cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.eb69vt
title: Occurrence Download

description: A dataset containing 38 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cecropia Loefl.",
 "Country is unknown or invalid"
 ]
}

 The dataset includes 38 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055606-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h3j95f
title: Occurrence Download

description: A dataset containing 83 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bombus baeri Vachal, 1904"
 ]
}

 The dataset includes 83 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008597-160311141623029/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13145/bacdive109563.20230509.8.1
title: Streptomyces sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive109564.20230509.8.1
title: Streptomyces sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive109565.20230509.8.1
title: Streptomyces sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive109566.20230509.8.1
title: Streptomyces sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive109567.20230509.8.1
title: Streptomyces sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive109568.20230509.8.1
title: Streptomyces sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive109569.20230509.8.1
title: Streptomyces sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive109570.20230509.8.1
title: Streptomyces sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive109571.20230509.8.1
title: Streptomyces sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive109572.20230509.8.1
title: Streptomyces sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive109573.20230509.8.1
title: Streptomyces sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive109574.20230509.8.1
title: Streptomyces sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive109575.20230509.8.1
title: Streptomyces sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive109576.20230509.8.1
title: Streptomyces sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive109577.20230509.8.1
title: Streptomyces sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive109578.20230509.8.1
title: Streptomyces sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive109579.20230509.8.1
title: Streptomyces sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive109580.20230509.8.1
title: Streptomyces sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive109581.20230509.8.1
title: Streptomyces sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive109582.20230509.8.1
title: Streptomyces sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive109583.20230509.8.1
title: Streptomyces sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive109584.20230509.8.1
title: Streptomyces sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive109585.20230509.8.1
title: Streptomyces sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive109586.20230509.8.1
title: Streptomyces sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive109587.20230509.8.1
title: Streptomyces sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive109588.20230509.8.1
title: Streptomyces sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive109589.20230509.8.1
title: Streptomyces sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive109590.20230509.8.1
title: Streptomyces sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive109591.20230509.8.1
title: Streptomyces sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive109592.20230509.8.1
title: Streptomyces sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive109593.20230509.8.1
title: Streptomyces sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive109594.20230509.8.1
title: Streptomyces sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive109595.20230509.8.1
title: Streptomyces sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive109596.20230509.8.1
title: Streptomyces sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive109597.20230509.8.1
title: Streptomyces sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive109598.20230509.8.1
title: Streptomyces sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive109599.20230509.8.1
title: Streptomyces sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive109600.20230509.8.1
title: Streptomyces sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive109601.20230509.8.1
title: Streptomyces sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive109602.20230509.8.1
title: Streptomyces sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.15468/dl.bwtpuc
title: Occurrence Download

description: A dataset containing 3322 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-5.5957 37.1136,-6.06445 30.19578,31.55274 29.993,35.6543 29.68805,37.5293 37.39343,26.2793 41.98944,22.17773 40.49152,20.41992 46.2761,8.11523 47.0801,-5.5957 37.1136))",
 "HasCoordinate is true",
 "TaxonKey is Stenella coeruleoalba (Meyen, 1833)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 3322 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050402-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rol1gk
title: Occurrence Download

description: A dataset containing 3118 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Salvia mellifera Greene",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 3118 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020130-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.07ikki
title: Occurrence Download

description: A dataset containing 174 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Collection malacologique Henri-Lecoq"
 ]
}

 The dataset includes 174 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011049-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7pynkx
title: Occurrence Download

description: A dataset containing 65315 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is CGMS - Herbário da Fundação Universidade Federal de Mato Grosso do Sul"
 ]
}

 The dataset includes 65315 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000871-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.aohxup
title: Occurrence Download

description: A dataset containing 179 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Sargassum horneri (Turner) C.Agardh, 1820",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 179 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020145-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.11386492
title: Large Language Models for Human-Machine Collaborative Particle Accelerator Tuning through Natural Language

description: Autonomous tuning of particle accelerators is an active and challenging field of research with the goal of enabling novel accelerator technologies cutting-edge high-impact applications, such as physics discovery, cancer research and material sciences. A key challenge with autonomous accelerator tuning remains that the most capable algorithms require an expert in optimisation, machine learning or a similar field to implement the algorithm for every new tuning task. In this work, we propose the use of large language models (LLMs) to tune particle accelerators. We demonstrate on a proof-of-principle example the ability of LLMs to successfully and autonomously tune a particle accelerator subsystem based on nothing more than a natural language prompt from the operator, and compare the performance of our LLM-based solution to state-of-the-art optimisation algorithms, such as Bayesian optimisation (BO) and reinforcement learning-trained optimisation (RLO). In doing so, we also show how LLMs can perform numerical optimisation of a highly non-linear real-world objective function. Ultimately, this work represents yet another complex task that LLMs are capable of solving and promises to help accelerate the deployment of autonomous tuning algorithms to the day-to-day operations of particle accelerators.
DOI: 10.5281/zenodo.11386493
title: Large Language Models for Human-Machine Collaborative Particle Accelerator Tuning through Natural Language

description: Autonomous tuning of particle accelerators is an active and challenging field of research with the goal of enabling novel accelerator technologies cutting-edge high-impact applications, such as physics discovery, cancer research and material sciences. A key challenge with autonomous accelerator tuning remains that the most capable algorithms require an expert in optimisation, machine learning or a similar field to implement the algorithm for every new tuning task. In this work, we propose the use of large language models (LLMs) to tune particle accelerators. We demonstrate on a proof-of-principle example the ability of LLMs to successfully and autonomously tune a particle accelerator subsystem based on nothing more than a natural language prompt from the operator, and compare the performance of our LLM-based solution to state-of-the-art optimisation algorithms, such as Bayesian optimisation (BO) and reinforcement learning-trained optimisation (RLO). In doing so, we also show how LLMs can perform numerical optimisation of a highly non-linear real-world objective function. Ultimately, this work represents yet another complex task that LLMs are capable of solving and promises to help accelerate the deployment of autonomous tuning algorithms to the day-to-day operations of particle accelerators.
DOI: 10.15468/dl.qoihhg
title: Occurrence Download

description: A dataset listing the 2161 species recorded in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-106.87942 34.25992,-106.88493 34.25271,-106.88926 34.25598,-106.89446 34.25582,-106.89926 34.24577,-106.89566 34.23909,-106.89958 34.2348,-106.8943 34.22566,-106.89426 34.22054,-106.88642 34.21584,-106.88126 34.21635,-106.8696 34.20537,-106.86514 34.21044,-106.84914 34.20608,-106.84692 34.208,-106.83693 34.20613,-106.82343 34.2081,-106.81117 34.20344,-106.79294 34.19403,-106.78856 34.19786,-106.77006 34.18825,-106.73574 34.20349,-106.73249 34.21301,-106.67884 34.21381,-106.65397 34.2139,-106.61958 34.27144,-106.58271 34.29196,-106.56678 34.28908,-106.55225 34.31399,-106.54319 34.32648,-106.53475 34.33995,-106.53894 34.35787,-106.52849 34.37151,-106.51482 34.40249,-106.51387 34.41251,-106.51834 34.422,-106.54468 34.42193,-106.56161 34.40748,-106.67491 34.40749,-106.79136 34.40761,-106.79128 34.39781,-106.80005 34.39786,-106.80002 34.37604,-106.8087 34.36887,-106.80877 34.35433,-106.8175 34.35436,-106.81753 34.33984,-106.82837 34.3398,-106.82282 34.32787,-106.81779 34.32789,-106.81682 34.2896,-106.84012 34.2899,-106.84981 34.30359,-106.8551 34.30358,-106.8491 34.29571,-106.86301 34.29567,-106.86949 34.30212,-106.87853 34.32247,-106.87849 34.37589,-106.87415 34.3759,-106.86975 34.38408,-106.85843 34.38196,-106.84836 34.40104,-106.84766 34.40432,-106.85497 34.40947,-106.86288 34.42195,-107.00845 34.4218,-107.08984 34.42187,-107.08594 34.4153,-107.08026 34.41196,-107.07719 34.40759,-107.07399 34.39053,-107.08234 34.39048,-107.08224 34.37598,-107.07832 34.37082,-107.0756 34.34057,-107.06569 34.34118,-107.06412 34.32478,-107.07404 34.3241,-107.06721 34.24999,-107.06465 34.22878,-107.05999 34.23092,-107.04928 34.23255,-107.02765 34.23947,-107.01865 34.23936,-107.01083 34.23634,-107.00618 34.23945,-106.98754 34.24489,-106.96368 34.23032,-106.94181 34.22751,-106.9351 34.22857,-106.92279 34.22511,-106.9235 34.26807,-106.92514 34.2683,-106.92028 34.28804,-106.90068 34.27602,-106.88564 34.25989,-106.87942 34.25992))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset's 2161 records were derived from 54 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018510-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.arnt6m
title: Occurrence Download

description: A dataset containing 261 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Country is Guatemala",
 "Country is Mexico"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Bursera ovalifolia (Schltdl.) Engl."
 ]
}

 The dataset includes 261 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029467-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.aw0wzj
title: Occurrence Download

description: A dataset containing 94 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Italy",
 "HasCoordinate is true",
 "TaxonKey is Bellevalia webbiana Parl.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 94 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020135-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5bgnvn
title: Occurrence Download

description: A dataset containing 1385 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tamandua mexicana (Saussure, 1860)"
 ]
}

 The dataset includes 1385 records from 102 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018512-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n5tj6c
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is CardObs : Observations naturalistes issues de l'outil CardObs-Données naturalistes de Stephan DUBEZ"
 ]
}

 The dataset includes 0 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013468-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.omswre
title: Occurrence Download

description: A dataset containing 675 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "HasCoordinate is true",
 "TaxonKey is Artibeus phaeotis (Miller, 1902)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 675 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020149-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dylb7n
title: Occurrence Download

description: A dataset containing 10054 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is CardObs : Observations naturalistes issues de l'outil CardObs-Données naturalistes de Vincent Prié"
 ]
}

 The dataset includes 10054 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024864-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8n3x7t
title: Occurrence Download

description: A dataset containing 25 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mozambique",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Aepyceros melampus (Lichtenstein, 1812)",
 "Year 2010-2022"
 ]
}

 The dataset includes 25 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0162844-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ewcivl
title: Occurrence Download

description: A dataset containing 12121 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "HasCoordinate is true",
 "TaxonKey is Sambucus L.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 12121 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020134-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a06lwe
title: Occurrence Download

description: A dataset containing 11383 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Atriplex semibaccata R.Br."
 ]
}

 The dataset includes 11383 records from 156 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018521-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ogj3p5
title: Occurrence Download

description: A dataset containing 23921784 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Poaceae",
 "DecimalLatitude is less than 90",
 "DecimalLatitude is greater than -90",
 "DecimalLongitude is less than 180",
 "DecimalLongitude is greater than -180"
 ]
}

 The dataset includes 23921784 records from 2662 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050403-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.