cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.hwq9t4
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "VerbatimScientificName is Nesospiza acunhae",
 "BasisOfRecord is one of (Machine Observation, Human Observation)",
 "Year 2011-2021",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Specimen, Material citation, Material sample)"
 ]
 }
 }
 ]
}

 The dataset includes 13 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0077613-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ven4je
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Osteoglossiformes",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 12 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020505-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2ch2av
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lecananthus pentander (Merr.) Puff"
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005234-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eqeege
title: Occurrence Download

description: A dataset containing 53 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Greece",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Origanum calcaratum Juss."
 ]
}

 The dataset includes 53 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016815-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5gz9r3
title: Occurrence Download

description: A dataset containing 310 species occurrences available in GBIF matching the query:
{
 "and" : [
 "VerbatimScientificName is Nesoenas picturatus",
 "BasisOfRecord is one of (Machine Observation, Human Observation)",
 "Year 2011-2021",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Specimen, Material citation, Material sample)"
 ]
 }
 }
 ]
}

 The dataset includes 310 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0077606-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qtncwy
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is France",
 "TaxonKey is Aedes rusticus (Rossi, 1790)"
 ]
}

 The dataset includes 18 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020499-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2v3jxj
title: Occurrence Download

description: A dataset containing 34 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alstroemeria punctata Ravenna"
 ]
}

 The dataset includes 34 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016818-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.aakvcu
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alchemilla capillacea Juz."
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008220-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.33ghaa
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phyllanthus rhizomatosus Radcl.-Sm."
 ]
}

 The dataset includes 10 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0077602-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rzf3q3
title: Occurrence Download

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

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006701-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xxyz7f
title: Occurrence Download

description: A dataset containing 42 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "OccurrenceStatus is Present",
 "TaxonKey is Tithonia diversifolia (Hemsl.) A.Gray"
 ]
}

 The dataset includes 42 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008223-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fg3946
title: Occurrence Download

description: A dataset containing 6600 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Clitocybe phyllophila (Pers.) P.Kumm."
 ]
}

 The dataset includes 6600 records from 216 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016820-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gc5vcx
title: Occurrence Download

description: A dataset containing 6433 species occurrences available in GBIF matching the query:
{
 "and" : [
 "VerbatimScientificName is Nesophlox evelynae",
 "BasisOfRecord is one of (Machine Observation, Human Observation)",
 "Year 2011-2021",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Specimen, Material citation, Material sample)"
 ]
 }
 }
 ]
}

 The dataset includes 6433 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0077604-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cw8y9p
title: Occurrence Download

description: A dataset listing the 1348 species recorded in GBIF matching the query:
{
 "CollectionCode" : [
 "is sant-lich"
 ]
}

 The dataset's 1348 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021145-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4anfx8
title: Occurrence Download

description: A dataset containing 1046 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Piresia Swallen"
 ]
}

 The dataset includes 1046 records from 71 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008222-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bt7rtf
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Esociformes",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020516-230224095556074/datasets/export for details.
DOI: 10.15468/dl.n9usja
title: Occurrence Download

description: A dataset containing 16337 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Theristicus caerulescens (Vieillot, 1817))",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 16337 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016826-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nzzskc
title: Occurrence Download

description: A dataset containing 2757 species occurrences available in GBIF matching the query:
{
 "and" : [
 "VerbatimScientificName is Nesospingus speculiferus",
 "BasisOfRecord is one of (Machine Observation, Human Observation)",
 "Year 2011-2021",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Specimen, Material citation, Material sample)"
 ]
 }
 }
 ]
}

 The dataset includes 2757 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0077614-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c9fpzu
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alchemilla carinthiaca S.E.Fröhner"
 ]
}

 The dataset includes 3 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008224-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2u5ru5
title: Occurrence Download

description: A dataset containing 30 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is France",
 "TaxonKey is Aedes vexans (Meigen, 1830)"
 ]
}

 The dataset includes 30 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020506-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fkrc52
title: Occurrence Download

description: A dataset containing 3705 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ramaria botrytis (Pers.) Bourdot"
 ]
}

 The dataset includes 3705 records from 164 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017073-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.frwbsw
title: Occurrence Download

description: A dataset containing 657 species occurrences available in GBIF matching the query:
{
 "and" : [
 "VerbatimScientificName is Nesopsar nigerrimus",
 "BasisOfRecord is one of (Machine Observation, Human Observation)",
 "Year 2011-2021",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Specimen, Material citation, Material sample)"
 ]
 }
 }
 ]
}

 The dataset includes 657 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0077610-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4w9uxb
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alchemilla cartalinica Juz."
 ]
}

 The dataset includes 4 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008231-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.syff9z
title: Occurrence Download

description: A dataset containing 872 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Cambodia, Viet Nam, Thailand, Lao People’s Democratic Republic, Myanmar)",
 "TaxonKey is Macaca fascicularis (Raffles, 1821)",
 "Year 2011-2015"
 ]
}

 The dataset includes 872 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016829-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8wubnr
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Clematis armandii var. hefengensis (G.F.Tao) W.T.Wang",
 "Year is greater than or equal to 1900",
 "HasCoordinate is true"
 ]
}

 The dataset includes 5 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020507-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jv4q6u
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phyllanthus rupicola Elmer"
 ]
}

 The dataset includes 24 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0077627-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hg4m53
title: Occurrence Download

description: A dataset containing 1081241 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Quercus robur L."
 ]
}

 The dataset includes 1081241 records from 2312 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020442-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jjh6ha
title: Occurrence Download

description: A dataset containing 10244 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Crepidotus cesatii"
 ]
}

 The dataset includes 10244 records from 297 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024673-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hmmqfw
title: Occurrence Download

description: A dataset containing 187 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Melastoma saigonense"
 ]
}

 The dataset includes 187 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026652-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ghjwtw
title: Occurrence Download

description: A dataset containing 1059 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Melhania ovata"
 ]
}

 The dataset includes 1059 records from 60 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026653-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/wlf-xmg-xj2
title: Indeterminatae-dicot

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.15468/dl.y5mqjs
title: Occurrence Download

description: A dataset containing 476 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Melhania velutina"
 ]
}

 The dataset includes 476 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026654-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ekfpvd
title: Occurrence Download

description: A dataset containing 321477 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sciurus carolinensis",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 321477 records from 135 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026629-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8jywwx
title: Occurrence Download

description: A dataset containing 868 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Neolitsea confertifolia"
 ]
}

 The dataset includes 868 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026655-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fvxt5v
title: Occurrence Download

description: A dataset containing 2916 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Percina phoxocephala"
 ]
}

 The dataset includes 2916 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026657-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ubyk32
title: Occurrence Download

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

 The dataset includes 53 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026656-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fn95zk
title: Occurrence Download

description: A dataset containing 832 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Medicago sativa",
 "Country is Romania",
 "HasCoordinate is true"
 ]
}

 The dataset includes 832 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026659-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w8gtp5
title: Occurrence Download

description: A dataset containing 662 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cyperus alternifolius",
 "Country is Spain",
 "HasCoordinate is true"
 ]
}

 The dataset includes 662 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026658-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5s4jnu
title: Occurrence Download

description: A dataset containing 43 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Indonesia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Psittrichas fulgidus"
 ]
}

 The dataset includes 43 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026660-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16004263
title: GW231123: a Binary Black Hole Merger with Total Mass 190-265 Msun

description: This data release contains the analysis results and data behind the figures of the GW231123 discovery paper. Strain data for this event (the H1:GDS-CALIB_STRAIN_CLEAN_AR, L1:GDS-CALIB_STRAIN_CLEAN_AR channels) can be downloaded on GWOSC (link). The content of this repository is:

Results: 



The H1_subtracted_frame.tar.gz  file contains 20s of strain data from LIGO Hanford from the channel: H1:GDS-CALIB_STRAIN_CLEAN_BAYESWAVE_S00. In this channel, a glitch at [1.7,1.]s before the GW event has been subtracted using BayesWave. This is the channels used to infer the properties of GW231123.

the posterior_samples.tar.gz file contains the combined posterior samples for the 5 different models described in the paper.  In addition to containing the posterior samples, the .h5 file also contain metadata about the analyses including the configuration files (which specify details such as the detector data analysed), noise power spectral densities and calibration uncertainty envelopes. The inference of the source parameters were performed with Bilby and we assume the calibration envelopes for LIGO Hanford and LIGO Livingston maps calibrated data to theoretical strain. The .h5 files are formatted using PESummary. 

The Additional_results.tar.gz file contains the data necessary to reproduce Fig.1: whitened data (BayesWave_whitened_data_H1.dat, BayesWave_whitened_data_L1.dat), BayesWave reconstruction (BayesWave_signal_median_time_domain_waveform_H1.dat, BayesWave_signal_median_time_domain_waveform_L1.dat), CoherentWaveBurst (cWB) reconstruction (cWB_H1_wf_signal.dat, cWB_L1_wf_signal.dat), median waveform and 90% uncertainty from combined samples for 5 waveform models (median_combined_waveform_with_90pct_uncertainty.dat, created from the script combine_whitened_waveforms.py). The median waveform with 90% uncertainty for each waveform model are included here as well. The mismatches to reproduce Fig 2 (MatchResults_HighSpin.csv, MatchResults_LowSpin.csv). The folder pyRing_posteriors contains the posterior samples for the ringdown analysis considering a damped-sinusoid model at late times (26,28,30M).

the Additional_posteriors_samples folder contains : combined posterior samples used for Fig. 8 (SXS_BBH_0483_posterior_samples.h5, SXS_BBH_4030_posterior_samples.h5), and the posterior samples using only LIGO Hanford and LIGO Livingston used in Fig.9. These files have been formatted in a similar way to the posterior_samples.tar.gz file.


The scripts.tar.gz folder contains (please note that for the following scripts the path of the input files as to be completed by the user):



notebook to reproduce Fig.1

notebook to compute mismatches and reproduce Fig.2

In the folder 'Figs_source_properties': 'production_plots.py' scripts to reproduce Fig.3, Fig.4, Fig.9. 'systematics_production_plots.py' to reproduce Fig. 7, Fig. 8, 'utils.py' script tp open the posterior samples

script to reproduce Fig.5

notebook to reproduce Fig.6

script to reproduce Fig.10


The figures.tar.gz folder contains the Figures presented in the discovery paper