodules with characteristic surface ulcerations and crusting on the lower extremities.
Figure 3: Therapeutic Approach Distribution Among ICI-BP Subtypes
Figure Legend: This analysis reveals distinct treatment response profiles across ICI-BP subtypes. The bullous type showed optimal response to glucocorticoid monotherapy (80% of cases), while the edematous erythema-bullous type predominantly required combination regimens (55.6% GCs+MTX, 22.2% GCs+MTX+IVIG). The nodular-erosive type displayed an intermediate pattern, with 75% managed by GCs alone and 25% requiring GCs+MTX+IVIG. 
Abbreviation: Edematous erythema-bullous type, EEB type; methotrexate,MTX; GCs: Glucocorticoid; IVIG: Intravenous immunoglobulin; 
Figure 4
(A). Initial Steroid Doses Across Clinical Subtypes (mg)
Figure Legend: The analysis revealed significant differences in initial steroid requirements: spontaneous BP (30 mg), edematous erythema-bullous type (48 mg), nodular-erosive type (43 mg), and bullous type (30 mg).
(B). Comparison of Initial Steroid Doses Between Immune Checkpoint Inhibitor-Induced Bullous Pemphigoid and Spontaneous Bullous Pemphigoid.
Figure Legend: The scatter plot demonstrates significantly higher initial steroid doses in immune-related BP (edematous erythema-bullous + nodular-erosive subtypes) versus spontaneous BP (mean methylprednisolone 40 mg vs 30 mg; P=0.0446). 
Abbreviation：Edematous erythema-bullous type, EEB type