cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.s26b2p
title: Occurrence Download

description: A dataset listing the 5 species recorded in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-76.46098 7.25486,-76.46742 7.25264,-76.45868 7.21549,-76.44631 7.21616,-76.42587 7.22204,-76.42946 7.23211,-76.43819 7.25873,-76.46098 7.25486))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Reptilia"
 ]
}

 The dataset's 5 records were derived from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0230739-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.omcbnz
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Strabomantis ingeri (Cochran & Goin, 1961)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 19 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018394-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n3jjb6
title: Occurrence Download

description: A dataset containing 7059 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is NW pacific deep-sea benthos distribution and abundance (Beneficial Project)"
 ]
}

 The dataset includes 7059 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002579-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ym3rus
title: Occurrence Download

description: A dataset containing 1457 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tremarctos ornatus (F.G.Cuvier, 1825)"
 ]
}

 The dataset includes 1457 records from 62 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018416-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ks9jya
title: Occurrence Download

description: A dataset containing 513 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON((-124.13259 49.25725,-124.13233 49.24617,-124.10246 49.2472,-124.10229 49.25776,-124.13259 49.25725))"
 ]
}

 The dataset includes 513 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0221291-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r4qhw9
title: Occurrence Download

description: A dataset containing 1584 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 Indicator xanthonotus Blyth, 1842"
 ]
}

 The dataset includes 1584 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002583-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hnzquy
title: Occurrence Download

description: A dataset containing 164221 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Loranthaceae"
 ]
}

 The dataset includes 164221 records from 640 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018389-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nx3rtm
title: Occurrence Download

description: A dataset containing 104294 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Carex arenaria L.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 104294 records from 273 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0074116-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pgz9zf
title: Occurrence Download

description: A dataset containing 1290 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Plethodon cheoah)"
 ]
}

 The dataset includes 1290 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006241-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eqf7sk
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chloris divaricata",
 "Country is Netherlands",
 "HasCoordinate is true"
 ]
}

 The dataset includes 12 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006244-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gkf65v
title: Occurrence Download

description: A dataset listing the 36534 species recorded in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Material sample, Material citation, Specimen, Living Specimen, Occurrence evidence)",
 "GadmGid is USA.45_1",
 "OccurrenceStatus is Present"
 ]
}

 The dataset's 36534 records were derived from 801 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006228-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qkdq9e
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chloris divaricata",
 "Country is Belgium",
 "HasCoordinate is true"
 ]
}

 The dataset includes 13 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006242-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.62xqt5
title: Occurrence Download

description: A dataset containing 29 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chloris divaricata",
 "Country is Japan",
 "HasCoordinate is true"
 ]
}

 The dataset includes 29 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006243-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17176462
title: Espiritu Santo (Vanuatu) language survey (2022-2025)

description: Penour
DOI: 10.15468/dl.yvgvhf
title: Occurrence Download

description: A dataset containing 156 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Pteryxia hendersonii",
 "Year is less than or equal to 2000",
 "Year is greater than or equal to 1970",
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 1000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 156 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006245-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.seuq6q
title: Occurrence Download

description: A dataset containing 1979 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "TaxonKey is Panthera onca"
 ]
}

 The dataset includes 1979 records from 46 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006246-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d5f5cn
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chloris divaricata",
 "Country is Sweden",
 "HasCoordinate is true"
 ]
}

 The dataset includes 11 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006247-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25574/25700
title: Chandra X-ray Observatory ObsId 25700

description: Mapping the Activity of the LINER I NGC 5005 from ~30 pc out to kpc scales
DOI: 10.25574/26993
title: Chandra X-ray Observatory ObsId 26993

description: 2023 Spring Semester - Calibration Observations of Cas A
DOI: 10.25574/26994
title: Chandra X-ray Observatory ObsId 26994

description: 2023 Spring Semester - Calibration Observations of Cas A
DOI: 10.5281/zenodo.17179112
title: A Conceptual Framework for the Intelligent Intraoperative Surgical Guidance System (IISGS) in Precision Neurosurgery

description: Precision neurosurgery faces challenges from intraoperative brain shift (5–20 mm in 80% of cases) and complex anatomy, risking neurological deficits and hemorrhage. The Intelligent Intraoperative Surgical Guidance System (IISGS) is a novel AI-driven framework integrating computer vision, reinforcement learning (RL), and sensorless haptic feedback to enhance surgical precision. IISGS compensates for brain shift up to 10 mm (95% CI: [8.5, 11.5] mm) and integrates with robotic platforms like da Vinci Xi, achieving a simulated 25–30% reduction in complications (95% CI: [22%, 33%], p<0.01). The framework leverages multimodal data (MRI/CT/fMRI, ultrasound/video), U-Net segmentation (Dice 0.95 ± 0.02), symmetric diffeomorphic registration, and Deep Q-Network (DQN) path optimization. Validated on 5000 BRATS 2020 images, IISGS includes a clinical data flow diagram and a 2026–2028 roadmap adhering to CONSORT/PRISMA standards. As a self-contained conceptual study, it offers a scalable solution for global neurosurgical applications, including glioma resection, epilepsy surgery, and aneurysm clipping.
DOI: 10.5281/zenodo.17179113
title: A Conceptual Framework for the Intelligent Intraoperative Surgical Guidance System (IISGS) in Precision Neurosurgery

description: Precision neurosurgery faces challenges from intraoperative brain shift (5–20 mm in 80% of cases) and complex anatomy, risking neurological deficits and hemorrhage. The Intelligent Intraoperative Surgical Guidance System (IISGS) is a novel AI-driven framework integrating computer vision, reinforcement learning (RL), and sensorless haptic feedback to enhance surgical precision. IISGS compensates for brain shift up to 10 mm (95% CI: [8.5, 11.5] mm) and integrates with robotic platforms like da Vinci Xi, achieving a simulated 25–30% reduction in complications (95% CI: [22%, 33%], p<0.01). The framework leverages multimodal data (MRI/CT/fMRI, ultrasound/video), U-Net segmentation (Dice 0.95 ± 0.02), symmetric diffeomorphic registration, and Deep Q-Network (DQN) path optimization. Validated on 5000 BRATS 2020 images, IISGS includes a clinical data flow diagram and a 2026–2028 roadmap adhering to CONSORT/PRISMA standards. As a self-contained conceptual study, it offers a scalable solution for global neurosurgical applications, including glioma resection, epilepsy surgery, and aneurysm clipping.
DOI: 10.15468/dl.zyqs26
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chloris divaricata",
 "Country is Tonga",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006248-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gb7ff2
title: Occurrence Download

description: A dataset containing 92 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chloris divaricata",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 92 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006249-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kmkg9v
title: Occurrence Download

description: A dataset containing 25012 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "Geometry POLYGON((-113 49.59,-112.74 49.59,-112.74 49.75,-113 49.75,-113 49.59))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 25012 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006250-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.th8qf4
title: Occurrence Download

description: A dataset containing 12328 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Puccinellia distans",
 "Year is less than or equal to 2000",
 "Year is greater than or equal to 1970",
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 1000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 12328 records from 196 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006251-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sahepc
title: Occurrence Download

description: A dataset containing 395434 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Megaptera novaeangliae",
 "Year 2000-2025"
 ]
}

 The dataset includes 395434 records from 459 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006183-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/ccdc.csd.cc2ks7zl
title: CCDC 2376800: Experimental Crystal Structure Determination

description: Related Article: Sahanwaj Khan, Swaraj Sengupta, Md. Adnan Khan, Narayan Ch. Jana, Bidraha Bagh, Subhendu Naskar|2025|New J.Chem.|49|16134|doi:10.1039/d5nj01975c
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2n62qp
title: CCDC 2448712: Experimental Crystal Structure Determination

description: Related Article: Sahanwaj Khan, Swaraj Sengupta, Md. Adnan Khan, Narayan Ch. Jana, Bidraha Bagh, Subhendu Naskar|2025|New J.Chem.|49|16134|doi:10.1039/d5nj01975c
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.6084/m9.figshare.30182407
title: Suarez-Garcia et al. (2025) R scripts and datasets.

description: R scripts and datasets for the diversity analysis published in Suarez-Garcia et al. (2025).
DOI: 10.6084/m9.figshare.30182407.v1
title: Suarez-Garcia et al. (2025) R scripts and datasets.

description: R scripts and datasets for the diversity analysis published in Suarez-Garcia et al. (2025).
DOI: 10.15468/dl.qj5ma9
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chloris pectinata",
 "Country is Belgium",
 "HasCoordinate is true"
 ]
}

 The dataset includes 12 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006253-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ayzm7u
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chloris pectinata",
 "Country is Japan",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006254-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25326/773
title: PANAME Vertical Profile of Horizontal Wind from High-Resolution Scanning Doppler Wind Lidar

description: Average vertical profile of horizontal wind derived from observations using a high-power scanning Doppler Wind Lidar with the Doppler Beam Swinging (DBS) scan pattern.
DOI: 10.15468/dl.drhc38
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chloris pectinata",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006255-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17179019
title: Data from: Dryland rock detention structures increase herbaceous vegetation cover and stabilize shrub cover over 10 years but do not directly affect soil fertility

description: Data and R code to accompany the publication "Dryland rock detention structures increase herbaceous vegetation cover and stabilize shrub cover over 10 years but do not directly affect soil fertility" by Ossanna et al. (2024), Science of the Total Environment, 917, 170194. https://doi.org/10.1016/j.scitotenv.2024.170194. Access the project's GitHub repository for full analysis at https://github.com/lossanna/AVCA_ElkLD.

Difference from v1: PDF of R code (Appendices) added. All other files remain the same; no change to the data.

 

Directory:



Appendices R code.pdf



PDF of code to create Figures 3 & 4 and Supplemental Figures 3–7.



 bac-arc_clean_asv.txt



Cleaned ASV (amplicon sequence variant) table from 16S rRNA amplion sequencing. Each column (1-20766) is a unique ASV, each row (1-62) is a soil sample, and values are the number of ASV reads found in each sample. Cleaned table produced from DADA2 pipeline and contaminant removal.



fungi_clean_asv.txt



Cleaned ASV table from ITS amplicon sequencing. Each column (1-6823) is a unique ASV, each row is a soil sample (1-62), and values are the number of ASV reads found in each sample. Cleaned table produced from DADA2 pipeline and contaminant removal.



Herb-and-shrub-cover_2012-2021.csv



Percent cover of grasses, forbs, and shrubs (summed together) from 2012 to 2021.



Herb-cover_2012-2021.csv



Percent cover of grasses and forbs (summed together) from 2012 to 2021.



Invasive-cover_2012-2021.csv



Percent cover of invasive plants from 2012 to 2021.



Perennial-plant-diversity_2012-2021.csv



Richness (number of species) and Shannon diversity from 2012 to 2021 (perennial plants only).



sequencing-metadata.csv



Sample numbers and their corresponding treatment (Treated or Control).



Shrub-cover_2012-2021.csv



Percent cover of shrubs from 2012 to 2021.



Species-cover_201212-2021.csv



Plant cover by species; includes common and scientific names, invasive/native status, and functional group (annual/perennial grass or forb, shrub, tree).



Veg-soil-elev_2021.csv



Vegetation cover, soil chemical and microbial data, and change in channel bed elevation from 2021; used for structural equation modeling.
DOI: 10.5281/zenodo.8310362
title: Data from: Dryland rock detention structures increase herbaceous vegetation cover and stabilize shrub cover over 10 years but do not directly affect soil fertility

description: Data and R code to accompany the publication "Dryland rock detention structures increase herbaceous vegetation cover and stabilize shrub cover over 10 years but do not directly affect soil fertility" by Ossanna et al. (2024), Science of the Total Environment, 917, 170194. https://doi.org/10.1016/j.scitotenv.2024.170194. Access the project's GitHub repository for full analysis at https://github.com/lossanna/AVCA_ElkLD.

Difference from v1: PDF of R code (Appendices) added. All other files remain the same; no change to the data.

 

Directory:



Appendices R code.pdf



PDF of code to create Figures 3 & 4 and Supplemental Figures 3–7.



 bac-arc_clean_asv.txt



Cleaned ASV (amplicon sequence variant) table from 16S rRNA amplion sequencing. Each column (1-20766) is a unique ASV, each row (1-62) is a soil sample, and values are the number of ASV reads found in each sample. Cleaned table produced from DADA2 pipeline and contaminant removal.



fungi_clean_asv.txt



Cleaned ASV table from ITS amplicon sequencing. Each column (1-6823) is a unique ASV, each row is a soil sample (1-62), and values are the number of ASV reads found in each sample. Cleaned table produced from DADA2 pipeline and contaminant removal.



Herb-and-shrub-cover_2012-2021.csv



Percent cover of grasses, forbs, and shrubs (summed together) from 2012 to 2021.



Herb-cover_2012-2021.csv



Percent cover of grasses and forbs (summed together) from 2012 to 2021.



Invasive-cover_2012-2021.csv



Percent cover of invasive plants from 2012 to 2021.



Perennial-plant-diversity_2012-2021.csv



Richness (number of species) and Shannon diversity from 2012 to 2021 (perennial plants only).



sequencing-metadata.csv



Sample numbers and their corresponding treatment (Treated or Control).



Shrub-cover_2012-2021.csv



Percent cover of shrubs from 2012 to 2021.



Species-cover_201212-2021.csv



Plant cover by species; includes common and scientific names, invasive/native status, and functional group (annual/perennial grass or forb, shrub, tree).



Veg-soil-elev_2021.csv



Vegetation cover, soil chemical and microbial data, and change in channel bed elevation from 2021; used for structural equation modeling.
DOI: 10.5281/zenodo.8102065
title: Data from: Hot child in the city: Drivers of urban buffelgrass presence in Tucson, AZ

description: Data and R code to accompany publication "Hot child in the city: Drivers of urban buffelgrass presence in Tucson, AZ" by Hovanes et al. (2025), Conservation Science and Practice, 7(2), e13297. https://doi.org/10.1111/csp2.13297.