cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15288728
title: Lightning Model Data for Uden (2025) Study

description: This repository contains:



Input data used to drive lightning prediction models.

Model outputs generated from linear, Gamma GLM, and Gamma Bayesian models.


Contents:



input_data/



daily_drivers.csv: climate drivers and lighting strike counts summarized to daily averages.

monthly_drivers._drivers.csvcsv: climate drivers and lighting strike counts summarized to summer (May-September) averages.


model_outputs/



Tabel_1.csv: table of model descriptions

Table_2.csv through Table_5.csv: Summary tables of parameter estimates.

*_performance.csv: Model evaluation metrics (RMSE, Correlation, S-score) from different models.

*_predictions.csv: Lightning strike rate predictions from different models.



 

Data cover the Northeastern USA (New England and New York) for the years 2005 - 2010. Raw ERA5 climate data were downloaded from Copernicus Climate Change Service and include CAPE (J/kg), 2 meter temperature (℃), instantaneous 10 meter wind gust (m/s), mean surface downward short-wave radiation flux (W/m2), surface pressure (Pa), mean total precipitation rate (kg/m2/s), and relative humidity (%, calculated from temperature and 2 meter dew point temperature). Raw daily lighting strike count data were provided by the Vaisala Lightning Detection Network.

References:

Hersbach, Hans, Bill Bell, Paul Berrisford, Shoji Hirahara, András Horányi, Joaquín Muñoz-Sabater, Julien Nicolas, Carole Peubey, Raluca Radu, Dinand Schepers, Adrian Simmons, Cornel Soci, Saleh Abdalla, Xavier Abellan, Gianpaolo Balsamo, Peter Bechtold, Gionata Biavati, Jean Bidlot, Massimo Bonavita, Giovanna De Chiara, Per Dahlgren, Dick Dee, Michail Diamantakis, Rossana Dragani, Johannes Flemming, Richard Forbes, Manuel Fuentes, Alan Geer, Leo Haimberger, Sean Healy, Robin J. Hogan, Elías Hólm, Marta Janisková, Sarah Keeley, Patrick Laloyaux, Philippe Lopez, Cristina Lupu, Gabor Radnoti, Patricia de Rosnay, Iryna Rozum, Freja Vamborg, Sebastien Villaume, and Jean-Noël Thépaut. 2020. “The ERA5 Global Reanalysis.” Quarterly Journal of the Royal Meteorological Society 146(730):1999–2049. doi: 10.1002/qj.3803.

Vaisala, Inc. n.d. “Vaisala National Lightning Detection Network.”
DOI: 10.5281/zenodo.17220315
title: Lightning Model Data for Uden (2025) Study

description: This repository contains:



Input data used to drive lightning prediction models.

Model outputs generated from linear, Gamma GLM, and Gamma Bayesian models.


Contents:



input_data/



daily_drivers.csv: climate drivers and lighting strike counts summarized to daily averages.

monthly_drivers._drivers.csvcsv: climate drivers and lighting strike counts summarized to summer (May-September) averages.


model_outputs/



Tabel_1.csv: table of model descriptions

Table_2.csv through Table_5.csv: Summary tables of parameter estimates.

*_performance.csv: Model evaluation metrics (RMSE, Correlation, S-score) from different models.

*_predictions.csv: Lightning strike rate predictions from different models.



 

Data cover the Northeastern USA (New England and New York) for the years 2005 - 2010. Raw ERA5 climate data were downloaded from Copernicus Climate Change Service and include CAPE (J/kg), 2 meter temperature (℃), instantaneous 10 meter wind gust (m/s), mean surface downward short-wave radiation flux (W/m2), surface pressure (Pa), mean total precipitation rate (kg/m2/s), and relative humidity (%, calculated from temperature and 2 meter dew point temperature). Raw daily lighting strike count data were provided by the Vaisala Lightning Detection Network.

References:

Hersbach, Hans, Bill Bell, Paul Berrisford, Shoji Hirahara, András Horányi, Joaquín Muñoz-Sabater, Julien Nicolas, Carole Peubey, Raluca Radu, Dinand Schepers, Adrian Simmons, Cornel Soci, Saleh Abdalla, Xavier Abellan, Gianpaolo Balsamo, Peter Bechtold, Gionata Biavati, Jean Bidlot, Massimo Bonavita, Giovanna De Chiara, Per Dahlgren, Dick Dee, Michail Diamantakis, Rossana Dragani, Johannes Flemming, Richard Forbes, Manuel Fuentes, Alan Geer, Leo Haimberger, Sean Healy, Robin J. Hogan, Elías Hólm, Marta Janisková, Sarah Keeley, Patrick Laloyaux, Philippe Lopez, Cristina Lupu, Gabor Radnoti, Patricia de Rosnay, Iryna Rozum, Freja Vamborg, Sebastien Villaume, and Jean-Noël Thépaut. 2020. “The ERA5 Global Reanalysis.” Quarterly Journal of the Royal Meteorological Society 146(730):1999–2049. doi: 10.1002/qj.3803.

Vaisala, Inc. n.d. “Vaisala National Lightning Detection Network.”
DOI: 10.15468/dl.tw8tnp
title: Occurrence Download

description: A dataset containing 7534 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is one of (Bromus rigidus)"
 ]
}

 The dataset includes 7534 records from 388 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027012-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mrrvba
title: Occurrence Download

description: A dataset containing 395 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rhaphiolepis indica",
 "Geometry POLYGON((119.300000 20.500000, 122.100000 20.500000, 122.100000 25.400000, 119.300000 25.400000, 119.300000 20.500000))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 395 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027013-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u4985e
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Amara ovata",
 "Country is Canada",
 "HasCoordinate is true"
 ]
}

 The dataset includes 21 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027015-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8njbby
title: Occurrence Download

description: A dataset containing 2160 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Aneides aeneus"
 ]
}

 The dataset includes 2160 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027014-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.abjvdq
title: Occurrence Download

description: A dataset containing 26352 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is one of (Bromus secalinus)"
 ]
}

 The dataset includes 26352 records from 607 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027016-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.65frc7
title: Occurrence Download

description: A dataset containing 5401297 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON((-106.600000 25.800000, -93.500000 25.800000, -93.500000 36.500000, -106.600000 36.500000, -106.600000 25.800000))",
 "Year is greater than or equal to 2010",
 "Year is less than or equal to 2024",
 "BasisOfRecord is one of (Human Observation, Observation, Specimen)",
 "CoordinateUncertaintyInMeters is less than or equal to 10000",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 5401297 records from 268 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026995-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7mzt3y
title: Occurrence Download

description: A dataset containing 235 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rhaphiolepis umbellata",
 "Geometry POLYGON((119.300000 20.500000, 122.100000 20.500000, 122.100000 25.400000, 119.300000 25.400000, 119.300000 20.500000))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 235 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027017-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7pu7jd
title: Occurrence Download

description: A dataset containing 51 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Leobordea lanceolata"
 ]
}

 The dataset includes 51 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027018-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yqfa65
title: Occurrence Download

description: A dataset containing 66 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Anisodactylus binotatus",
 "Country is Canada",
 "HasCoordinate is true"
 ]
}

 The dataset includes 66 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027019-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.42mayf
title: Occurrence Download

description: A dataset containing 492687 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON((-109.100000 31.300000, -103.000000 31.300000, -103.000000 37.000000, -109.100000 37.000000, -109.100000 31.300000))",
 "Year is greater than or equal to 2010",
 "Year is less than or equal to 2024",
 "BasisOfRecord is one of (Human Observation, Observation, Specimen)",
 "CoordinateUncertaintyInMeters is less than or equal to 10000",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 492687 records from 153 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027000-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k8hexf
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Anisodactylus binotatus",
 "Country is Iceland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027020-250920141307145/datasets/export for details.
DOI: 10.15468/dl.d3yf97
title: Occurrence Download

description: A dataset containing 461182 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON((-103.000000 33.600000, -94.400000 33.600000, -94.400000 37.000000, -103.000000 37.000000, -103.000000 33.600000))",
 "Year is greater than or equal to 2010",
 "Year is less than or equal to 2024",
 "BasisOfRecord is one of (Human Observation, Observation, Specimen)",
 "CoordinateUncertaintyInMeters is less than or equal to 10000",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 461182 records from 126 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026998-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g3hnrj
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((148.596327 -32.53093, 148.596327 -32.533176, 148.598573 -32.533176, 148.598573 -32.53093, 148.596327 -32.53093))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066901-240626123714530/datasets/export for details.
DOI: 10.15468/dl.4a6pmn
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((142.739284 -36.979858, 142.739284 -36.982104, 142.741529 -36.982104, 142.741529 -36.979858, 142.739284 -36.979858))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066902-240626123714530/datasets/export for details.
DOI: 10.6084/m9.figshare.26666482
title: Additional file 1 of Comparative analysis of hippocampal extracellular space uncovers widely altered peptidome upon epileptic seizure in urethane-anaesthetized rats

description: Additional file 1: Table S1. List of detected peptides in microdialysate samples. Peptide sequences, positions, Uniprot accession numbers, protein names, and normalized abundances are shown. (Norm ab: normalized abundance; 4Ap: 4-AP treated samples; ctrl: control samples). Table S2. List of significantly altered peptides upon 4-AP treatment (paired t-test, adjusted P-value &lt; 0.05). Peptide sequences, positions, Uniprot accession numbers, gene symbols, and protein names are shown. Table S3. List of peptides that are detected in at least 9 of the 4-AP treated samples and not more than 2 of the control samples upon 4-AP treatment. Peptide sequences, positions, modifications, Uniprot accession numbers, gene symbols, and normalized abundances (Norm ab) are shown. (4Ap: 4-AP treated samples; ctrl: control samples). Table S4. Enrichment analysis on upregulated proteins. (Analysis was carried out by g:Profiler (version e106_eg53_p16_65fcd97) g:GOSt online tool with the background of Rattus norvegicus genome). Table S5. Enrichment analysis on downregulated proteins. (Analysis was carried out by g:Profiler (version e106_eg53_p16_65fcd97) g:GOSt online tool with the background of Rattus norvegicus genome). Table S6. Functional categories of proteins that had significantly altered peptides in the microdialysate.
DOI: 10.6084/m9.figshare.26666482.v1
title: Additional file 1 of Comparative analysis of hippocampal extracellular space uncovers widely altered peptidome upon epileptic seizure in urethane-anaesthetized rats

description: Additional file 1: Table S1. List of detected peptides in microdialysate samples. Peptide sequences, positions, Uniprot accession numbers, protein names, and normalized abundances are shown. (Norm ab: normalized abundance; 4Ap: 4-AP treated samples; ctrl: control samples). Table S2. List of significantly altered peptides upon 4-AP treatment (paired t-test, adjusted P-value &lt; 0.05). Peptide sequences, positions, Uniprot accession numbers, gene symbols, and protein names are shown. Table S3. List of peptides that are detected in at least 9 of the 4-AP treated samples and not more than 2 of the control samples upon 4-AP treatment. Peptide sequences, positions, modifications, Uniprot accession numbers, gene symbols, and normalized abundances (Norm ab) are shown. (4Ap: 4-AP treated samples; ctrl: control samples). Table S4. Enrichment analysis on upregulated proteins. (Analysis was carried out by g:Profiler (version e106_eg53_p16_65fcd97) g:GOSt online tool with the background of Rattus norvegicus genome). Table S5. Enrichment analysis on downregulated proteins. (Analysis was carried out by g:Profiler (version e106_eg53_p16_65fcd97) g:GOSt online tool with the background of Rattus norvegicus genome). Table S6. Functional categories of proteins that had significantly altered peptides in the microdialysate.
DOI: 10.6084/m9.figshare.26666506
title: Additional file 1 of DNTGF-βR armored CAR-T cell therapy against tumors from bench to bedside

description: Additional file 1: Table S1. Detailed information of clinical trials of DNR armored CAR-T cell therapy in cancer research (Clinical trial data from Informa database).
DOI: 10.6084/m9.figshare.26666506.v1
title: Additional file 1 of DNTGF-βR armored CAR-T cell therapy against tumors from bench to bedside

description: Additional file 1: Table S1. Detailed information of clinical trials of DNR armored CAR-T cell therapy in cancer research (Clinical trial data from Informa database).
DOI: 10.6084/m9.figshare.26603494
title: Additional file 2 of Blood RNA-Seq profiling reveals a set of circular RNAs differentially expressed in frail individuals

description: Additional file 2: Supplementary Table 1.
DOI: 10.6084/m9.figshare.26603494.v1
title: Additional file 2 of Blood RNA-Seq profiling reveals a set of circular RNAs differentially expressed in frail individuals

description: Additional file 2: Supplementary Table 1.
DOI: 10.6084/m9.figshare.26666563
title: Additional file 2 of Enhancing mitosis quantification and detection in meningiomas with computational digital pathology

description: Additional file 2: De-identified information sheet of mitosis count summary for each WSI.
DOI: 10.6084/m9.figshare.26666563.v1
title: Additional file 2 of Enhancing mitosis quantification and detection in meningiomas with computational digital pathology

description: Additional file 2: De-identified information sheet of mitosis count summary for each WSI.
DOI: 10.6084/m9.figshare.26666566.v1
title: Additional file 3 of Enhancing mitosis quantification and detection in meningiomas with computational digital pathology

description: Additional file 3: Mitosis count in 10 HPFs with the DFS, linear, and rectangular arrangements, with regard to the shift in the coordinate origins.
DOI: 10.6084/m9.figshare.26666566
title: Additional file 3 of Enhancing mitosis quantification and detection in meningiomas with computational digital pathology

description: Additional file 3: Mitosis count in 10 HPFs with the DFS, linear, and rectangular arrangements, with regard to the shift in the coordinate origins.
DOI: 10.15468/dl.45bujw
title: Occurrence Download

description: A dataset containing 576 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "TaxonKey is one of (Cosmibuena Ruiz & Pav., Hillia Jacq.)"
 ]
}

 The dataset includes 576 records from 65 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066907-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xbk648
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((148.935443 -32.53093, 148.935443 -32.537668, 148.942181 -32.537668, 148.942181 -32.535422, 148.939935 -32.535422, 148.939935 -32.53093, 148.935443 -32.53093))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066908-240626123714530/datasets/export for details.
DOI: 10.15468/dl.fpae9x
title: Occurrence Download

description: A dataset containing 18566 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON((-77.08897 3.84182,-76.99093 3.84182,-76.99093 3.89911,-77.08897 3.89911,-77.08897 3.84182))"
 ]
}

 The dataset includes 18566 records from 132 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066906-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rky52b
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((144.425879 -36.982104, 144.425879 -36.98435, 144.428125 -36.98435, 144.428125 -36.982104, 144.425879 -36.982104))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066909-240626123714530/datasets/export for details.
DOI: 10.6084/m9.figshare.26603560
title: Additional file 3 of CMOT: Cross-Modality Optimal Transport for multimodal inference

description: Additional file 3. CMOT versus MOFA + inferred genes in DEX-treated A549 lung cancer cells [2]
DOI: 10.15468/dl.qwdgx9
title: Occurrence Download

description: A dataset containing 648 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-90.28606 15.24789,-90.34583 15.23654,-90.33547 15.14116,-90.27407 15.12442,-90.20167 15.12847,-90.22528 15.21758,-90.28606 15.24789))",
 "HasGeospatialIssue is false",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 648 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066910-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34770/16b3-1978
title: Integrative Mechanisms of Social Attention

description: Monitoring the attention of others is fundamental to social cognition.
 Most of the literature on the topic assumes that our social cognitive
 machinery is tuned specifically to the gaze direction of others as a proxy
 for attention. This standard assumption reduces attention to an externally
 visible parameter. Here we show that this assumption is wrong and a
 deeper, more meaningful representation is involved. We presented subjects
 with two cues about the attentional state of a face: direction of gaze and
 emotional expression. We tested whether people relied predominantly on one
 cue, the other, or both. If the traditional view is correct, then the gaze
 cue should dominate. Instead, people employed a variety of strategies,
 some relying on gaze, some on expression, and some on an integration of
 cues. We also assessed people’s social cognitive ability using two,
 independent, standard tests. If the traditional view is correct, then
 social cognitive ability, as assessed by the independent tests, should
 correlate with the degree to which people successfully use the gaze cue to
 judge the attention state of the face. Instead, social cognitive ability
 correlated best with the degree to which people successfully integrated
 the cues together, instead of with the use of any one specific cue. The
 results suggest a rethink of a fundamental component of social cognition:
 monitoring the attention of others involves constructing a deep model that
 is informed by a combination of cues. Attention is a rich process and
 monitoring the attention of others involves a similarly rich
 representation.