cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.60712/si-id297270.2
title: StrainInfo SI-ID 297270.2

description: StrainInfo dataset 297270 about a strain of Oenococcus kitaharae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id297271.2
title: StrainInfo SI-ID 297271.2

description: StrainInfo dataset 297271 about a strain of Paracoccus homiensis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id297272.2
title: StrainInfo SI-ID 297272.2

description: StrainInfo dataset 297272 about a strain of Petrotoga halophila. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id297273.2
title: StrainInfo SI-ID 297273.2

description: StrainInfo dataset 297273 about a strain of Nocardioides furvisabuli. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id297274.2
title: StrainInfo SI-ID 297274.2

description: StrainInfo dataset 297274 about a strain of Nocardioides insulae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id297275.2
title: StrainInfo SI-ID 297275.2

description: StrainInfo dataset 297275 about a strain of Olivibacter sitiensis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id297277.2
title: StrainInfo SI-ID 297277.2

description: StrainInfo dataset 297277 about a strain of Ornithinimicrobium kibberense. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id297278.2
title: StrainInfo SI-ID 297278.2

description: StrainInfo dataset 297278 about a strain of Natronorubrum aibiense. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id297279.2
title: StrainInfo SI-ID 297279.2

description: StrainInfo dataset 297279 about a strain of Paenibacillus barengoltzii. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.15468/dl.pv0ufr
title: Occurrence Download

description: A dataset containing 631808 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Holcus lanatus L."
 ]
}

 The dataset includes 631808 records from 849 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002309-180824113759888/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14173604
title: PVsyst Parameters Translated from the CEC Module Database

description: The purpose of this dataset is to provide PVsyst model parameters for all modules in the CEC module database, taken from NREL's SAM. The parameters were translated using a method described in Parameter Translation for Photovoltaic Single Diode Models. Each module has a value for average normalized bias error for p_mp, v_mp, v_oc, i_mp, and i_sc. Of the 16,857 modules in the database, only 110 modules have p_mp NMBE larger than +/- 5%.

This work was supported by the U.S. Department of Energy’s Office of Energy Efficiency and Renewable Energy (EERE) under the Solar Energy Technologies Office Award Number 38267. Sandia National Laboratories is a multimission laboratory managed and operated by National Technology & Engineering Solutions of Sandia, LLC, a wholly owned subsidiary of Honeywell International Inc., for the U.S. Department of Energy’s National Nuclear Security Administration under contract DE-NA0003525. This paper describes objective technical results and analysis. Any subjective views or opinions that might be expressed in the paper do not necessarily represent the views of the U.S. Department of Energy or the United States Government.

Description of columns:




module_name
alpha_sc
gamma_ref
mu_gamma
I_L_ref
I_o_ref
R_sh_ref
R_sh_0
R_s
cells_in_series


Module name in CEC database
temperature coefficient of short circuit current (A/C)
diode ideality factor
temperature coefficient of diode ideality factor (1/K)
photocurrent at STC (A)
diode reverse saturation current at STC (A)
Shunt resistnace at STC (Ω)
Shunt resistance at 0 irradiance (Ω)
Series resistance at STC (Ω)
# of cells connected in series in module







pmp/vmp/vmp/isc/imp nmbe


average % error between value when calculated with original CEC parameters and new PVsyst parameters 




(SAND2024-15703O)
DOI: 10.5281/zenodo.14173605
title: PVsyst Parameters Translated from the CEC Module Database

description: The purpose of this dataset is to provide PVsyst model parameters for all modules in the CEC module database, taken from NREL's SAM. The parameters were translated using a method described in Parameter Translation for Photovoltaic Single Diode Models. Each module has a value for average normalized bias error for p_mp, v_mp, v_oc, i_mp, and i_sc. Of the 16,857 modules in the database, only 110 modules have p_mp NMBE larger than +/- 5%.

This work was supported by the U.S. Department of Energy’s Office of Energy Efficiency and Renewable Energy (EERE) under the Solar Energy Technologies Office Award Number 38267. Sandia National Laboratories is a multimission laboratory managed and operated by National Technology & Engineering Solutions of Sandia, LLC, a wholly owned subsidiary of Honeywell International Inc., for the U.S. Department of Energy’s National Nuclear Security Administration under contract DE-NA0003525. This paper describes objective technical results and analysis. Any subjective views or opinions that might be expressed in the paper do not necessarily represent the views of the U.S. Department of Energy or the United States Government.

Description of columns:




module_name
alpha_sc
gamma_ref
mu_gamma
I_L_ref
I_o_ref
R_sh_ref
R_sh_0
R_s
cells_in_series


Module name in CEC database
temperature coefficient of short circuit current (A/C)
diode ideality factor
temperature coefficient of diode ideality factor (1/K)
photocurrent at STC (A)
diode reverse saturation current at STC (A)
Shunt resistnace at STC (Ω)
Shunt resistance at 0 irradiance (Ω)
Series resistance at STC (Ω)
# of cells connected in series in module







pmp/vmp/vmp/isc/imp nmbe


average % error between value when calculated with original CEC parameters and new PVsyst parameters 




(SAND2024-15703O)
DOI: 10.5281/zenodo.10459209
title: Pyxem 4D STEM Demo Data

description: These are some example data files for doing 4D STEM using pyxem.
DOI: 10.5281/zenodo.10594923
title: Pyxem 4D STEM Demo Data

description: These are some example data files for doing 4D STEM using pyxem.
DOI: 10.5281/zenodo.11284654
title: Pyxem 4D STEM Demo Data

description: These are some example data files for doing 4D STEM using pyxem.
DOI: 10.5281/zenodo.14113591
title: Pyxem 4D STEM Demo Data

description: These are some example data files for doing 4D STEM using pyxem.
DOI: 10.5281/zenodo.15490547
title: Pyxem 4D STEM Demo Data

description: These are some example data files for doing 4D STEM using pyxem.
DOI: 10.5281/zenodo.7970399
title: Pyxem 4D STEM Demo Data

description: These are some example data files for doing 4D STEM using pyxem.
DOI: 10.5281/zenodo.7970400
title: Pyxem 4D STEM Demo Data

description: These are some example data files for doing 4D STEM using pyxem.
DOI: 10.5281/zenodo.8018932
title: Pyxem 4D STEM Demo Data

description: These are some example data files for doing 4D STEM using pyxem.
DOI: 10.5281/zenodo.8021874
title: Pyxem 4D STEM Demo Data

description: These are some example data files for doing 4D STEM using pyxem.
DOI: 10.5281/zenodo.8429302
title: Pyxem 4D STEM Demo Data

description: These are some example data files for doing 4D STEM using pyxem.
DOI: 10.15468/dl.qtdngf
title: Occurrence Download

description: A dataset containing 10163 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aconitum columbianum"
 ]
}

 The dataset includes 10163 records from 191 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003866-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p5qgty
title: Occurrence Download

description: A dataset containing 371 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ligustrum sinense",
 "Country is Argentina",
 "HasCoordinate is true"
 ]
}

 The dataset includes 371 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003867-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5519/qd.h7xzqabm
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (136 records)
DOI: 10.6084/m9.figshare.29552894
title: Integrative spatial and single-cell transcriptomics elucidate programmed cell death-driven tumor microenvironment dynamics in hepatocellular carcinoma

description: This dataset contains all key experimental and analytical materials supporting the study of programmed cell death (PCD) mechanisms and prognostic modeling in hepatocellular carcinoma (HCC). Provided resources include well-documented R scripts for data analysis and model construction, as well as original experimental data from functional validation studies, such as cell migration assay images and flow cytometry (.fcs) files. These materials enable the reproducibility of the analytical workflow, facilitate further exploration of PCD-related gene function, and support new analyses based on the experimental findings. Note that transcriptomic and clinical data referenced in the related manuscript were obtained from public repositories and are not redistributed here; users are encouraged to access those resources directly as needed. All included data are accompanied by metadata and README documentation to assist with reuse.
DOI: 10.6084/m9.figshare.29552894.v1
title: Integrative spatial and single-cell transcriptomics elucidate programmed cell death-driven tumor microenvironment dynamics in hepatocellular carcinoma

description: This dataset contains all key experimental and analytical materials supporting the study of programmed cell death (PCD) mechanisms and prognostic modeling in hepatocellular carcinoma (HCC). Provided resources include well-documented R scripts for data analysis and model construction, as well as original experimental data from functional validation studies, such as cell migration assay images and flow cytometry (.fcs) files. These materials enable the reproducibility of the analytical workflow, facilitate further exploration of PCD-related gene function, and support new analyses based on the experimental findings. Note that transcriptomic and clinical data referenced in the related manuscript were obtained from public repositories and are not redistributed here; users are encouraged to access those resources directly as needed. All included data are accompanied by metadata and README documentation to assist with reuse.
DOI: 10.15468/dl.wcgkfw
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is BOLD:ADW4842"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003868-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pccc9g
title: Occurrence Download

description: A dataset containing 622 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Arabidopsis kamchatica"
 ]
}

 The dataset includes 622 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003869-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ep5bgx
title: Occurrence Download

description: A dataset containing 3746 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aconitum japonicum"
 ]
}

 The dataset includes 3746 records from 117 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003870-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sdyng5
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Linaria vulgaris",
 "Country is Argentina",
 "HasCoordinate is true"
 ]
}

 The dataset includes 8 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003871-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vgj6yh
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is BOLD:ADW6616"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003872-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xhq5k4
title: Occurrence Download

description: A dataset containing 200 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Vietnam 200 endemic and/or endangered plant species"
 ]
}

 The dataset includes 200 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003873-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sdrh8d
title: Occurrence Download

description: A dataset containing 16103 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Arabidopsis lyrata"
 ]
}

 The dataset includes 16103 records from 347 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003874-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48324/dandi.000946/0.250712.1549
title: Neural Pathways Modulation in the Anesthetized Rat Elicited by Trials of Transcranial Focused Ultrasound Stimulation

description: In these recordings, we recorded neuronal activities from cortical-thalamocortical (CTC) pathway, including the somatosensory cortex (S1) and posteromedial complex (POm) of the thalamus responded to different PRFs (pulse repetition frequencies) or Pulse Durations (PDs) of transcranial ultrasound focused stimulation (tFUS) using a 128-element transducer to stimulate either at S1. Also, we tested the neural responses of the auditory cortex (AC) with tFUS targeting at S1. Recordings for each target are taken using 32-channel Neuronexus electrodes. Ultrasound stimulation is delivered every 2.5 seconds and each recording has 500 trials. The ultrasound duration and pressure level used in each recording is 67ms and ~90kPa. The PRFs and PDs for each recording can be found in the identifier field. For example, in BH494_1500_200_67_5, the PRF is 1500Hz and PD is 200us.Each recording contains two areas (64-channel). The spike time tiling coefficient (STTC) of neurons cross-area and within-area is included in the folders named with STTC.  The detailed description on the data can be found in the following publication:   Gao, H., Ramachandran, S., Yu, K., & He, B. (2025). Transcranial Focused Ultrasound Modulates Feedforward and Feedback Cortico-Thalamo-Cortical Pathways by Selectively Activating Excitatory Neurons. The Journal of Neuroscience, 45(23), e2218242025. https://doi.org/10.1523/JNEUROSCI.2218-24.2025.  If you would use part of the dataset, please cite the above publication.
DOI: 10.15468/dl.nsx38d
title: Occurrence Download

description: A dataset containing 120 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Nuttallanthus canadensis",
 "Country is Argentina",
 "HasCoordinate is true"
 ]
}

 The dataset includes 120 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003877-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r4vv9s
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is BOLD:ADW5696"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003878-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.utzg97
title: Occurrence Download

description: A dataset containing 21197 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Potentilla erecta",
 "Geometry POLYGON((-8.00174339329464 54.1998526673513, 0.202120938926891 54.1998526673513, 0.202120938926891 61.2628565887411, -8.00174339329464 61.2628565887411, -8.00174339329464 54.1998526673513))",
 "CoordinateUncertaintyInMeters is 0,101",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 21197 records from 57 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003876-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48324/dandi.001199/0.250712.1551
title: Neural Pathways Modulation in the Anesthetized Rat Elicited by Trials of Transcranial Focused Ultrasound Stimulation

description: In these recordings, we recorded neuronal activities from cortical-thalamocortical (CTC) pathway, including the somatosensory cortex (S1) and posteromedial complex (POm) of the thalamus responded to different Pulse Repetition Frequencies (PRFs ) or Pulse Durations (PDs) and Pressure Levels of transcranial ultrasound focused stimulation (tFUS) using a 128-element transducer to stimulate either at S1or PoM.  Recordings for S1 are taken using 64-channel Cambridge or Neuronexus electrodes and recordings for POm are taken using 32-channel Nueronexus electrodes. Ultrasound stimulation is delivered every 2.5 seconds and each recording has 500 trials. The Ultrasound Duration (UD) and pressure level used in each recording is 67ms. The PRFs, PDs and pressure levels for each recording can be found in the identifier field. For example, in BH596_3000_200_67_10, the PRF is 3000Hz, PD is 200us and pressure level is 10V.  Detailed description about this dataset can be found in the following publication. Please cite the paper if you would use a portion of the dataset. Gao, H., Ramachandran, S., Yu, K., & He, B. (2025). Transcranial Focused Ultrasound Modulates Feedforward and Feedback Cortico-Thalamo-Cortical Pathways by Selectively Activating Excitatory Neurons. The Journal of Neuroscience, 45(23), e2218242025. https://doi.org/10.1523/JNEUROSCI.2218-24.2025
DOI: 10.15468/dl.upcqef
title: Occurrence Download

description: A dataset containing 452 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Arabidopsis neglecta"
 ]
}

 The dataset includes 452 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003879-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8sdkxe
title: Occurrence Download

description: A dataset containing 420 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Plantago lanceolata",
 "Country is Argentina",
 "HasCoordinate is true"
 ]
}

 The dataset includes 420 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003880-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hz4qj6
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is BOLD:ADW6620"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003881-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vh7tej
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is ",
 "MediaType is Image"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003882-250711103210423/datasets/export for details.
DOI: 10.15468/dl.m59xra
title: Occurrence Download

description: A dataset containing 403 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Plantago major",
 "Country is Argentina",
 "HasCoordinate is true"
 ]
}

 The dataset includes 403 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003885-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ys5xhv
title: Occurrence Download

description: A dataset containing 80 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Arabidopsis pedemontana"
 ]
}

 The dataset includes 80 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003884-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.npgxj2
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is BOLD:ADC8381"
 ]
}

 The dataset includes 6 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003883-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.