cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.9dwtx4
title: Occurrence Download

description: A dataset containing 529 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gabonius ngouniensis (Pellegr.) Mackinder & Wieringa"
 ]
}

 The dataset includes 529 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000509-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gerol6
title: Occurrence Download

description: A dataset containing 951 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Literature Occurrence",
 "BasisOfRecord is Specimen"
 ]
 },
 "HasCoordinate is true",
 "TaxonKey is Peromyscus yucatanicus J.A.Allen & Chapman, 1897",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 951 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009743-170826194755519/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3rfw4u
title: Occurrence Download

description: A dataset containing 76 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Geokichla interpres (Temminck, 1828)"
 ]
}

 The dataset includes 76 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038697-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.76t4ei
title: Occurrence Download

description: A dataset containing 57770776 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Sweden",
 {
 "or" : [
 "Issue is Coordinate rounded",
 "Issue is Geodetic datum assumed WGS84",
 "Issue is Coordinate reprojected",
 "Issue is Country derived from coordinates"
 ]
 },
 "TaxonKey is Aves"
 ]
}

 The dataset includes 57770776 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006353-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s4bdek
title: Occurrence Download

description: A dataset containing 238 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Megophrys microstoma (Boulenger, 1903)"
 ]
}

 The dataset includes 238 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048384-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kx9hjm
title: Occurrence Download

description: A dataset containing 543 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Myiagra ferrocyanea E.P.Ramsay, 1879"
 ]
}

 The dataset includes 543 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038670-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qmaqda
title: Occurrence Download

description: A dataset containing 203149 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Sri Lanka",
 {
 "or" : [
 "Issue is Coordinate rounded",
 "Issue is Geodetic datum assumed WGS84",
 "Issue is Coordinate reprojected",
 "Issue is Country derived from coordinates"
 ]
 },
 "TaxonKey is Aves"
 ]
}

 The dataset includes 203149 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006339-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.anc8ap
title: Occurrence Download

description: A dataset containing 735 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Craugastor montanus (Taylor, 1942)"
 ]
}

 The dataset includes 735 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048390-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.88rrsc
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Embelia luzoniensis Merr."
 ]
}

 The dataset includes 6 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038669-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vwu1mq
title: Occurrence Download

description: A dataset containing 25979 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Palau",
 {
 "or" : [
 "Issue is Coordinate rounded",
 "Issue is Geodetic datum assumed WGS84",
 "Issue is Coordinate reprojected",
 "Issue is Country derived from coordinates"
 ]
 },
 "TaxonKey is Aves"
 ]
}

 The dataset includes 25979 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006336-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xwftme
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cryptocoryne bogneri Rataj"
 ]
}

 The dataset includes 8 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012290-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.72vsvb
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Zoothera turipavae A.J.Cain & I.C.J.Galbraith, 1955"
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038726-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bj6eph
title: Occurrence Download

description: A dataset containing 2142 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ecuador",
 "TaxonKey is one of (Cebidae, Akodon latebricola (Anthony, 1924))"
 ]
}

 The dataset includes 2142 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048354-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jn91nx
title: Occurrence Download

description: A dataset containing 19075922 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Norway",
 {
 "or" : [
 "Issue is Coordinate rounded",
 "Issue is Geodetic datum assumed WGS84",
 "Issue is Coordinate reprojected",
 "Issue is Country derived from coordinates"
 ]
 },
 "TaxonKey is Aves"
 ]
}

 The dataset includes 19075922 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006329-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fd2mu6
title: Occurrence Download

description: A dataset containing 3242 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Sudan",
 {
 "or" : [
 "Issue is Coordinate rounded",
 "Issue is Geodetic datum assumed WGS84",
 "Issue is Coordinate reprojected",
 "Issue is Country derived from coordinates"
 ]
 },
 "TaxonKey is Aves"
 ]
}

 The dataset includes 3242 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006343-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ur5xa8
title: Occurrence Download

description: A dataset containing 1158 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Conirostrum tamarugense A.W.Johnson & Millie, 1972"
 ]
}

 The dataset includes 1158 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038684-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jce458
title: Occurrence Download

description: A dataset containing 81 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Chiasmocleis shudikarensis Dunn, 1949"
 ]
}

 The dataset includes 81 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048364-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6djohi
title: Occurrence Download

description: A dataset containing 1760313 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Panama",
 {
 "or" : [
 "Issue is Coordinate rounded",
 "Issue is Geodetic datum assumed WGS84",
 "Issue is Coordinate reprojected",
 "Issue is Country derived from coordinates"
 ]
 },
 "TaxonKey is Aves"
 ]
}

 The dataset includes 1760313 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006341-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nmsq9j
title: Occurrence Download

description: A dataset containing 104 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Mediodactylus russowii (Strauch, 1887)"
 ]
}

 The dataset includes 104 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038676-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8qwjdz
title: Occurrence Download

description: A dataset containing 2211 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Lithobates yavapaiensis (Platz & Frost, 1984)"
 ]
}

 The dataset includes 2211 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048420-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.o74tzh
title: Occurrence Download

description: A dataset containing 691308 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Achillea millefolium L."
 ]
}

 The dataset includes 691308 records from 1234 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006359-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.28388009
title: IPC08 - 2013, Bristol, United Kingdom - Abstracts

description: Abstracts for the 8th International Penguin Conference (IPC08) held in Bristol, United Kingdom, 2-6 September 2013.
DOI: 10.6084/m9.figshare.28388009.v1
title: IPC08 - 2013, Bristol, United Kingdom - Abstracts

description: Abstracts for the 8th International Penguin Conference (IPC08) held in Bristol, United Kingdom, 2-6 September 2013.
DOI: 10.15468/dl.7888uy
title: Occurrence Download

description: A dataset containing 160 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Chinese Taipei",
 "TaxonKey is Grus japonensis (Statius Muller, 1776)"
 ]
}

 The dataset includes 160 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023344-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14849114
title: Synthetic Plant Dataset

description: About Dataset















The File contains 3D point cloud data of a Fabricate plant with 10 sequences. Each sequence contains 0-19 days data at every growth stage of the specific sequence.

The Importance of Synthetic Plant Datasets

Synthetic Plant Datasets: Synthetic plant dataset FIle are carefully curated collections of computer- Beginning images that mimic the diverse appearance and growth stages of real plants. 

Training and Evaluation: By  fabricated plant file, researchers can train and evaluate machine learning models in a controlled environment, free from the limitations of real-world data collection. This controlled setting enables more efficient code development and ensures consistent performance across various environmental conditions.

Applications in Agricultural Technology

Plant Phenotyping: Synthetic plant file enable researchers to analyze plant traits and characteristics on a large scale, facilitating plant phenotyping studies aimed at understanding genetic traits, environmental influences, and crop performance.

Crop Monitoring: With the rise of precision agriculture, fabricated plant file play a crucial role in developing remote sensing techniques for monitoring crop health, detecting pest infestations, and optimizing irrigation strategies.

Advancements in Computer Vision and Machine Learning

Object Detection: It serve as benchmarking tools for training and evaluating object detection algorithms tailored to identifying plants, fruits, and diseases in agricultural settings.

Future Directions and Challenges

Dataset Diversity: As the demand for more diverse and realistic  grows, researchers face the challenge of generating data that accurately reflects the variability observed in real-world agricultural environments.

Researchers continue to explore techniques for bridging the gap between synthetic and real data to enhance model robustness and applicability.

Conclusion

Synthetic plant datasets represent a cornerstone in the development of cutting-edge technologies for agricultural monitoring, plant phenotyping, and disease diagnosis. By harnessing the power of synthetic data generation and machine learning, researchers can unlock new insights into plant biology and revolutionize the future of agriculture.

This dataset is sourced from Kaggle.
DOI: 10.5281/zenodo.14849115
title: Synthetic Plant Dataset

description: About Dataset















The File contains 3D point cloud data of a Fabricate plant with 10 sequences. Each sequence contains 0-19 days data at every growth stage of the specific sequence.

The Importance of Synthetic Plant Datasets

Synthetic Plant Datasets: Synthetic plant dataset FIle are carefully curated collections of computer- Beginning images that mimic the diverse appearance and growth stages of real plants. 

Training and Evaluation: By  fabricated plant file, researchers can train and evaluate machine learning models in a controlled environment, free from the limitations of real-world data collection. This controlled setting enables more efficient code development and ensures consistent performance across various environmental conditions.

Applications in Agricultural Technology

Plant Phenotyping: Synthetic plant file enable researchers to analyze plant traits and characteristics on a large scale, facilitating plant phenotyping studies aimed at understanding genetic traits, environmental influences, and crop performance.

Crop Monitoring: With the rise of precision agriculture, fabricated plant file play a crucial role in developing remote sensing techniques for monitoring crop health, detecting pest infestations, and optimizing irrigation strategies.

Advancements in Computer Vision and Machine Learning

Object Detection: It serve as benchmarking tools for training and evaluating object detection algorithms tailored to identifying plants, fruits, and diseases in agricultural settings.

Future Directions and Challenges

Dataset Diversity: As the demand for more diverse and realistic  grows, researchers face the challenge of generating data that accurately reflects the variability observed in real-world agricultural environments.

Researchers continue to explore techniques for bridging the gap between synthetic and real data to enhance model robustness and applicability.

Conclusion

Synthetic plant datasets represent a cornerstone in the development of cutting-edge technologies for agricultural monitoring, plant phenotyping, and disease diagnosis. By harnessing the power of synthetic data generation and machine learning, researchers can unlock new insights into plant biology and revolutionize the future of agriculture.

This dataset is sourced from Kaggle.
DOI: 10.5281/zenodo.14848937
title: Comparative role of snags and stumps in promoting biological diversity - a case study from  a mountain fir forest
DOI: 10.15468/dl.nxkdm3
title: Occurrence Download

description: A dataset containing 1770 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((12.25718 50.30727,11.9748 51.0697,9.65929 51.10735,9.32985 49.81781,9.49927 48.49063,9.49927 47.81292,9.57458 47.47406,10.19581 47.22933,10.98647 47.32346,13.0102 47.37052,13.94205 48.74477,12.25718 50.30727))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Helosciadium repens (Jacq.) W.D.J.Koch"
 ]
}

 The dataset includes 1770 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023345-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.28387979
title: Sex-specific adaptations in Alzheimer’s disease and ischemic stroke: A longitudinal study in male and female APPswe/PS1dE9 [Data]

description: The long-term impact of stroke on Alzheimer’s disease (AD) progression, particularly regarding sex-specific differences, remains unknown. Using a longitudinal study design, we investigated transient middle cerebral artery occlusion in 3.5-month-old APPswe/PS1dE9 (APP/PS1) and wild-type mice. In vivo, we assessed behavior, cerebral blood flow (CBF), and structural integrity by neuroimaging, as well as post-mortem myelin integrity (polarized light imaging, PLI), neuroinflammation, and amyloid-beta (Aβ) deposition. APP/PS1 mice exhibited cognitive decline, white matter degeneration (reduced fractional anisotropy (FA) via diffusion tensor imaging (DTI)), and decreased myelin density via PLI. Despite early hypertension, APP/PS1 mice showed only sporadic hypoperfusion. Cortical thickening and hippocampal hypertrophy likely resulted from Aβ accumulation and neuroinflammation. Stroke-operated mice retained cognition despite cortical thinning and hippocampal atrophy due to cerebrovascular adaptation, including increased CBF in the hippocampus and thalamus. Stroke did not worsen AD pathology, nor did AD exacerbate stroke outcomes. Sex differences were found: female APP/PS1 mice had more severe Aβ depositions, hyperactivity, lower body weight, and reduced CBF, but less neuroinflammation, suggesting potential neuroprotection. These findings highlight white matter degeneration and Aβ pathology as key drivers of cognitive decline in AD, with stroke-related deficits mitigated by (cerebro)vascular adaptation. Sex-specific therapies are crucial for AD and stroke.
DOI: 10.6084/m9.figshare.28388003
title: The raw data IL-13 research

description: This is the raw data related to the interleukin-13 study and liver fibrosis modeling in chronic hepatitis B patients.
DOI: 10.5281/zenodo.14841248
title: Texts of the Digital Matenagirk Hayots project (5th century)

description: Raw results of the Digital Matenagirk Hayots (DMHP) project, led by GREgORI and Calfa in 2023-2024. The project involves the process of 2.319 pages and 542.410 wordforms from 5th cent. AD texts written in Classical Armenian by 13 authors (Matenagirk Hayots, volumes 1 and 2), using specialized OCR models and lemmatisation/POS-tagging models.

Text transcriptions (OCR; accuracy 99,81%) and linguistic analysis (lemmatization and POS-tagging; accuracy under evaluation) are performed with AI models developed within the scope of the project, with minimal manual proofreading of the results.

Editions (PDF files) are available from the website of the Matenadaran (Yerevan, Armenia): https://matenadaran.am/en/matenadaran/digital-resources/medieval-armenian-authors/
DOI: 10.5281/zenodo.14841249
title: Texts of the Digital Matenagirk Hayots project (5th century)

description: Raw results of the Digital Matenagirk Hayots (DMHP) project, led by GREgORI and Calfa in 2023-2024. The project involves the process of 2.319 pages and 542.410 wordforms from 5th cent. AD texts written in Classical Armenian by 13 authors (Matenagirk Hayots, volumes 1 and 2), using specialized OCR models and lemmatisation/POS-tagging models.

Text transcriptions (OCR; accuracy 99,81%) and linguistic analysis (lemmatization and POS-tagging; accuracy under evaluation) are performed with AI models developed within the scope of the project, with minimal manual proofreading of the results.

Editions (PDF files) are available from the website of the Matenadaran (Yerevan, Armenia): https://matenadaran.am/en/matenadaran/digital-resources/medieval-armenian-authors/