cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17601610
title: Optical conductivity of layered topological semimetal TaNiTe_5

description: Data for the paper Optical conductivity of layered topological semimetal TaNiTe5.
DOI: 10.15468/dl.stf3u8
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hylodes regius"
 ]
}

 The dataset includes 16 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031187-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17601712
title: Tagging dataset for post-release survival study on pelagic stingray caught as bycatch by french longline fishery in the Gulf of Lion

description: This database contains information collected by each of the tags attached to pelagic stingrays in the Gulf of Lion and released after capture. These data contain information on depth and temperature at different resolutions depending on the type of tag. Once represented, they can be used to analyse changes in these variables and deduce the animal's behaviour.
DOI: 10.5281/zenodo.17601713
title: Tagging dataset for post-release survival study on pelagic stingray caught as bycatch by french longline fishery in the Gulf of Lion

description: This database contains information collected by each of the tags attached to pelagic stingrays in the Gulf of Lion and released after capture. These data contain information on depth and temperature at different resolutions depending on the type of tag. Once represented, they can be used to analyse changes in these variables and deduce the animal's behaviour.
DOI: 10.7914/4e87-j738
title: NT Spiral Array

description: This experiment tests the feasibility of using short-aperture spiral-arm arrays for earthquake and man-made explosion monitoring and subsequent applications in studies of the deep Earth’s interior. 16 broadband sensors were deployed at Warramunga Research Station each recording at 100 Hz.
DOI: 10.15468/dl.zz2mhh
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (, Phoebe baishyae, , , , , , )",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Geometry POLYGON((-180 -90,180 -90,180 90,-180 90,-180 -90))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031190-251025141854904/datasets/export for details.
DOI: 10.5281/zenodo.17601840
title: Class-to-class and properties semantic alignment between the Swedish National Archives schema and Records-in-Contexts Ontology

description: The conceptual class-to-class and properties mapping between the Swedish National Archives schema (RA) to Records-in-Contexts Ontology (RiC-O).
DOI: 10.5281/zenodo.17601841
title: Class-to-class and properties semantic alignment between the Swedish National Archives schema and Records-in-Contexts Ontology

description: The conceptual class-to-class and properties mapping between the Swedish National Archives schema (RA) to Records-in-Contexts Ontology (RiC-O).
DOI: 10.15468/dl.dsybm9
title: Occurrence Download

description: A dataset containing 119 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Austria",
 "DatasetKey is one of (Observation.org, Nature data from around the World, Biodiversitätsdatenbank Salzburg, NABU|naturgucker, International Barcode of Life project (iBOL), ZOBODAT (Zoological Botanical Database), ZFMK Araneae collection, INSDC Sequences, Swiss National Spider Databank, Biodiversitätsdatenbank Nationalpark Gesäuse)",
 "Geometry POLYGON((15.03705 46.62819,15.48142 46.5685,16.03853 46.65472,16.10025 46.81694,16.17118 47.19194,16.12475 47.55008,15.62069 47.77558,15.32887 47.8419,15.02379 47.77558,14.67891 47.76895,14.42688 47.66283,14.31361 47.66184,13.78354 47.76231,13.67079 47.6562,13.52488 47.44396,13.58457 47.29805,13.75536 47.21928,13.77028 46.89348,13.98915 46.88022,14.19475 47.03276,14.40602 46.93128,14.73196 46.9996,14.9044 46.99297,15.03705 46.62819))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Nezara viridula"
 ]
}

 The dataset includes 119 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031191-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tn9tv6
title: Occurrence Download

description: A dataset containing 592 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "TaxonKey is Hechtia texensis"
 ]
}

 The dataset includes 592 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031189-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z74sax
title: Occurrence Download

description: A dataset containing 1737 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Dendropsophus microcephalus"
 ]
}

 The dataset includes 1737 records from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006927-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xtdfc3
title: Occurrence Download

description: A dataset containing 106 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sundasciurus philippinensis"
 ]
}

 The dataset includes 106 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006926-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.20350/digitalcsic/17736
title: MRI raw data

description: The summary is found on the first page of the Excel file (N4S in vivo Results) containing the results of the entire experiment. This sheet includes the coding of the treatments, and the results grouped by treatment, which include neuroscore, infarct volume and oedema, % of LDF change at occlusion and at reperfusion, and initial and final body weight. The results are compiled in an Excel document called 'N4S in vivo Results'.
DOI: 10.5281/zenodo.17706128
title: Indraswari et al Consumer Preferences for Captive-Bred and Wild-Caught Songbirds in Indonesia Dataset

description: This dataset contains survey data and code used to analyse consumer preferences for captive-bred versus wild-caught songbirds in Indonesia. The data include responses from hobbyists and competition participants, detailing their motivations and choice patterns. The dataset supports analyses of market segmentation, behavioral drivers, and the effectiveness of captive breeding as a conservation intervention.
DOI: 10.5281/zenodo.17706129
title: Indraswari et al Consumer Preferences for Captive-Bred and Wild-Caught Songbirds in Indonesia Dataset

description: This dataset contains survey data and code used to analyse consumer preferences for captive-bred versus wild-caught songbirds in Indonesia. The data include responses from hobbyists and competition participants, detailing their motivations and choice patterns. The dataset supports analyses of market segmentation, behavioral drivers, and the effectiveness of captive breeding as a conservation intervention.
DOI: 10.20350/digitalcsic/17734
title: Temporal changes in intensity of bird parasite infections are dependent of latitude in the Western Palearctic
DOI: 10.5281/zenodo.17706135
title: Digital Nomadism: Remote Work Practices and Emerging Forms of Entrepreneurship
DOI: 10.5281/zenodo.17706136
title: Digital Nomadism: Remote Work Practices and Emerging Forms of Entrepreneurship
DOI: 10.15468/dl.xvnf4m
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Annotated checklist of Afrotropical Trogolaphysa Mills, 1938 (Hexapoda: Collembola: Paronellidae) and description of a new species from Madagascar"
 ]
}

 The dataset includes 11 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006928-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hyhh2f
title: Occurrence Download

description: A dataset containing 1196215 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Issue is one of (Coordinate rounded, Geodetic datum invalid, Geodetic datum assumed WGS84, Footprint WKT mismatch, Country derived from coordinates, Continent coordinate mismatch, Continent derived from coordinates, Recorded date mismatch, Recorded date invalid, Taxon match fuzzy, Taxon match higher rank, The scientific name ID was not found in the checklist, The taxon concept ID was not found in the checklist, The taxon ID was not found in the checklist, Elevation min max swapped, Modified date invalid, Identified date invalid, Multimedia URI invalid, References URI invalid, Individual count conflicts with occurrence status, Occurrence status unparsable, Occurrence status inferred from individual count, Multimedia date invalid, Individual count invalid)",
 "OccurrenceStatus is Present",
 "TaxonKey is Dactylis glomerata",
 "Year 1950-2025"
 ]
}

 The dataset includes 1196215 records from 3553 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006898-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d2dv8b
title: Occurrence Download

description: A dataset containing 98 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Echinocystis lobata",
 "Country is Slovenia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 98 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049370-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/12621365
title: Bangla Fraud Message Detection Data Set
DOI: 10.17632/mn8vfr9bw2.1
title: Eggplant_Leaf_Disease_Dataset

description: Description
This dataset, titled Eggplant_Leaf_Disease_Dataset, consists of 3,300 high-resolution images of eggplant (brinjal) leaves classified into six categories. It was developed as part of an academic project by undergraduate students from the Department of Computer Science and Engineering, Netrokona University and Sheikh Hasina University, Bangladesh.

The images are categorized into the following six classes:
- Eggplant Healthy Leaf
- Eggplant Insect Pest Disease
- Eggplant Leaf Spot Disease
- Eggplant Mosaic Virus Disease
- Eggplant Small Leaf Disease
- Eggplant Wilt Disease

Each category includes both original images and augmented images. All images are in JPG format and resized to 512x512 pixels using high-quality LANCZOS interpolation to preserve clarity and detail.

Data Augmentation

To enhance model performance and robustness, the following augmentation techniques were applied using PyTorch’s torchvision library:
- Random Horizontal Flip
- Rotation (±20 degrees)
- Color Jitter (brightness, contrast, saturation, hue)
- Random Resized Crop to 512x512

Use Cases

This dataset is ideal for:
- Image classification tasks
-Transfer learning model fine-tuning
- Data augmentation research
- Academic or student machine learning projects

License

This dataset is published under the Creative Commons Attribution 4.0 International (CC BY 4.0) license. You are free to use, share, and adapt the dataset with proper attribution.
DOI: 10.17632/mn8vfr9bw2.2
title: Eggplant_Leaf_Disease_Dataset

description: Description
This dataset, titled Eggplant_Leaf_Disease_Dataset, consists of 3,300 high-resolution images of eggplant (brinjal) leaves classified into six categories. It was developed as part of an academic project by undergraduate students from the Department of Computer Science and Engineering, Netrokona University, Bangladesh.

The images are categorized into the following six classes:
- Eggplant Healthy Leaf
- Eggplant Insect Pest Disease
- Eggplant Leaf Spot Disease
- Eggplant Mosaic Virus Disease
- Eggplant Small Leaf Disease
- Eggplant Wilt Disease

Each category includes both original images and augmented images. All images are in JPG format and resized to 512x512 pixels using high-quality LANCZOS interpolation to preserve clarity and detail.

Data Augmentation

To enhance model performance and robustness, the following augmentation techniques were applied using PyTorch’s torchvision library:
- Random Horizontal Flip
- Rotation (±20 degrees)
- Color Jitter (brightness, contrast, saturation, hue)
- Random Resized Crop to 512x512

Use Cases

This dataset is ideal for:
- Image classification tasks
-Transfer learning model fine-tuning
- Data augmentation research
- Academic or student machine learning projects

License

This dataset is published under the Creative Commons Attribution 4.0 International (CC BY 4.0) license. You can use, share, and adapt the dataset with proper attribution.
DOI: 10.17632/ztvwbs2ff2.1
title: Spring water quality data from Southern Kerala and Dakshina Kannada (2018–2023)
DOI: 10.17632/vn8ccmr8kx.1
title: LATERAL CEREBELLAR NUCLEUS (LCN) CONTRIBUTION TO MYOCLONUS PATHOGENESIS IN PTZ-KINDLED RATS

description: In recent years, the cerebellum and its nuclei have become an essential target for understanding and suppressing the mechanisms of seizures. Тus, Kros et al. (2015) reported that cerebellar nuclei are potent modulators of thalamocortical network pathological oscillations observed during generalized spike-wave discharges (SWDs) generation. Accordingly, cerebellar nuclei neurons can be identified as therapeutic targets, especially in controlling absence seizures (Kros et al. 2015). Another study showed that single-pulse optogenetic stimulation of cerebellar nuclei disrupted neuronal thalamic oscillations during SWD generation (Rooda et al., 2021). 
Cerebellar crosstalk with forebrain epileptic activity has been well-documented since the sixteenth of the previous century, with a wide range of data showing both suppressive and facilitative characteristics (Akyuz et al., 2021; Zangiabadi et al., 2019; Beckinghausen et al., 2023). Hence, the next steps in clarifying factors contributing to data controversies and the role of cerebellar structures in seizure control are necessary. 
This investigation aims to observe the EEG and behavioral peculiarities of PTZ-kindled manifestations with an emphasis on myoclonus seizure, at early and fully developed stages under LCN electrical stimulation (ES) conditions. 
The male Wistar rats were kindled with pentylenetetrazol (PTZ) (35.0 mg/kg, i.p.) to myoclonus (9-11 PTZ injections) and generalized tonic-clonic seizures (21 PTZ injections). Unilateral ES (100 Hz) was delivered daily for five days after the last kindled PTZ administration, with PTZ seizure testing after ES. Seizures were videotaped, and the severity score was determined in a blinded manner. 
ES of LCN performed at the early stage of kindling facilitated the appearance of myoclonus and increased seizure severity by 30.2% points compared to the control group (H=6.567; p = 0.037) with the spikes frequency generation during the poststimulation period (F(5,42)=15.41, p &lt; 0.001). In fully developed kindling, ES prevented generalized seizure and reduced seizure severity by 27.5% (H=11.058; p = 0.004), while myoclonuses were present with spikes generation in brain structures.
The data obtained showed that repeated ES of LCN at the early stage promoted myoclonic seizures, while in fully PTZ-kindled rats, it suppressed generalized seizure fits, which were substituted with myoclonus. Hence, LCN activity might be facilitative for seizure myoclonus precipitation while suppressive for spreading generalized activity in wider neuronal networks.
DOI: 10.17632/vn8ccmr8kx.2
title: LATERAL CEREBELLAR NUCLEUS (LCN) CONTRIBUTION TO MYOCLONUS PATHOGENESIS IN PTZ-KINDLED RATS

description: In recent years, the cerebellum and its nuclei have become an essential target for understanding and suppressing the mechanisms of seizures. Тus, Kros et al. (2015) reported that cerebellar nuclei are potent modulators of thalamocortical network pathological oscillations observed during generalized spike-wave discharges (SWDs) generation. Accordingly, cerebellar nuclei neurons can be identified as therapeutic targets, especially in controlling absence seizures (Kros et al. 2015). Another study showed that single-pulse optogenetic stimulation of cerebellar nuclei disrupted neuronal thalamic oscillations during SWD generation (Rooda et al., 2021). 
Cerebellar crosstalk with forebrain epileptic activity has been well-documented since the sixteenth of the previous century, with a wide range of data showing both suppressive and facilitative characteristics (Akyuz et al., 2021; Zangiabadi et al., 2019; Beckinghausen et al., 2023). Hence, the next steps in clarifying factors contributing to data controversies and the role of cerebellar structures in seizure control are necessary. 
This investigation aims to observe the EEG and behavioral peculiarities of PTZ-kindled manifestations with an emphasis on myoclonus seizure, at early and fully developed stages under LCN electrical stimulation (ES) conditions. 
The male Wistar rats were kindled with pentylenetetrazol (PTZ) (35.0 mg/kg, i.p.) to myoclonus (9-11 PTZ injections) and generalized tonic-clonic seizures (21 PTZ injections). Unilateral ES (100 Hz) was delivered daily for five days after the last kindled PTZ administration, with PTZ seizure testing after ES. Seizures were videotaped, and the severity score was determined in a blinded manner. 
ES of LCN performed at the early stage of kindling facilitated the appearance of myoclonus and increased seizure severity by 30.2% points compared to the control group (H=6.567; p = 0.037) with the spikes frequency generation during the poststimulation period (F(5,42)=15.41, p &lt; 0.001). In fully developed kindling, ES prevented generalized seizure and reduced seizure severity by 27.5% (H=11.058; p = 0.004), while myoclonuses were present with spikes generation in brain structures.
The data obtained showed that repeated ES of LCN at the early stage promoted myoclonic seizures, while in fully PTZ-kindled rats, it suppressed generalized seizure fits, which were substituted with myoclonus. Hence, LCN activity might be facilitative for seizure myoclonus precipitation while suppressive for spreading generalized activity in wider neuronal networks.
DOI: 10.15159/phytop.147
title: Uljaste

description: Phytoplankton biomass, diversity and abundance in samples collected from Lake Uljaste during the period 1954-2006.
DOI: 10.60635/c3b61g
title: Lake Gatun salinity monitoring

description: Manual and electronic monitoring of salinity in Lake Gatun
 Data collected at the STRI Gamboa Dock and in the lake in front of the BCI docks.
 Data collected manually using a YSI Pro Plus sensor, and a Hobo salinity sensor for continuous monitoring
DOI: 10.34894/nbjj1z
title: NURSES’ AUTONOMY IN INTERACTING WITH RELATIVES THROUGH DIARY WRITING IN THE INTENSIVE CARE UNIT; AN EXPLORATIVE MIXED METHODS STUDY
title: NAIDIC-study

description: Het doel van dit project was om inzicht te verkrijgen in de keuzes die IC-verpleegkundigen maken bij het schrijven in een digitaal dagboek, en in de factoren die hierop van invloed zijn. Daarnaast beoogde het project bij te dragen aan versterking van persoonsgerichte, psychosociale en relationele zorg en verpleegkundige autonomie.
description: If a commercial party wants to express interest in this dataset, they can contact the dataset owner.
DOI: 10.15468/dl.6xpgsh
title: Occurrence Download

description: A dataset containing 3201 records in GBIF matching the query:
SELECT
 '104' AS fish_cell,
 GBIF_MGRSCode(1000, decimalLatitude, decimalLongitude, 0) AS cell, -- NO randomization
 COUNT(DISTINCT speciesKey) AS species_richness
 FROM occurrence
 WHERE hasCoordinate = TRUE
 AND speciesKey IS NOT NULL
 AND NOT ARRAY_CONTAINS(issue, 'ZERO_COORDINATE')
 AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_OUT_OF_RANGE')
 AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_INVALID')
 AND NOT ARRAY_CONTAINS(issue, 'COUNTRY_COORDINATE_MISMATCH')
 AND decimalLatitude &gt;= -16.25916876999866
 AND decimalLatitude &lt;= -12.166598047573723
 AND decimalLongitude &gt;= 45.534006342908626
 AND decimalLongitude &lt;= 51.16237982624578
 AND "year" &gt;= 2015
 AND "year" &lt;= 2026
 AND (coordinateUncertaintyInMeters &lt;= 100 OR coordinateUncertaintyInMeters IS NULL)
 GROUP BY fish_cell, cell

 The dataset's 3201 records were derived from 114 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004853-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16603911
title: Potential for improving micronutrient supply and environmental sustainability by using underutilized crops in China
DOI: 10.5281/zenodo.18339181
title: Potential for improving micronutrient supply and environmental sustainability by using underutilized crops in China
DOI: 10.34894/pmb1b5
title: INTENSIVE CARE FOLLOW-UP SERVICE: DEVELOPING AND IMPLEMENTING A NURSE-LED E-HEALTH INTERVENTION FOR RELATIVES OF INTENSIVE CARE SURVIVORS
title: ICNaVeN

description: The overall program’s aim is to improve the long-term health-related outcomes of ICU survivors’ relatives by developing, pilot-testing, and implementing an e-health intervention in nurse-led ICU follow-up care.
description: If a commercial party wants to express interest in this dataset, they can contact the dataset owner.
DOI: 10.57903/uj/qqw7ol
title: Ionizing radiation resilience: how metabolically active lichens endure exposure to the simulated Mars atmosphere - research data

description: Data accompanying the manuscript entitled “Ionizing radiation resilience: how metabolically active lichens endure exposure to the simulated Mars atmosphere”. Authors: Kaja Skubała, Karolina Chowaniec, Mirosław Kowaliński, Tomasz Mrozek, Jarosław Bąkała, Ewa Latkowska, Beata Myśliwa-Kurdziel. Project: “Life at the edge – a step towards recognizing adaptations of lichens to extreme extraterrestrial conditions” financed by National Science Centre, Poland, Project OPUS 23, number: 2022/45/B/NZ8/01961, PI: Kaja Skubała. The dataset includes two Excel files with physiological and biochemical parameters of the studied lichen samples.
DOI: 10.15468/dl.5hppxn
title: Occurrence Download

description: A dataset containing 223 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Parachauliodes asahinai",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 223 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004885-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.