cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.14556350
title: Non-stationary NG-IDF Dataset from ICAR-DHSVM for Yakima River Basin (WA): NorESM2-MM

description: This dataset contains the NG-IDF (Next-Generation Intensity-Duration-Frequency) data generated using ICAR-DHSVM simulations for all grid cells over the Yakima River Basin in Washington State (file: NorESM2-MM_gridcell.zip). It also includes aggregated data for the Yakima Training Center (YTC) area (file: NorESM2-MM_YTC.zip).

The ICAR model was used to downscale data from five CMIP6 GCMs for historical periods and three future scenarios (SSP2-4.5, SSP3-7.0, and SSP5-8.5). Due to data limitations, the datasets for the five GCMs are hosted under different DOIs. This site specifically provides data for the NorESM2-MM GCM. The datasets for other GCMs can be accessed at the following locations:



CanESM5: 10.5281/zenodo.14553541

CMCC-CM2-SR5: 10.5281/zenodo.14553836

MIROC-ES2L: 10.5281/zenodo.14553866

MPI-M.MPI-ESM1-2-LR: 10.5281/zenodo.14556337


Each GCM dataset includes historical data and projections for the three future scenarios. For each scenario, data are provided for nine land-use/land-cover (LULC) types consistent with the NLCD classification: Crop, Deciduous Forest, Evergreen Forest, Grass, Mixed Forest, Open, Pasture, Shrub, and Wetland.

Within each folder, the following are included:



3-hour time series data

Annual maximum W data

NG-IDF curves
DOI: 10.5281/zenodo.14556351
title: Non-stationary NG-IDF Dataset from ICAR-DHSVM for Yakima River Basin (WA): NorESM2-MM

description: This dataset contains the NG-IDF (Next-Generation Intensity-Duration-Frequency) data generated using ICAR-DHSVM simulations for all grid cells over the Yakima River Basin in Washington State (file: NorESM2-MM_gridcell.zip). It also includes aggregated data for the Yakima Training Center (YTC) area (file: NorESM2-MM_YTC.zip).

The ICAR model was used to downscale data from five CMIP6 GCMs for historical periods and three future scenarios (SSP2-4.5, SSP3-7.0, and SSP5-8.5). Due to data limitations, the datasets for the five GCMs are hosted under different DOIs. This site specifically provides data for the NorESM2-MM GCM. The datasets for other GCMs can be accessed at the following locations:



CanESM5: 10.5281/zenodo.14553541

CMCC-CM2-SR5: 10.5281/zenodo.14553836

MIROC-ES2L: 10.5281/zenodo.14553866

MPI-M.MPI-ESM1-2-LR: 10.5281/zenodo.14556337


Each GCM dataset includes historical data and projections for the three future scenarios. For each scenario, data are provided for nine land-use/land-cover (LULC) types consistent with the NLCD classification: Crop, Deciduous Forest, Evergreen Forest, Grass, Mixed Forest, Open, Pasture, Shrub, and Wetland.

Within each folder, the following are included:



3-hour time series data

Annual maximum W data

NG-IDF curves
DOI: 10.5281/zenodo.14556336
title: Non-stationary NG-IDF Dataset from ICAR-DHSVM for Yakima River Basin (WA): MPI-M.MPI-ESM1-2-LR

description: This dataset contains the NG-IDF (Next-Generation Intensity-Duration-Frequency) data generated using ICAR-DHSVM simulations for all grid cells over the Yakima River Basin in Washington State (file: MPI-M.MPI-ESM1-2-LR_gridcell.zip). It also includes aggregated data for the Yakima Training Center (YTC) area (file: MPI-M.MPI-ESM1-2-LR_YTC.zip).

The ICAR model was used to downscale data from five CMIP6 GCMs for historical periods and three future scenarios (SSP2-4.5, SSP3-7.0, and SSP5-8.5). Due to data limitations, the datasets for the five GCMs are hosted under different DOIs. This site specifically provides data for the MPI-M.MPI-ESM1-2-LR GCM. The datasets for other GCMs can be accessed at the following locations:



CanESM5: 10.5281/zenodo.14553541

CMCC-CM2-SR5: 10.5281/zenodo.14553836

MIROC-ES2L: 10.5281/zenodo.14553866

NorESM2-MM: 10.5281/zenodo.14556351


Each GCM dataset includes historical data and projections for the three future scenarios. For each scenario, data are provided for nine land-use/land-cover (LULC) types consistent with the NLCD classification: Crop, Deciduous Forest, Evergreen Forest, Grass, Mixed Forest, Open, Pasture, Shrub, and Wetland.

Within each folder, the following are included:



3-hour time series data

Annual maximum W data

NG-IDF curves
DOI: 10.5281/zenodo.14556337
title: Non-stationary NG-IDF Dataset from ICAR-DHSVM for Yakima River Basin (WA): MPI-M.MPI-ESM1-2-LR

description: This dataset contains the NG-IDF (Next-Generation Intensity-Duration-Frequency) data generated using ICAR-DHSVM simulations for all grid cells over the Yakima River Basin in Washington State (file: MPI-M.MPI-ESM1-2-LR_gridcell.zip). It also includes aggregated data for the Yakima Training Center (YTC) area (file: MPI-M.MPI-ESM1-2-LR_YTC.zip).

The ICAR model was used to downscale data from five CMIP6 GCMs for historical periods and three future scenarios (SSP2-4.5, SSP3-7.0, and SSP5-8.5). Due to data limitations, the datasets for the five GCMs are hosted under different DOIs. This site specifically provides data for the MPI-M.MPI-ESM1-2-LR GCM. The datasets for other GCMs can be accessed at the following locations:



CanESM5: 10.5281/zenodo.14553541

CMCC-CM2-SR5: 10.5281/zenodo.14553836

MIROC-ES2L: 10.5281/zenodo.14553866

NorESM2-MM: 10.5281/zenodo.14556351


Each GCM dataset includes historical data and projections for the three future scenarios. For each scenario, data are provided for nine land-use/land-cover (LULC) types consistent with the NLCD classification: Crop, Deciduous Forest, Evergreen Forest, Grass, Mixed Forest, Open, Pasture, Shrub, and Wetland.

Within each folder, the following are included:



3-hour time series data

Annual maximum W data

NG-IDF curves
DOI: 10.5281/zenodo.14566583
title: 【outputs_best_number_tokens_to_tpm_large_scales】/best_number_tokens_log_part_11 (2), only two 70B LLMs, 23 (tpms) = 23 files

description: Part 11 (2)  

only two 70B LLMs,  

only valid results (both MP p value and CI),

all permutation controls,

all seeds,

all linguistic spans,

all 5 tasks, 

23 (tpms) = 23 files
DOI: 10.5281/zenodo.14566584
title: 【outputs_best_number_tokens_to_tpm_large_scales】/best_number_tokens_log_part_11 (2), only two 70B LLMs, 23 (tpms) = 23 files

description: Part 11 (2)  

only two 70B LLMs,  

only valid results (both MP p value and CI),

all permutation controls,

all seeds,

all linguistic spans,

all 5 tasks, 

23 (tpms) = 23 files
DOI: 10.15468/dl.r7huvs
title: Occurrence Download

description: A dataset containing 905 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ukraine",
 "TaxonKey is Crocus reticulatus Steven ex Adams"
 ]
}

 The dataset includes 905 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050426-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kqr7x5
title: Occurrence Download

description: A dataset listing the 1 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "DatasetKey is INSDC Sequences",
 "OccurrenceStatus is Present",
 "TaxonKey is Octopus insularis Leite & Haimovici, 2008"
 ]
}

 The dataset's 1 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006820-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14019953
title: 3D Printed Bigel: A Novel Delivery System for Cannabidiol-Rich Hemp Extract

description: Abstract

The therapeutic potential of Cannabis sativa L. extract has gained significant attention due to its diverse medical applications. Sublingual administration remains a common delivery method of cannabinoids; however, challenges often arise due to the inconvenient form of the extract and its taste. To address these issues, a novel bigel formulation was developed, combining water and oil phases to enhance stability and bioavailability. This formulation incorporates a cannabidiol-rich hemp extract, hyaluronic acid for its moisturizing properties, and a taste-masking agent to improve patient compliance and comfort. Using a standardized hemp extract rich in cannabinoids and a well-characterized terpene profile, the printability of the bigels was evaluated through 3D printing technology. A printout with known cannabidiol (CBD) and cannabidiolic acid (CBDA) content of 11.613 mg ± 0.192 of CBD and 4.732 mg ± 0.280 of CBDA in the printout was obtained. In addition, the release profile of CBD and CBDA was evaluated to determine the delivery efficiency of the active ingredient—dissolved active ingredient levels ranged from 74.84% ± 0.50 to 80.87% ± 3.20 for CBD and from 80.84 ± 1.33 to 98.31 ± 1.70 for CBDA depending on the formulation. Rheological studies were conducted to evaluate the viscosity of the bigels under varying temperature conditions, ensuring their stability and usability. Findings suggest that this 3D-printed bigel formulation could significantly enhance the delivery of cannabis extracts, offering a more convenient and effective therapeutic option for patients. This research underscores the importance of innovation in cannabinoid therapies and paves the way for further advancements in personalized medicine.
DOI: 10.5281/zenodo.14019954
title: 3D Printed Bigel: A Novel Delivery System for Cannabidiol-Rich Hemp Extract

description: Abstract

The therapeutic potential of Cannabis sativa L. extract has gained significant attention due to its diverse medical applications. Sublingual administration remains a common delivery method of cannabinoids; however, challenges often arise due to the inconvenient form of the extract and its taste. To address these issues, a novel bigel formulation was developed, combining water and oil phases to enhance stability and bioavailability. This formulation incorporates a cannabidiol-rich hemp extract, hyaluronic acid for its moisturizing properties, and a taste-masking agent to improve patient compliance and comfort. Using a standardized hemp extract rich in cannabinoids and a well-characterized terpene profile, the printability of the bigels was evaluated through 3D printing technology. A printout with known cannabidiol (CBD) and cannabidiolic acid (CBDA) content of 11.613 mg ± 0.192 of CBD and 4.732 mg ± 0.280 of CBDA in the printout was obtained. In addition, the release profile of CBD and CBDA was evaluated to determine the delivery efficiency of the active ingredient—dissolved active ingredient levels ranged from 74.84% ± 0.50 to 80.87% ± 3.20 for CBD and from 80.84 ± 1.33 to 98.31 ± 1.70 for CBDA depending on the formulation. Rheological studies were conducted to evaluate the viscosity of the bigels under varying temperature conditions, ensuring their stability and usability. Findings suggest that this 3D-printed bigel formulation could significantly enhance the delivery of cannabis extracts, offering a more convenient and effective therapeutic option for patients. This research underscores the importance of innovation in cannabinoid therapies and paves the way for further advancements in personalized medicine.
DOI: 10.15468/dl.s3qxsy
title: Occurrence Download

description: A dataset containing 48 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-73.91629 5.39656,-73.93293 5.18119,-73.77551 5.17099,-73.67312 5.18629,-73.67312 5.39529,-73.91629 5.39656))",
 "HasGeospatialIssue is false",
 "TaxonKey is Squamata"
 ]
}

 The dataset includes 48 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006824-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xfaw73
title: Occurrence Download

description: A dataset containing 1272 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bombus cullumanus (Kirby, 1802)"
 ]
}

 The dataset includes 1272 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006825-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ktvrpz
title: Occurrence Download

description: A dataset containing 110894 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bombus hortorum (Linnaeus, 1761)"
 ]
}

 The dataset includes 110894 records from 477 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006826-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7az2sk
title: Occurrence Download

description: A dataset containing 17671 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-116.61398 81.68846,-147.59629 74.12667,-160.30698 59.24543,-136.47443 58.00477,-97.54795 58.00477,-85.63167 66.76966,-98.34236 71.30015,-116.61398 81.68846))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Soricidae"
 ]
}

 The dataset includes 17671 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006828-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6nmfwn
title: Occurrence Download

description: A dataset containing 22090 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bombus muscorum (Linnaeus, 1758)"
 ]
}

 The dataset includes 22090 records from 165 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006829-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kpbs44
title: Occurrence Download

description: A dataset containing 544366 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Iran (Islamic Republic of)",
 "Geometry POLYGON((21.16657 19.27208,84.83343 19.27208,84.83343 44.72792,21.16657 44.72792,21.16657 19.27208))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "PublishingCountry is Iran (Islamic Republic of)"
 ]
}

 The dataset includes 544366 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006813-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tfhurc
title: Occurrence Download

description: A dataset containing 50 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Acanthochelys pallidipectoris (Freiberg, 1945)"
 ]
}

 The dataset includes 50 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006831-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15108793
title: DeepPurpose Datasets

description: Supplementary data for DeepPurpose.

DTC_data.csv.gz: imcomplete data from https://drugtargetcommons.fimm.fi/ (not accessible as 2025-03-18).

IC50_not_Kd.csv.gz: processed data from bindingDB.
DOI: 10.5281/zenodo.15108794
title: DeepPurpose Datasets

description: Supplementary data for DeepPurpose.

DTC_data.csv.gz: imcomplete data from https://drugtargetcommons.fimm.fi/ (not accessible as 2025-03-18).

IC50_not_Kd.csv.gz: processed data from bindingDB.
DOI: 10.15468/dl.eemzzu
title: Occurrence Download

description: A dataset containing 8263 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-113.7565 81.3664,-142.17647 73.70573,-154.09453 60.53433,-134.84229 58.67959,-96.3378 58.19976,-87.17007 66.98768,-113.7565 81.3664))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Lagomorpha"
 ]
}

 The dataset includes 8263 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006832-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.33he2a
title: Occurrence Download

description: A dataset containing 128982507 species occurrences available in GBIF matching the query:
{
 "Continent" : [
 "is South America"
 ]
}

 The dataset includes 128982507 records from 9688 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006795-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a0thja
title: Occurrence Download

description: A dataset containing 606 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Romerolagus diazi (Ferrari-Pérez, 1893)"
 ]
}

 The dataset includes 606 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020649-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bdv97j
title: Occurrence Download

description: A dataset containing 43156 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pterois Oken, 1817"
 ]
}

 The dataset includes 43156 records from 215 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0183199-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ol4fwr
title: Occurrence Download

description: A dataset containing 29583 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "TaxonKey is Thalassarche chrysostoma (J.R.Forster, 1785)"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 29583 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020649-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wkggvt
title: Occurrence Download

description: A dataset containing 2413 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Literature based species occurrence data of birds of North-East India"
 ]
}

 The dataset includes 2413 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007049-210819072339941/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zwszkl
title: Occurrence Download

description: A dataset containing 10687 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "Country is France",
 "Country is Korea, Republic of",
 "Country is Denmark",
 "Country is Netherlands"
 ]
 },
 "HasCoordinate is true",
 "TaxonKey is Limacodidae",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 10687 records from 74 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020649-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wo0b4m
title: Occurrence Download

description: A dataset containing 72 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Year 1952-2018",
 "HasCoordinate is true",
 "TaxonKey is Panthera tigris (Linnaeus, 1758)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 72 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020650-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bnwyhr
title: Occurrence Download

description: A dataset containing 435 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "TaxonKey is Thalictrum delavayi Franch."
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 435 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020651-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dj5mv9
title: Occurrence Download

description: A dataset containing 1589 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Phaseolus acutifolius A.Gray"
 ]
}

 The dataset includes 1589 records from 56 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002940-210819072339941/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.htks7c
title: Occurrence Download

description: A dataset containing 33031 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Arianta arbustorum (Linnaeus, 1758)"
 ]
}

 The dataset includes 33031 records from 258 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0203554-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wrglkn
title: Occurrence Download

description: A dataset listing the 1414028 species recorded in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Country is Australia",
 "Country is Mexico",
 "Country is Brazil",
 "Country is Colombia",
 "Country is Ecuador",
 "Country is India",
 "Country is Madagascar",
 "Country is Peru",
 "Country is Philippines",
 "Country is Venezuela (Bolivarian Republic of)",
 "Country is Indonesia"
 ]
 },
 "TaxonKey is Amphibia"
 ]
}

 The dataset's 1414028 records were derived from 504 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020651-190415153152247/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6cct92
title: Occurrence Download

description: A dataset containing 66 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Clematis ochroleuca Aiton",
 "BasisOfRecord is one of (Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Continent is North America"
 ]
}

 The dataset includes 66 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0177550-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.azebst
title: Occurrence Download

description: A dataset containing 4346 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Brama brama (Bonnaterre, 1788)"
 ]
}

 The dataset includes 4346 records from 121 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020652-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.usbhvg
title: Occurrence Download

description: A dataset containing 4649 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "TaxonKey is Gallinago gallinago (Linnaeus, 1758)",
 "Year 2003-2003"
 ]
}

 The dataset includes 4649 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0153188-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.