cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.10931013
title: Investigations on single and multi-grain optically stimulated luminescence (OSL) sensitivity and electron spin resonance (ESR) signals in quartz derived from sandstones: Insights on provenance of quartz in ancient depositional systems

description: Trapped charge techniques of luminescence and electron spin resonance (ESR) are classic tools for dating Quaternary deposits. Over the past decade, these techniques have been routinely applied to investigate provenance and /or the sedimentary history of grains based on the different luminescence and ESR characteristics of quartz. Of these, optically stimulated luminescence (OSL) sensitivity is one of the most widely investigated parameter for luminescence-based provenance approach. A majority of studies on this parameter are based on evaluation of multi-grain OSL sensitivity of the samples. This is particularly concerning because single-grain quartz luminescence studies have shown that the luminescence signal of a multi-grain aliquot is contributed by less than ~1-10% of the total grains. Since the sole criteria for discrimination of sources based on luminescence sensitivity relies on its intensity, therefore the results based on multi-grain analysis will most likely be skewed depending on the proportion and ‘brightness’ of a few grains. This demands a need to evaluate the potential of single-grain quartz OSL sensitivity in provenance studies. In this study, we investigate single and multi-grain quartz OSL sensitivities from compositionally different sandstones with well-characterised sources based on U-Pb zircon ages. We further complement this analysis with characterisation of ESR centres commonly used in quartz provenance, namely E’1 and [AlO4]0 centres. Our study shows that single-grain quartz OSL sensitivity can help distinguish between sediments that have a predominant input from a single source as compared to those with contribution from multiple sources, which otherwise cannot be inferred from multi-grain studies. Moreover, our results on characterisation of quartz-based ESR intensity of E’1 and saturated [AlO4]0 centres successfully differentiates between sandstones and further complements the luminescence-based characterisation.
DOI: 10.5281/zenodo.10931014
title: Investigations on single and multi-grain optically stimulated luminescence (OSL) sensitivity and electron spin resonance (ESR) signals in quartz derived from sandstones: Insights on provenance of quartz in ancient depositional systems

description: Trapped charge techniques of luminescence and electron spin resonance (ESR) are classic tools for dating Quaternary deposits. Over the past decade, these techniques have been routinely applied to investigate provenance and /or the sedimentary history of grains based on the different luminescence and ESR characteristics of quartz. Of these, optically stimulated luminescence (OSL) sensitivity is one of the most widely investigated parameter for luminescence-based provenance approach. A majority of studies on this parameter are based on evaluation of multi-grain OSL sensitivity of the samples. This is particularly concerning because single-grain quartz luminescence studies have shown that the luminescence signal of a multi-grain aliquot is contributed by less than ~1-10% of the total grains. Since the sole criteria for discrimination of sources based on luminescence sensitivity relies on its intensity, therefore the results based on multi-grain analysis will most likely be skewed depending on the proportion and ‘brightness’ of a few grains. This demands a need to evaluate the potential of single-grain quartz OSL sensitivity in provenance studies. In this study, we investigate single and multi-grain quartz OSL sensitivities from compositionally different sandstones with well-characterised sources based on U-Pb zircon ages. We further complement this analysis with characterisation of ESR centres commonly used in quartz provenance, namely E’1 and [AlO4]0 centres. Our study shows that single-grain quartz OSL sensitivity can help distinguish between sediments that have a predominant input from a single source as compared to those with contribution from multiple sources, which otherwise cannot be inferred from multi-grain studies. Moreover, our results on characterisation of quartz-based ESR intensity of E’1 and saturated [AlO4]0 centres successfully differentiates between sandstones and further complements the luminescence-based characterisation.
DOI: 10.15468/dl.e9zkvs
title: Occurrence Download

description: A dataset containing 27695 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "OccurrenceStatus is Present",
 "TaxonKey is Scyphozoa",
 "Year 1993-2023"
 ]
}

 The dataset includes 27695 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0103286-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9asnue
title: Occurrence Download

description: A dataset containing 92 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Schizostachyum dumetorum (Hance ex Walp.) Munro"
 ]
}

 The dataset includes 92 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0103288-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.knnp78
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Saussurea paucijuga Y.Ling"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0103289-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.10912802
title: Data for performing wavepacket propagation using Fourier Neural Operators

description: Datasets for training Fourier neural operator (FNO) [Li, Z., et al, 2021] and the trained models in Accelerating wavepacket propagation with Machine Learning by Kanishka Singh, Ka Hei Lee, Daniel Peláez and Annika Bande.



data-gaussian-pulse-10000.pickle: Training dataset for 2D FNO model. The dataset contains 10000 wavefunction propagations under 1D double well which is generated by the split-operator method. Each propagation is influenced by a different laser pulse.

data-gaussian-pulse-10000.pt: The trained 2D FNO model for wavefunction propagation under 1D double well influenced by laser pulse.

anharmonic_FNO_dens.pt: Training dataset for 3D FNO model. The dataset contains 5100 wavefunction propagations under 2D anharmonic potential which is generated by the multi-configurational time-dependent Hartree (MCTDH) method [Beck, M., 2000]. The dataset is structured and a dictionary with input 'x_conv' and output 'y'.

alllambda-anharmonic.pt: The trained 3D FNO model for wavefunction propagation under 2D anharmonic potential.

anharmonic_FNO_dens-potential.pt: The 2D anharmonic potential of the 2D wavefunction propagations.

anharmonic_FNO_dens-true.pt: The ground truth of the 2D wavefunction propagations by the MCTDH method.

anharmonic_FNO_dens-pred.pt: The prediction of the 2D wavefunction propagations by the 3D FNO model.
DOI: 10.5281/zenodo.10912803
title: Data for performing wavepacket propagation using Fourier Neural Operators

description: Datasets for training Fourier neural operator (FNO) [Li, Z., et al, 2021] and the trained models in Accelerating wavepacket propagation with Machine Learning by Kanishka Singh, Ka Hei Lee, Daniel Peláez and Annika Bande.



data-gaussian-pulse-10000.pickle: Training dataset for 2D FNO model. The dataset contains 10000 wavefunction propagations under 1D double well which is generated by the split-operator method. Each propagation is influenced by a different laser pulse.

data-gaussian-pulse-10000.pt: The trained 2D FNO model for wavefunction propagation under 1D double well influenced by laser pulse.

anharmonic_FNO_dens.pt: Training dataset for 3D FNO model. The dataset contains 5100 wavefunction propagations under 2D anharmonic potential which is generated by the multi-configurational time-dependent Hartree (MCTDH) method [Beck, M., 2000]. The dataset is structured and a dictionary with input 'x_conv' and output 'y'.

alllambda-anharmonic.pt: The trained 3D FNO model for wavefunction propagation under 2D anharmonic potential.

anharmonic_FNO_dens-potential.pt: The 2D anharmonic potential of the 2D wavefunction propagations.

anharmonic_FNO_dens-true.pt: The ground truth of the 2D wavefunction propagations by the MCTDH method.

anharmonic_FNO_dens-pred.pt: The prediction of the 2D wavefunction propagations by the 3D FNO model.
DOI: 10.5281/zenodo.10906587
title: MALNC: A new mutant NPM1/IDH2R140 and PML-RARA-associated lncRNA with impact on AML biology, prognosis and drug response

description: RNAseq and ChIRP-seq dataset for the manuscript "MALNC: A new mutant NPM1/IDH2R140 and PML-RARA-associated lncRNA with impact on AML biology, prognosis and drug response".

 

MALNC_1_ChIRPseq_peaks.xls; peak file from MCAS2 peak calling on ChIRPseq linrary replicate 1.

MALNC_2_ChIRPseq_peaks.xls; peak file from MCAS2 peak calling on ChIRPseq linrary replicate 2.

The overlapped peaks between two replicates were used in the manuscript.

MALNC_RNAseq_featurecounts.tsv; bulk RNAseq count table for MALNC knock out samples. 6 sample groups: (1) WT; (2) KOA (MALNC knockout A); (3) KOB (MALNC knockout B); (4) KOC (MALNC knockout C); (5) WTRA (WT treat with ATRA); (6) KORA (MALNC knockout B treat with ATRA). Each sample group has three replicates.
DOI: 10.5281/zenodo.10906588
title: MALNC: A new mutant NPM1/IDH2R140 and PML-RARA-associated lncRNA with impact on AML biology, prognosis and drug response

description: RNAseq and ChIRP-seq dataset for the manuscript "MALNC: A new mutant NPM1/IDH2R140 and PML-RARA-associated lncRNA with impact on AML biology, prognosis and drug response".

 

MALNC_1_ChIRPseq_peaks.xls; peak file from MCAS2 peak calling on ChIRPseq linrary replicate 1.

MALNC_2_ChIRPseq_peaks.xls; peak file from MCAS2 peak calling on ChIRPseq linrary replicate 2.

The overlapped peaks between two replicates were used in the manuscript.

MALNC_RNAseq_featurecounts.tsv; bulk RNAseq count table for MALNC knock out samples. 6 sample groups: (1) WT; (2) KOA (MALNC knockout A); (3) KOB (MALNC knockout B); (4) KOC (MALNC knockout C); (5) WTRA (WT treat with ATRA); (6) KORA (MALNC knockout B treat with ATRA). Each sample group has three replicates.
DOI: 10.5281/zenodo.10277141
title: Database

description: This database include multiparametric MRI brain images and susceptiblity-based radiomic features within a mixed sample of 100 patients with multiple sclerosis and 50 healthy controls. We focused on the normal appearing white matter and its tracts. 
In the folder, you find the 'participants.xlsx' file with time of the scan, age, sex, and clinical condition ('HC' and 'MS') for each subject, and a Python script for radiomic features extraction. 
Imaging and radiomic data - from folder 'data1' to folder 'data10' - are organized according to the Brain Imaging Directory Structure (BIDS) and for each subjects the following data are provided: anatomical T1w and T2w  images; DWI after the correction for EPI distortions and susceptibility effects, eddy currents, and signal dropout, b-values and b-vectors and registration matrix to T1w; QSM QSM reconstruction, already registered in T1w space, raw magnitude and phase maps for the 5 echo times and registration matrix to T1w; volumes of interest (normal appearing white matter and tracts, divided for the two hemispheres); 107 radiomic features for each volume of interest. All images were anonymized and de-identified.  
More details about image acquisition and processing may be found in Fiscone et al., 'Multiparametric MRI database for susceptibility-based radiomic feature extraction and analysis', currently under peer-review from Scientific Data. For further details please email cristiana.fiscone2@unibo.it and davidneil.manners@unibo.it.
DOI: 10.5281/zenodo.10277140
title: Database

description: This database include multiparametric MRI brain images and susceptiblity-based radiomic features within a mixed sample of 100 patients with multiple sclerosis and 50 healthy controls. We focused on the normal appearing white matter and its tracts. 
In the folder, you find the 'participants.xlsx' file with time of the scan, age, sex, and clinical condition ('HC' and 'MS') for each subject, and a Python script for radiomic features extraction. 
Imaging and radiomic data - from folder 'data1' to folder 'data10' - are organized according to the Brain Imaging Directory Structure (BIDS) and for each subjects the following data are provided: anatomical T1w and T2w  images; DWI after the correction for EPI distortions and susceptibility effects, eddy currents, and signal dropout, b-values and b-vectors and registration matrix to T1w; QSM QSM reconstruction, already registered in T1w space, raw magnitude and phase maps for the 5 echo times and registration matrix to T1w; volumes of interest (normal appearing white matter and tracts, divided for the two hemispheres); 107 radiomic features for each volume of interest. All images were anonymized and de-identified.  
More details about image acquisition and processing may be found in Fiscone et al., 'Multiparametric MRI database for susceptibility-based radiomic feature extraction and analysis', currently under peer-review from Scientific Data. For further details please email cristiana.fiscone2@unibo.it and davidneil.manners@unibo.it.
DOI: 10.15468/dl.357qf6
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ilybius pseudoneglectus (Franciscolo, 1972)"
 ]
}

 The dataset includes 19 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0103290-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vg9g42
title: Occurrence Download

description: A dataset containing 255 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Schinziophyton rautanenii (Schinz) Radcl.-Sm."
 ]
}

 The dataset includes 255 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0103291-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n88xs9
title: Occurrence Download

description: A dataset containing 71 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Saussurea paxiana Diels"
 ]
}

 The dataset includes 71 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0103293-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9nfrkj
title: Occurrence Download

description: A dataset containing 113 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Schizostachyum funghomii McClure"
 ]
}

 The dataset includes 113 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0103294-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6276j5
title: Occurrence Download

description: A dataset containing 896 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Schisandra arisanensis Hayata"
 ]
}

 The dataset includes 896 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0103295-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.68zy7b
title: Occurrence Download

description: A dataset containing 212 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Saussurea pectinata Bunge ex DC."
 ]
}

 The dataset includes 212 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0103296-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4gkmms
title: Occurrence Download

description: A dataset containing 390 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "OccurrenceStatus is Present",
 "TaxonKey is Cubozoa",
 "Year 1993-2023"
 ]
}

 The dataset includes 390 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0103298-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3zjhu9
title: Occurrence Download

description: A dataset containing 432 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Schizostachyum glaucifolium (Rupr.) Munro"
 ]
}

 The dataset includes 432 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0103297-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b8he97
title: Occurrence Download

description: A dataset containing 56 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Schisandra bicolor W.C.Cheng"
 ]
}

 The dataset includes 56 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0103299-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3u6hz4
title: Occurrence Download

description: A dataset containing 94 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Saussurea peduncularis Franch."
 ]
}

 The dataset includes 94 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0103300-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v4egzh
title: Occurrence Download

description: A dataset containing 42 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Schizostachyum gracile (Kurz ex Munro) Holttum"
 ]
}

 The dataset includes 42 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0103302-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u7fv9k
title: Occurrence Download

description: A dataset containing 9387 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Helicoverpa zea Boddie, 1850"
 ]
}

 The dataset includes 9387 records from 68 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0103301-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.waz6bq
title: Occurrence Download

description: A dataset containing 4462 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Schisandra chinensis (Turcz.) Baill."
 ]
}

 The dataset includes 4462 records from 155 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0103304-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b2b7an
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ilybius pseudoneglectus (Franciscolo, 1972)"
 ]
}

 The dataset includes 19 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0103305-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t4ycug
title: Occurrence Download

description: A dataset containing 58 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Saussurea pennata Koidz."
 ]
}

 The dataset includes 58 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0103306-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7z4h2x
title: Occurrence Download

description: A dataset containing 53 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Schizostachyum grande Ridl."
 ]
}

 The dataset includes 53 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0103307-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.safk43
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Saussurea petiolata Kom. ex Lipsch."
 ]
}

 The dataset includes 14 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0103309-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yks6bm
title: Occurrence Download

description: A dataset containing 44 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Schisandra glaucescens Diels"
 ]
}

 The dataset includes 44 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0103308-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.by8wab
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Schizostachyum griffithii (Munro) R.B.Majumdar"
 ]
}

 The dataset includes 13 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0103310-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5d6bh3
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Saussurea petrovii Lipsch."
 ]
}

 The dataset includes 10 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0103311-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rsjanm
title: Occurrence Download

description: A dataset containing 69 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Schizostachyum hainanense Merr. ex McClure"
 ]
}

 The dataset includes 69 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0103313-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.