cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.s65239
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Achatia mucens Hübner",
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 {
 "not" : {
 "DatasetKey" : [
 "is Global database of alien macrofungi"
 ]
 }
 },
 {
 "not" : {
 "Country" : [
 "is one of (United States of America, Canada)"
 ]
 }
 }
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039538-240906103802322/datasets/export for details.
DOI: 10.15468/dl.uc6dhz
title: Occurrence Download

description: A dataset containing 846 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Impatiens hawkeri W.Bull"
 ]
}

 The dataset includes 846 records from 56 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039539-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8j7fv3
title: Occurrence Download

description: A dataset containing 3786 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ipomoea trifida (Kunth) G.Don"
 ]
}

 The dataset includes 3786 records from 132 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039540-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13647415
title: Neural network prediction of strong lensing systems with domain adaptation and uncertainty quantification

description: This project combines the emerging field of Domain Adaptation with Uncertainty Quantification, working towards applying machine learning to real scientific datasets with limited labelled data. For this project, simulated images of strong gravitational lenses are used as source and target dataset, and the Einstein radius θ E and its uncertainty are determined through regression.

Applying machine learning in science domains such as astronomy is difficult. With models trained on simulated data being applied to real data, models frequently underperform - simulations cannot perfectlty capture the true complexity of real data. Enter domain adaptation (DA). The DA techniques used in this work use Maximum Mean Discrepancy (MMD) Loss to train a network to being embeddings of labelled "source" data gravitational lenses in line with unlabeled "target" gravitational lenses. With source and target datasets made similar, training on source datasets can be used with greater fidelity on target datasets.

Scientific analysis requires an estimate of uncertainty on measurements. We adopt an approach known as mean-variance estimation, which seeks to estimate the variance and control regression by minimizing the beta negative log-likelihood loss. To our knowledge, this is the first time that domain adaptation and uncertainty quantification are being combined, especially for regression on an astrophysical dataset.
DOI: 10.5281/zenodo.13647416
title: Neural network prediction of strong lensing systems with domain adaptation and uncertainty quantification

description: This project combines the emerging field of Domain Adaptation with Uncertainty Quantification, working towards applying machine learning to real scientific datasets with limited labelled data. For this project, simulated images of strong gravitational lenses are used as source and target dataset, and the Einstein radius θ E and its uncertainty are determined through regression.

Applying machine learning in science domains such as astronomy is difficult. With models trained on simulated data being applied to real data, models frequently underperform - simulations cannot perfectlty capture the true complexity of real data. Enter domain adaptation (DA). The DA techniques used in this work use Maximum Mean Discrepancy (MMD) Loss to train a network to being embeddings of labelled "source" data gravitational lenses in line with unlabeled "target" gravitational lenses. With source and target datasets made similar, training on source datasets can be used with greater fidelity on target datasets.

Scientific analysis requires an estimate of uncertainty on measurements. We adopt an approach known as mean-variance estimation, which seeks to estimate the variance and control regression by minimizing the beta negative log-likelihood loss. To our knowledge, this is the first time that domain adaptation and uncertainty quantification are being combined, especially for regression on an astrophysical dataset.
DOI: 10.15468/dl.kyxnw8
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Achroomyces arrhytidiae (L.S.Olive) Wojewoda",
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 {
 "not" : {
 "DatasetKey" : [
 "is Global database of alien macrofungi"
 ]
 }
 },
 "Country is one of (United States of America, Canada)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039541-240906103802322/datasets/export for details.
DOI: 10.5281/zenodo.13821033
title: Data from "High Resolution ALMA Observations of Richly Structured Protoplanetary Disks in sigma Orionis"

description: Data associated with Huang et al., "High Resolution ALMA Observations of Richly Structured Protoplanetary Disks in σ Orionis," accepted by ApJ. 

The raw data can be obtained from the ALMA archive under program IDs 2016.1.00447.S (PI: J. Williams) and 2022.1.00728.S (PI: J. Huang). 

Contents

images.tar: FITS files of the ALMA continuum images of the eight disks

reductionscripts.tar: CASA reduction scripts

visibilities.tar: Continuum measurement sets for the eight disks (note that the weights in these measurement sets are not rescaled)
DOI: 10.5281/zenodo.13821034
title: Data from "High Resolution ALMA Observations of Richly Structured Protoplanetary Disks in sigma Orionis"

description: Data associated with Huang et al., "High Resolution ALMA Observations of Richly Structured Protoplanetary Disks in σ Orionis," accepted by ApJ. 

The raw data can be obtained from the ALMA archive under program IDs 2016.1.00447.S (PI: J. Williams) and 2022.1.00728.S (PI: J. Huang). 

Contents

images.tar: FITS files of the ALMA continuum images of the eight disks

reductionscripts.tar: CASA reduction scripts

visibilities.tar: Continuum measurement sets for the eight disks (note that the weights in these measurement sets are not rescaled)
DOI: 10.18112/openneuro.ds005530.v1.0.5
title: Depotentiation of emotional reactivity using TMR during REM sleep
DOI: 10.5281/zenodo.13886510
title: GBM Targeted Search Data Release for GRB 241002D

description: The following Files include:



The summed GBM NaI detector lightcurve,

The individual GBM NaI detector lightcurves,

The BGO detector lightcurves, 

The GBM NaI detector lightcurves sliced by energy.

The waterfall plot (all energy) showing the most significant timescale of the event,

The waterfall plot with the three different spectral models (soft, normal and hard, see below).

The localization of GRB 241002D, showing the 3 and 1-sigma contours.

The healpix map for "Event 1", which is the event found by the Targeted Search and shown in these plots. 


The definitions for soft, normal and hard spectra are:"soft" spectrum (Band function with Epeak = 70 keV, alpha = -1.9, beta = -3.7) for a GRB."normal" spectrum (Band function with Epeak = 230 keV, alpha = -1.0, beta = -2.3) for a GRB."hard" spectrum (Comptonized function with Epeak = 1500 keV, alpha = -0.5) for a GRB.
DOI: 10.5281/zenodo.13886511
title: GBM Targeted Search Data Release for GRB 241002D

description: The following Files include:



The summed GBM NaI detector lightcurve,

The individual GBM NaI detector lightcurves,

The BGO detector lightcurves, 

The GBM NaI detector lightcurves sliced by energy.

The waterfall plot (all energy) showing the most significant timescale of the event,

The waterfall plot with the three different spectral models (soft, normal and hard, see below).

The localization of GRB 241002D, showing the 3 and 1-sigma contours.

The healpix map for "Event 1", which is the event found by the Targeted Search and shown in these plots. 


The definitions for soft, normal and hard spectra are:"soft" spectrum (Band function with Epeak = 70 keV, alpha = -1.9, beta = -3.7) for a GRB."normal" spectrum (Band function with Epeak = 230 keV, alpha = -1.0, beta = -2.3) for a GRB."hard" spectrum (Comptonized function with Epeak = 1500 keV, alpha = -0.5) for a GRB.
DOI: 10.15468/dl.dwak6k
title: Occurrence Download

description: A dataset containing 6282406 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Brazil",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 6282406 records from 1245 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039471-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ereqx4
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Achroomyces arrhytidiae (L.S.Olive) Wojewoda",
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 {
 "not" : {
 "DatasetKey" : [
 "is Global database of alien macrofungi"
 ]
 }
 },
 {
 "not" : {
 "Country" : [
 "is one of (United States of America, Canada)"
 ]
 }
 }
 ]
}

 The dataset includes 4 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039542-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yvstjg
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-105.60100632556458 20.54920880489717,-105.54607468493958 20.54920880489717,-105.54607468493958 20.60414044552217,-105.60100632556458 20.60414044552217,-105.60100632556458 20.54920880489717))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Coryne eximia Allman, 1859"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039543-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.74rc55
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Achroomyces sphaerosporus (G.W.Martin) Wojewoda",
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 {
 "not" : {
 "DatasetKey" : [
 "is Global database of alien macrofungi"
 ]
 }
 },
 "Country is one of (United States of America, Canada)"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039545-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25810/8196-e820.78
title: United Kingdom Newspaper Coverage of Climate Change or Global Warming, 2000-2024 - August 2024

description: The Media and Climate Change Observatory Data monitors 127 sources (across newspapers, radio and TV) in 59 countries in seven different regions around the world. Data is assembled by accessing archives through the Lexis Nexis, Proquest and Factiva databases via the University of Colorado libraries. More information may be found at: http://mecco.colorado.edu.
DOI: 10.15468/dl.kx6z8a
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Nectandra canaliculata Rohwer"
 ]
}

 The dataset includes 9 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039546-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ky5f5k
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Achroomyces sphaerosporus (G.W.Martin) Wojewoda",
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 {
 "not" : {
 "DatasetKey" : [
 "is Global database of alien macrofungi"
 ]
 }
 },
 {
 "not" : {
 "Country" : [
 "is one of (United States of America, Canada)"
 ]
 }
 }
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039548-240906103802322/datasets/export for details.
DOI: 10.15468/dl.d8gzrc
title: Occurrence Download

description: A dataset containing 1320 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"in","key":"TAXON_KEY","values":["2965084","2965085","2965095","3961566","2965098","7224673","2965086","2965093"],"matchCase":false},{"type":"equals","key":"BASIS_OF_RECORD","value":"PRESERVED SPECIMEN","matchCase":false},{"type":"equals","key":"HAS_COORDINATE","value":"true","matchCase":false},{"type":"equals","key":"HAS_GEOSPATIAL_ISSUE","value":"false","matchCase":false}]}

 The dataset includes 1320 records from 106 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039549-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17182/hepdata.83198.v2/t16
title: "Table 4e" of "Constraining gluon distributions in nuclei using dijets in proton-proton and proton-lead collisions at $\sqrt{s_{_\mathrm{NN}}} =$ 5.02 TeV"

description: The measured pPb dijet pseudorapidity spectra for $p_{\mathrm{T}}^{\mathrm{ave}} &gt; 150$ GeV using the CT14 as the baseline PDF.
description: No data abstract available.
DOI: 10.17182/hepdata.93884.v1/t42
title: "Figure 2-6" of "In-medium modification of dijets in PbPb collisions at $\sqrt{s_\mathrm{NN}} =$ 5.02 TeV"

description: The distribution of charged particle yields within $|\Delta\varphi| &lt; 1.0$ correlated with the subleading jets as a function of $\Delta\eta$ in the 10-30 % centrality bin in PbPb collisions. The results are shown in different dijet momentum balance bins for the charged particle $p_{\mathrm{T}}$ bin $0.7 &lt; p_{\mathrm{T}}^{\mathrm{ch}} &lt; 1$ GeV.
description: Modifications to the distribution of charged particles with respect to high transverse momentum $(p_{\mathrm{T}})$ jets passing through a quark-gluon plasma are explored using the CMS detector. Back-to-back dijets are analyzed in lead-lead and proton-proton collisions at $\sqrt{s_{\mathrm{NN}}} = 5.02$ TeV via correlations of charged particles in bins of relative pseudorapidity and angular distance from the leading and subleading jet axes. In comparing the lead-lead and proton-proton collision results, modifications to the charged-particle relative distance distribution and to the momentum distributions around the jet axis are found to depend on the dijet momentum balance $x_{j}$, which is the ratio between the subleading and leading jet $p_{\mathrm{T}}$. For events with $x_{j} \approx 1$, these modifications are observed for both the leading and subleading jets. However, while subleading jets show significant modifications for events with a larger dijet momentum imbalance, much smaller modifications are found for the leading jets in these events.
DOI: 10.17182/hepdata.93884.v1/t43
title: "Figure 2-7" of "In-medium modification of dijets in PbPb collisions at $\sqrt{s_\mathrm{NN}} =$ 5.02 TeV"

description: The distribution of charged particle yields within $|\Delta\varphi| &lt; 1.0$ correlated with the subleading jets as a function of $\Delta\eta$ in the 30-50 % centrality bin in PbPb collisions. The results are shown in different dijet momentum balance bins for the charged particle $p_{\mathrm{T}}$ bin $0.7 &lt; p_{\mathrm{T}}^{\mathrm{ch}} &lt; 1$ GeV.
description: Modifications to the distribution of charged particles with respect to high transverse momentum $(p_{\mathrm{T}})$ jets passing through a quark-gluon plasma are explored using the CMS detector. Back-to-back dijets are analyzed in lead-lead and proton-proton collisions at $\sqrt{s_{\mathrm{NN}}} = 5.02$ TeV via correlations of charged particles in bins of relative pseudorapidity and angular distance from the leading and subleading jet axes. In comparing the lead-lead and proton-proton collision results, modifications to the charged-particle relative distance distribution and to the momentum distributions around the jet axis are found to depend on the dijet momentum balance $x_{j}$, which is the ratio between the subleading and leading jet $p_{\mathrm{T}}$. For events with $x_{j} \approx 1$, these modifications are observed for both the leading and subleading jets. However, while subleading jets show significant modifications for events with a larger dijet momentum imbalance, much smaller modifications are found for the leading jets in these events.
DOI: 10.17182/hepdata.93884.v1/t44
title: "Figure 2-8" of "In-medium modification of dijets in PbPb collisions at $\sqrt{s_\mathrm{NN}} =$ 5.02 TeV"

description: The distribution of charged particle yields within $|\Delta\varphi| &lt; 1.0$ correlated with the subleading jets as a function of $\Delta\eta$ in the 50-90 % centrality bin in PbPb collisions. The results are shown in different dijet momentum balance bins for the charged particle $p_{\mathrm{T}}$ bin $0.7 &lt; p_{\mathrm{T}}^{\mathrm{ch}} &lt; 1$ GeV.
description: Modifications to the distribution of charged particles with respect to high transverse momentum $(p_{\mathrm{T}})$ jets passing through a quark-gluon plasma are explored using the CMS detector. Back-to-back dijets are analyzed in lead-lead and proton-proton collisions at $\sqrt{s_{\mathrm{NN}}} = 5.02$ TeV via correlations of charged particles in bins of relative pseudorapidity and angular distance from the leading and subleading jet axes. In comparing the lead-lead and proton-proton collision results, modifications to the charged-particle relative distance distribution and to the momentum distributions around the jet axis are found to depend on the dijet momentum balance $x_{j}$, which is the ratio between the subleading and leading jet $p_{\mathrm{T}}$. For events with $x_{j} \approx 1$, these modifications are observed for both the leading and subleading jets. However, while subleading jets show significant modifications for events with a larger dijet momentum imbalance, much smaller modifications are found for the leading jets in these events.
DOI: 10.3535/s93-jjv-g2p
title: Selenia tetralunaria (Hufnagel, 1767)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/tt0-x24-lm6
title: Jodis putata (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.17182/hepdata.79057.v1/t32
title: "Table 32" of "Principal-component analysis of two-particle azimuthal correlations in PbPb and pPb collisions at CMS"

description: Elliptic and triangular ratios of subleading and leading flow as a function of multiplicity for the highest bin 2.5 &lt; $p_T$ &lt; 3.0 GeV in pPb collisions.
description: CERN-LHC. Measurement of leading and subleading modes using PCA and two-particle correlations for PbPb and pPb at centre-mass energy 2.76 TeV and 5.02 TeV respectively.
DOI: 10.17182/hepdata.79057.v1/t33
title: "Table 33" of "Principal-component analysis of two-particle azimuthal correlations in PbPb and pPb collisions at CMS"

description: Leading ($\alpha$ = 1) and subleading ($\alpha$ = 2) multiplicity modes, $v^{(\alpha)}_0$, as a function of $p_T$ in 0-0.2% centrality PbPb collisions.
description: CERN-LHC. Measurement of leading and subleading modes using PCA and two-particle correlations for PbPb and pPb at centre-mass energy 2.76 TeV and 5.02 TeV respectively.
DOI: 10.17182/hepdata.83198.v2/t17
title: "Table 5a" of "Constraining gluon distributions in nuclei using dijets in proton-proton and proton-lead collisions at $\sqrt{s_{_\mathrm{NN}}} =$ 5.02 TeV"

description: The measured pPb dijet pseudorapidity spectra for $55 &lt; p_{\mathrm{T}}^{\mathrm{ave}} &lt; 75$ GeV using the MMHT14 as the baseline PDF.
description: No data abstract available.
DOI: 10.17182/hepdata.83198.v2/t18
title: "Table 5b" of "Constraining gluon distributions in nuclei using dijets in proton-proton and proton-lead collisions at $\sqrt{s_{_\mathrm{NN}}} =$ 5.02 TeV"

description: The measured pPb dijet pseudorapidity spectra for $75 &lt; p_{\mathrm{T}}^{\mathrm{ave}} &lt; 95$ GeV using the MMHT14 as the baseline PDF.
description: No data abstract available.
DOI: 10.17182/hepdata.93884.v1/t45
title: "Figure 2-9" of "In-medium modification of dijets in PbPb collisions at $\sqrt{s_\mathrm{NN}} =$ 5.02 TeV"

description: The distribution of charged particle yields within $|\Delta\varphi| &lt; 1.0$ correlated with the subleading jets as a function of $\Delta\eta$ in pp collisions. The results are shown in different dijet momentum balance bins for the charged particle $p_{\mathrm{T}}$ bin $0.7 &lt; p_{\mathrm{T}}^{\mathrm{ch}} &lt; 1$ GeV.
description: Modifications to the distribution of charged particles with respect to high transverse momentum $(p_{\mathrm{T}})$ jets passing through a quark-gluon plasma are explored using the CMS detector. Back-to-back dijets are analyzed in lead-lead and proton-proton collisions at $\sqrt{s_{\mathrm{NN}}} = 5.02$ TeV via correlations of charged particles in bins of relative pseudorapidity and angular distance from the leading and subleading jet axes. In comparing the lead-lead and proton-proton collision results, modifications to the charged-particle relative distance distribution and to the momentum distributions around the jet axis are found to depend on the dijet momentum balance $x_{j}$, which is the ratio between the subleading and leading jet $p_{\mathrm{T}}$. For events with $x_{j} \approx 1$, these modifications are observed for both the leading and subleading jets. However, while subleading jets show significant modifications for events with a larger dijet momentum imbalance, much smaller modifications are found for the leading jets in these events.