cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.27682728
title: PhET Impact on Learning.csv

description: This dataset presents feedback from a research study conducted with 62 high school students (30 from the 1st year and 32 from the 2nd year) at Escola Estadual Professora Maria Lúcia Padovani de Oliveira in Americana, São Paulo. The study evaluated the effectiveness and student engagement with PhET Interactive Simulations—an open educational resource developed by the University of Colorado and commonly known in Brazil as “PhET Colorado.”The intervention was integrated into Chemistry classes as part of a pedagogical strategy to enhance learning through digital simulations. After each Chemistry lesson incorporating PhET simulations, students completed a digital feedback form created using Google Forms. This dataset includes anonymized responses, capturing students' perceptions of the simulations’ impact on their understanding, engagement, and overall learning experience in Chemistry.
DOI: 10.6084/m9.figshare.27682728.v1
title: PhET Impact on Learning.csv

description: This dataset presents feedback from a research study conducted with 62 high school students (30 from the 1st year and 32 from the 2nd year) at Escola Estadual Professora Maria Lúcia Padovani de Oliveira in Americana, São Paulo. The study evaluated the effectiveness and student engagement with PhET Interactive Simulations—an open educational resource developed by the University of Colorado and commonly known in Brazil as “PhET Colorado.”The intervention was integrated into Chemistry classes as part of a pedagogical strategy to enhance learning through digital simulations. After each Chemistry lesson incorporating PhET simulations, students completed a digital feedback form created using Google Forms. This dataset includes anonymized responses, capturing students' perceptions of the simulations’ impact on their understanding, engagement, and overall learning experience in Chemistry.
DOI: 10.15468/dl.vy3ju9
title: Occurrence Download

description: A dataset containing 2031 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Peru",
 "StateProvince is one of (Arequipa, Puno, Ayacucho / Ica, Moquegua, APURIMAC.)",
 "TaxonKey is Ardea alba Linnaeus, 1758"
 ]
}

 The dataset includes 2031 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024685-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.585vnc
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Croton curranii S.F.Blake"
 ]
}

 The dataset includes 7 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024689-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vjzahj
title: Occurrence Download

description: A dataset containing 82985 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "Geometry POLYGON((-180 -90,180 -90,180 0,-180 0,-180 -90))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Caryophyllaceae",
 "Year 1905-2005"
 ]
}

 The dataset includes 82985 records from 247 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024684-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.56s9gk
title: Occurrence Download

description: A dataset containing 14608 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Living Specimen)",
 "Geometry POLYGON((-77.54448 3.22876,-76.51886 3.05454,-76.52215 3.86868,-77.23548 3.8358,-77.54448 3.22876))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae",
 "Year 1990-2024"
 ]
}

 The dataset includes 14608 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024688-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48324/dandi.001256/0.241120.2150
title: Cortical zinc dependent pupil changes to sound contrast

description: Data for analyses presented in Cody et. al. 2024: Cortical Zinc Signaling Is Necessary for Changes in Mouse Pupil Diameter That Are Evoked by Background Sounds with Different Contrasts. 10.1523/JNEUROSCI.0939-23.2024
DOI: 10.15468/dl.mwdc6h
title: Occurrence Download

description: A dataset containing 84 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Croton decalobus Müll.Arg."
 ]
}

 The dataset includes 84 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024690-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5285/252226b4-0592-1d78-e063-7086abc07f23
title: MicroCAT, ODO, and DeepSeapHOx data (Temperature, Conductivity, Pressure, Dissolved Oxygen, and pH) from mooring RTEB1 of the Eastern Boundary array (Rockall Trough), as part of UK OSNAP (Overturning in the Subpolar North Atlantic Programme) from July 2018 to October 2020.

description: The dataset consists of data (Temperature, Conductivity, Pressure, Dissolved Oxygen and pH) collected by moored CTD (MicroCAT), CTD-DO (MicroCAT-ODO), and CTD-DO-pH (DeepSeapHOx) instruments in the eastern Rockall Trough between July 2018 and March 2020. Instruments were situated between 50 m and 1760 m on mooring RTEB1, which is the easternmost mooring of the Atlantic-wide OSNAP mooring array. Instruments were deployed on cruise AR30-04 (2018) and recovered on DY120 (2020). The data have been processed and calibrated. Mooring RTEB1 is deployed under UK OSNAP (NE/K010875/1 and NE/K010875/2). Instrument deployments were funded by the European Union's Horizon 2020 Research and Innovation Programme under grant agreement nos. 678760 (ATLAS), 633211 (AtlantOS), and 818123 (iAtlantic).
DOI: 10.15468/dl.ptp949
title: Occurrence Download

description: A dataset containing 1851296 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Machine Observation, Observation, Specimen, Occurrence evidence)",
 "Continent is North America",
 "Country is one of (United States of America, Canada)",
 "OccurrenceStatus is Present",
 "TaxonKey is Sturnella magna (Linnaeus, 1758)",
 "Year 2004-2024"
 ]
}

 The dataset includes 1851296 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024554-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6sdjze
title: Occurrence Download

description: A dataset containing 7539270 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Chile",
 "Geometry POLYGON((-75.26933 -56.19253,-68.10537 -56.19253,-68.10537 -17.98655,-75.26933 -17.98655,-75.26933 -56.19253))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Year 2010-2024"
 ]
}

 The dataset includes 7539270 records from 419 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024581-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xp48jw
title: Occurrence Download

description: A dataset containing 2527 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alouatta pigra Lawrence, 1933"
 ]
}

 The dataset includes 2527 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024691-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48366/r756986
title: Analysis of soil suitable for growing onions

description: The comparison features soil samples in various locations analyzed to determine its suitability for growing certain crops particularly Onions
DOI: 10.5281/zenodo.14052613
title: FIScH simulations supporting HydroWIRES D3

description: The Forecast Informed Scheduler for Hydropower (FIScH) was used to simulate hourly hydropower schedules given end-of-week storage targets, inflow forecasts, and locational marginal price forecasts. It was applied at 240 hydropower facilities in the western U.S.

This release contains the FIScH simulation files, and reference facility metadata file.

FIScH simulation files are provided for each facility, identified by their EIA ID in the filename. The `storage` or `ror` labels indicate whether a facility was simulated as having a storage reservoir or operating as run-of-river respectively. 




Short Name
Unit
Description


time
hours
incremental hour within the week (1-168)*


storage_sim
MCM
hourly storage


release_spill
MCM
hourly spill


release_turbine
MCM
hourly turbine release


benefit_revenue
dollars
hourly revenue


price_price
dollars
hourly locational marginal price (LMP)


inflow_actual
MCM
hourly actual inflow


target_storage
MCM
end-of-week storage target


inflow_forecast_day1
MCM
hourly inflow forecast initialized on day 1**


inflow_forecast_day2
MCM
hourly inflow forecast initialized on day 2**


inflow_forecast_day3
MCM
hourly inflow forecast initialized on day 3**


inflow_forecast_day4
MCM
hourly inflow forecast initialized on day 4**


inflow_forecast_day5
MCM
hourly inflow forecast initialized on day 5**


inflow_forecast_day6
MCM
hourly inflow forecast initialized on day 6**


inflow_forecast_day7
MCM
hourly inflow forecast initialized on day 7**


week_commencing
date
date at the start of the week


forecast
N/A
inflow forecast type***




* the dataset contains entries for hours `0` and `169` that are used to initialize the start of a new week with the previous week. these rows can be removed for most analyses

** hourly inflow forecasts contain prepended observed inflows for the days prior to the start of the forecast

*** the three types found in this dataset - perfect: simulated observed inflows; persistence: fixed at the last hour of the previous day; synthetic: developed to have skill between perfect and persistence

 

The FIScH simulations were perfomed with perfect LMPs, produced by GO-WEST, and three different inflow forecasts. These simulations support Broman et al., 2025.
DOI: 10.5281/zenodo.14052614
title: FIScH simulations supporting HydroWIRES D3

description: The Forecast Informed Scheduler for Hydropower (FIScH) was used to simulate hourly hydropower schedules given end-of-week storage targets, inflow forecasts, and locational marginal price forecasts. It was applied at 240 hydropower facilities in the western U.S.

This release contains the FIScH simulation files, and reference facility metadata file.

FIScH simulation files are provided for each facility, identified by their EIA ID in the filename. The `storage` or `ror` labels indicate whether a facility was simulated as having a storage reservoir or operating as run-of-river respectively. 




Short Name
Unit
Description


time
hours
incremental hour within the week (1-168)*


storage_sim
MCM
hourly storage


release_spill
MCM
hourly spill


release_turbine
MCM
hourly turbine release


benefit_revenue
dollars
hourly revenue


price_price
dollars
hourly locational marginal price (LMP)


inflow_actual
MCM
hourly actual inflow


target_storage
MCM
end-of-week storage target


inflow_forecast_day1
MCM
hourly inflow forecast initialized on day 1**


inflow_forecast_day2
MCM
hourly inflow forecast initialized on day 2**


inflow_forecast_day3
MCM
hourly inflow forecast initialized on day 3**


inflow_forecast_day4
MCM
hourly inflow forecast initialized on day 4**


inflow_forecast_day5
MCM
hourly inflow forecast initialized on day 5**


inflow_forecast_day6
MCM
hourly inflow forecast initialized on day 6**


inflow_forecast_day7
MCM
hourly inflow forecast initialized on day 7**


week_commencing
date
date at the start of the week


forecast
N/A
inflow forecast type***




* the dataset contains entries for hours `0` and `169` that are used to initialize the start of a new week with the previous week. these rows can be removed for most analyses

** hourly inflow forecasts contain prepended observed inflows for the days prior to the start of the forecast

*** the three types found in this dataset - perfect: simulated observed inflows; persistence: fixed at the last hour of the previous day; synthetic: developed to have skill between perfect and persistence

 

The FIScH simulations were perfomed with perfect LMPs, produced by GO-WEST, and three different inflow forecasts. These simulations support Broman et al., 2025.
DOI: 10.15468/dl.ammn7x
title: Occurrence Download

description: A dataset containing 26562 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Incilius nebulifer (Girard, 1854)"
 ]
}

 The dataset includes 26562 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024693-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.46du2r
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "Geometry POLYGON((-18.58757 -6.49173,63.50753 -6.49173,63.50753 27.25579,-18.58757 27.25579,-18.58757 -6.49173))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Kerivoula picta (Pallas, 1767)"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024694-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14194640
title: Abundance of Oxythyrea sp. and Tropinota sp. Flower Chafer Beetles on Various Plant Species in Northern Mallorca

description: The relevant study investigated the habitat preferences of beetles belonging to the Oxythyrea and Tropinota genera in Northern Mallorca, with a particular focus on flowering species as host plants. A total of 838 observational results were collected throughout field surveys. Key findings indicated that Oxythyrea sp. and Tropinota sp. beetles predominantly inhabited areas with dense populations of flowering Galactites sp. and Asphodelus sp. plants in this region.
DOI: 10.5281/zenodo.14194641
title: Abundance of Oxythyrea sp. and Tropinota sp. Flower Chafer Beetles on Various Plant Species in Northern Mallorca

description: The relevant study investigated the habitat preferences of beetles belonging to the Oxythyrea and Tropinota genera in Northern Mallorca, with a particular focus on flowering species as host plants. A total of 838 observational results were collected throughout field surveys. Key findings indicated that Oxythyrea sp. and Tropinota sp. beetles predominantly inhabited areas with dense populations of flowering Galactites sp. and Asphodelus sp. plants in this region.
DOI: 10.15468/dl.xsp299
title: Occurrence Download

description: A dataset listing the 733 species recorded in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "Country is Italy",
 "GadmGid is ITA.2.1.5_1",
 "GbifRegion is Europe and Central Asia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset's 733 records were derived from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024659-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2xud99
title: Occurrence Download

description: A dataset containing 412 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Peru",
 "StateProvince is one of (Arequipa, Puno, Moquega, Ayacucho / Ica)",
 "TaxonKey is Asthenes wyatti (P.L.Sclater & Salvin, 1871)"
 ]
}

 The dataset includes 412 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024695-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eah2d4
title: Occurrence Download

description: A dataset listing the 1176 species recorded in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "Country is Italy",
 "GadmGid is ITA.15.3.15_1",
 "GbifRegion is Europe and Central Asia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset's 1176 records were derived from 70 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024663-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vz2pgq
title: Occurrence Download

description: A dataset listing the 2121 species recorded in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "Country is Italy",
 "GadmGid is ITA.20.5.43_1",
 "GbifRegion is Europe and Central Asia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset's 2121 records were derived from 143 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024664-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.10525605
title: Dataset for: Dynamically patterning X-ray beam by a femtosecond optical laser

description: This record contains the image and plot data for the paper "Dynamically patterning X-ray beam by a femtosecond optical laser".
DOI: 10.5281/zenodo.10525606
title: Dataset for: Dynamically patterning X-ray beam by femtosecond optical laser

description: This record contains the image and plot data for the paper "Dynamically patterning X-ray beam by femtosecond optical laser".
DOI: 10.5281/zenodo.13865404
title: Dataset for: Dynamically patterning X-ray beam by a femtosecond optical laser

description: This record contains the image and plot data for the paper "Dynamically patterning X-ray beam by a femtosecond optical laser".
DOI: 10.6084/m9.figshare.22357474
title: A review of pasture yields and growth rates in Northland

description: Pastoral grazing is the major land use in Northland, New Zealand. This study analysed the distribution and variability of pasture dry matter (DM) yields across four distinct physiographic regions, using published and original unpublished datasets collected from 1958–2021. Dargaville had the highest mean annual pasture yield of 11900 kg DM/ha, Kaitaia 9970 kg DM/ha and Kaikohe and Whangarei at ∼8400 kgDM/ha. Pasture water use (DM yield/mm rainfall) ranged from 10.8 kg DM/mm/ha (Kaikohe) to 16.4 kg DM/mm/ha (Dargaville). Kaitaia showed the largest annual yield variability (&gt;2300 kg DM/ha). The relationship between pasture growth and temperature was quantified to estimate temperature adjusted growth rates for these regions. Whangarei spring growth was low at 3.19 kg DM/°Cd before it declined after 2560°Cd, or ∼7630 kg DM/ha, to 1.85 kg DM/°Cd, due to summer dry conditions. These results suggest pasture production was low compared with other regions of New Zealand. The low production and persistence may be compounded by the lack of readily available supplementary feed during summer dry or winter wet conditions. This increases the risk of overgrazing which reduces plant reserves and total light interception which results in physical damage to pasture plants and lower than potential yields.
DOI: 10.6084/m9.figshare.22357474.v1
title: A review of pasture yields and growth rates in Northland

description: Pastoral grazing is the major land use in Northland, New Zealand. This study analysed the distribution and variability of pasture dry matter (DM) yields across four distinct physiographic regions, using published and original unpublished datasets collected from 1958–2021. Dargaville had the highest mean annual pasture yield of 11900 kg DM/ha, Kaitaia 9970 kg DM/ha and Kaikohe and Whangarei at ∼8400 kgDM/ha. Pasture water use (DM yield/mm rainfall) ranged from 10.8 kg DM/mm/ha (Kaikohe) to 16.4 kg DM/mm/ha (Dargaville). Kaitaia showed the largest annual yield variability (&gt;2300 kg DM/ha). The relationship between pasture growth and temperature was quantified to estimate temperature adjusted growth rates for these regions. Whangarei spring growth was low at 3.19 kg DM/°Cd before it declined after 2560°Cd, or ∼7630 kg DM/ha, to 1.85 kg DM/°Cd, due to summer dry conditions. These results suggest pasture production was low compared with other regions of New Zealand. The low production and persistence may be compounded by the lack of readily available supplementary feed during summer dry or winter wet conditions. This increases the risk of overgrazing which reduces plant reserves and total light interception which results in physical damage to pasture plants and lower than potential yields.
DOI: 10.15468/dl.z798nx
title: Occurrence Download

description: A dataset containing 428 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Peru",
 "StateProvince is one of (arequipa, Moquega, Puno, Ayacucho / Ica)",
 "TaxonKey is Nothoprocta ornata (G.R.Gray, 1867)"
 ]
}

 The dataset includes 428 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024696-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bvjqcy
title: Occurrence Download

description: A dataset containing 10886 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lynx canadensis Kerr, 1792"
 ]
}

 The dataset includes 10886 records from 85 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024698-241107131044228/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.27868785
title: readme

description: This folder contains results from the GWAS fine-mapping (SAFFARI pipeline results) and MHC fine-mapping from the PGC3 BIP fine-mapping preprint. Link: https://www.medrxiv.org/content/10.1101/2024.02.12.24302716v1
DOI: 10.6084/m9.figshare.27871563
title: PBMC20K scRNAseq

description: Preprocessed and annotated scRNA-seq Seurat object of PBMC20K dataset of human PBMCs from 10X genomics.<br>
DOI: 10.15468/dl.3m4reb
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Croton pendens Lundell"
 ]
}

 The dataset includes 6 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024706-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.