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

description: A dataset containing 64717 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Betulaceae",
 "DatasetKey is Florabank1 - A grid-based database on vascular plant distribution in the northern part of Belgium (Flanders and the Brussels Capital region)"
 ]
}

 The dataset includes 64717 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032320-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3468tb
title: Occurrence Download

description: A dataset containing 6605 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "TaxonKey is Camelus dromedarius Linnaeus, 1758"
 ]
}

 The dataset includes 6605 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0062984-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r4zra0
title: Occurrence Download

description: A dataset containing 220 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Neophron percnopterus percnopterus",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 220 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032322-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/examiner-c44-48112
title: Then and now series, 1957

description: 10 images. Then and now series, 3 June 1957. Pico House; Merced Theater; Masonic Temple site; Site of Saint Athanasius Episcopal Church; Second Street and Broadway; Jonathan Club, site of former Bellview Terrace Hotel; Broadway at Fifth Street -- First Examiner Building.; Caption slip reads: "Photographer: Paegel. Date: 06-03. Reporter: Waymire. Assignment: Then & Now Series. 35-36: Pico House, Merced Theater, Masonic Temple site. 49-50: Site of St. Athanasius Episcopal Church. 11-12: Second St. at Broadway; 47-48: Jonathan Club, site of former Bellview Terrace Hotel. 45-46: Boradway at 5th -- First Examiner building".
DOI: 10.15468/dl.6vjhn5
title: Occurrence Download

description: A dataset containing 11638 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Pteroglossus castanotis Gould, 1834"
 ]
}

 The dataset includes 11638 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034057-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dj37m2
title: Occurrence Download

description: A dataset listing the 1460 species recorded in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON((-8.23793 39.81282,-8.03345 39.81282,-8.03345 39.98096,-8.23793 39.98096,-8.23793 39.81282))"
 ]
}

 The dataset's 1460 records were derived from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007174-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dhfnub
title: Occurrence Download

description: A dataset containing 58802 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is one of (PRT, ESP, FRA, ITA, CHE, BEL, AND)",
 "Geometry POLYGON((-11.19797 34.20462,-8.31728 34.46298,0.766 33.23799,21.49486 34.58617,36.81558 58.5763,-14.9011 58.5763,-11.19797 34.20462))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Coccinella Linnaeus, 1758"
 ]
}

 The dataset includes 58802 records from 841 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0062971-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hbd24m
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Romania",
 "TaxonKey is Manica rubida"
 ]
}

 The dataset includes 10 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050097-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2kyvjj
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Ranunculus foeniculaceus"
 ]
}

 The dataset includes 7 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050098-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fudau3
title: Occurrence Download

description: A dataset containing 2626 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((-0.330513 39.073090, -0.330630 39.112921, -0.382890 39.112921, -0.382755 39.073090, -0.330513 39.073090))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2015",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 2626 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050095-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17915696
title: Countering Local Overfitting for Equitable Spatiotemporal Modeling

description: The dataset for local overfit (paper), and example datasets for package geoequity, and og-learn
DOI: 10.1184/r1/30870710
title: <b>Distinct talkers combat catastrophic failures of spatial attention due to interruption</b>

description: This is a behavioral dataset, containing 2 experiments. In both experiments, the listeners listened to two competing sounds streams (composed of /ba/, /ga/, and /da/) presented from different spatial directions. One of the direction is the target direction, and the listener's task is to report what they heard from the target direction. In each trial, there were 5 syllables in target stream and 5 syllables in distractor stream. In half of the trials, the trial was interrupted, with an interrupter sound occurred before the onset of the third target syllable. The 2 experiments included in this dataset explored impact of talker identity on spatial attention task performance: DSDT (different stream different talker)half of the trials were spoken by the same talker half of the trials were spoken by different talkers (one male, one female) SSDT (same stream different talker)half of the trials were spoken by the same talkerhalf of the trials had random talkers within each stream <br>
DOI: 10.1184/r1/30870710.v1
title: <b>Distinct talkers combat catastrophic failures of spatial attention due to interruption</b>

description: This is a behavioral dataset, containing 2 experiments. In both experiments, the listeners listened to two competing sounds streams (composed of /ba/, /ga/, and /da/) presented from different spatial directions. One of the direction is the target direction, and the listener's task is to report what they heard from the target direction. In each trial, there were 5 syllables in target stream and 5 syllables in distractor stream. In half of the trials, the trial was interrupted, with an interrupter sound occurred before the onset of the third target syllable. The 2 experiments included in this dataset explored impact of talker identity on spatial attention task performance: DSDT (different stream different talker)half of the trials were spoken by the same talker half of the trials were spoken by different talkers (one male, one female) SSDT (same stream different talker)half of the trials were spoken by the same talkerhalf of the trials had random talkers within each stream <br>
DOI: 10.15468/dl.xhjt36
title: Occurrence Download

description: A dataset containing 1674 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Russian Federation, China, Japan, Korea (Democratic People’s Republic of), Korea, Republic of, Mongolia)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Ranunculus reptans"
 ]
}

 The dataset includes 1674 records from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050099-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m43at6
title: Occurrence Download

description: A dataset containing 3103 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((-3.973922 38.946545, -3.975249 38.984363, -4.024845 38.984363, -4.023502 38.946545, -3.973922 38.946545))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2015",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 3103 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050100-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s2d9dx
title: Occurrence Download

description: A dataset containing 2241286 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Natural History Collections of the Faculty of Biology AMU"
 ]
}

 The dataset includes 2241286 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050091-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qq69b6
title: Occurrence Download

description: A dataset containing 187 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Japan, Russian Federation, Korea, Republic of, China, Korea (Democratic People’s Republic of))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Ranunculus tachiroi"
 ]
}

 The dataset includes 187 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050102-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cva5pn
title: Occurrence Download

description: A dataset containing 19587 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (China, Russian Federation, Mongolia, Japan, Korea (Democratic People’s Republic of), Korea, Republic of)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Ranunculus repens"
 ]
}

 The dataset includes 19587 records from 122 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050101-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v6pmbc
title: Occurrence Download

description: A dataset containing 28 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Delphinium korshinskyanum"
 ]
}

 The dataset includes 28 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050103-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cf7p2c
title: Occurrence Download

description: A dataset containing 11748 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((-4.055218 38.833767, -4.056635 38.873497, -4.108717 38.873497, -4.107283 38.833767, -4.055218 38.833767))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2015",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 11748 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050105-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9q39dj
title: Occurrence Download

description: A dataset containing 6780606 species occurrences available in GBIF matching the query:
{
 "and" : [
 "SpeciesKey is one of (Dryobates pubescens)",
 "BasisOfRecord is one of (Human Observation, Observation, Occurrence evidence)",
 "Year is greater than or equal to 1951",
 "Year is less than or equal to 2024",
 "Month is greater than or equal to April",
 "Month is less than or equal to July",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 6780606 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050081-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17842419
title: Inference of Neutron Star Mass Distributions and the Equation of State from Multi-messenger Observations

description: This dataset contains the sampled data produced using the affine-invariant Markov Chain Monte Carlo (MCMC) method. The samples represent the posterior distributions in a Bayesian inference, where the likelihoods were computed using BAMR and the MCMC was performed using its dependency O2SCL. Both codes are written in C++ and the simulations were run on local Linux and HPC systems.

All outputs are stored in HDF5 (Hierarchical Data Format, version 5), a structured and portable format that organizes data in a tree-like hierarchy of groups and datasets. Each file includes a table-like group named markov_chain_0, with the thinned samples stored in the object markov_chain_0/data. In this structure, rows correspond to individual samples and columns correspond to the parameters and derived output quantities. This table object can be accessed as follows:

import h5pyf = h5py.File("filename", "r")data = f["markov_chain_0/data"]    # full table of samplescol_names = list(data.keys())      # get column namessamples = data[col_names[i]]       # access specific columns

These files provide the complete set of samples needed to reproduce the posterior distributions, statistical summaries, and figures associated with the corresponding analysis.
DOI: 10.5281/zenodo.17842420
title: Inference of Neutron Star Mass Distributions and the Equation of State from Multi-messenger Observations

description: This dataset contains the sampled data produced using the affine-invariant Markov Chain Monte Carlo (MCMC) method. The samples represent the posterior distributions in a Bayesian inference, where the likelihoods were computed using BAMR and the MCMC was performed using its dependency O2SCL. Both codes are written in C++ and the simulations were run on local Linux and HPC systems.

All outputs are stored in HDF5 (Hierarchical Data Format, version 5), a structured and portable format that organizes data in a tree-like hierarchy of groups and datasets. Each file includes a table-like group named markov_chain_0, with the thinned samples stored in the object markov_chain_0/data. In this structure, rows correspond to individual samples and columns correspond to the parameters and derived output quantities. This table object can be accessed as follows:

import h5pyf = h5py.File("filename", "r")data = f["markov_chain_0/data"]    # full table of samplescol_names = list(data.keys())      # get column namessamples = data[col_names[i]]       # access specific columns

These files provide the complete set of samples needed to reproduce the posterior distributions, statistical summaries, and figures associated with the corresponding analysis.
DOI: 10.15468/dl.fbargw
title: Occurrence Download

description: A dataset containing 966 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-2.33286 37.49102,4.70171 37.49102,4.70171 40.30352,-2.33286 40.30352,-2.33286 37.49102))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Emys orbicularis"
 ]
}

 The dataset includes 966 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050106-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.puwfvg
title: Occurrence Download

description: A dataset containing 966 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-2.33286 37.49102,4.70171 37.49102,4.70171 40.30352,-2.33286 40.30352,-2.33286 37.49102))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Emys orbicularis"
 ]
}

 The dataset includes 966 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050108-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w246gg
title: Occurrence Download

description: A dataset containing 7909 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Russian Federation, China, Japan, Mongolia, Korea (Democratic People’s Republic of), Korea, Republic of)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Aconitum septentrionale"
 ]
}

 The dataset includes 7909 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050110-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kymqth
title: Occurrence Download

description: A dataset containing 2383 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((-0.699659 38.696480, -0.699894 38.734862, -0.750186 38.734862, -0.749934 38.696480, -0.699659 38.696480))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2015",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 2383 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050111-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c4uc9x
title: Occurrence Download

description: A dataset containing 40 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 "OccurrenceStatus is Present",
 "TaxonKey is Centipeda"
 ]
}

 The dataset includes 40 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050113-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wgz69c
title: Occurrence Download

description: A dataset containing 62 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Russian Federation, Japan, Korea, Republic of)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Tillaea aquatica"
 ]
}

 The dataset includes 62 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050112-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fk9sdn
title: Occurrence Download

description: A dataset containing 46 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Rhodiola sachalinensis"
 ]
}

 The dataset includes 46 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050114-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9y5pb6
title: Occurrence Download

description: A dataset containing 421 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((-5.420169 38.665053, -5.422015 38.704021, -5.473069 38.704021, -5.471206 38.665053, -5.420169 38.665053))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2015",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 421 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050115-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14797016
title: Idioms Replication Package Data

description: This repository contains idioms-family and related model weights, the realtype dataset (idioms_dataset), a subset of the realtype dataset compiled at four optimization levels, and other datasets used in the experiments.
DOI: 10.5281/zenodo.15683630
title: Idioms Replication Package Data

description: This repository contains idioms-family and related model weights, the realtype dataset (idioms_dataset), a subset of the realtype dataset compiled at four optimization levels, and other datasets used in the experiments.
DOI: 10.15468/dl.a23yyu
title: Occurrence Download

description: A dataset containing 282 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Rhodiola stephani"
 ]
}

 The dataset includes 282 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050117-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zumbpm
title: Occurrence Download

description: A dataset containing 7487 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (China, Japan, Russian Federation, Mongolia, Korea (Democratic People’s Republic of), Korea, Republic of)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Parnassia palustris"
 ]
}

 The dataset includes 7487 records from 142 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050116-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yn9ncb
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Portugal",
 "OccurrenceStatus is Present",
 "TaxonKey is Centipeda"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050118-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.