cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.2mkxgg
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-107.6688 21.89913, -107.5188 21.89913, -107.5188 22.04913, -107.6688 22.04913, -107.6688 21.89913))"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032493-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t7fdar
title: Occurrence Download

description: A dataset containing 7320884 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year 2000-2025"
 ]
}

 The dataset includes 7320884 records from 2642 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032419-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wv5y7t
title: Occurrence Download

description: A dataset containing 158669 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Academy of Natural Sciences Ichthyology Collection"
 ]
}

 The dataset includes 158669 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016031-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.grmg2s
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Megaderma lyra É.Geoffroy Saint-Hilaire, 1810)",
 "Country is one of (Afghanistan, Armenia, Azerbaijan, Bahrain, Bangladesh, Bhutan, Brunei Darussalam, Cambodia, China, Cyprus, Georgia, Hong Kong, India, Indonesia, Iran (Islamic Republic of), Iraq, Israel, Japan, Jordan, Kazakhstan, Korea (Democratic People’s Republic of), Korea, Republic of, Kuwait, Kyrgyzstan, Lao People’s Democratic Republic, Lebanon, Macao, Malaysia, Maldives, Mongolia, Myanmar, Nepal, Oman, Pakistan, Palestine, State of, Philippines, Qatar, Saudi Arabia, Singapore, Sri Lanka, Syrian Arab Republic, Tajikistan, Thailand, Timor-Leste, Türkiye, Turkmenistan, United Arab Emirates, Uzbekistan, Viet Nam, Yemen)"
 ]
}

 The dataset includes 6 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016039-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15579317
title: Evaluation Dataset for ChemGraph: An Agentic Framework for Computational Chemistry Workflows

description: This dataset provides scripts, reference data, and evaluation tools for benchmarking ChemGraph, an LLM-based molecular simulation framework. It includes outputs generated by four different language models: GPT-4o-mini, Claude-3.5-haiku, Qwen2.5-14B, and GPT-4o. While some outputs were generated using earlier commits, all results are compatible with ChemGraph version e1a94f855c5bec49ed9345c7713ab6080445d49e.

Main Files and Descriptions

- data_from_pubchempy.json: Structured chemical information obtained from PubChemPy. Serves as an input dataset for each experiment

- manual_workflow.json: A manually constructed reference workflow representing true tool call sequences and outputs. Used for benchmarking LLM results.

- llm_workflow_[...].json: A JSON file containing tool-use outputs generated by different LLMs. Includes additional metadata such as model name, timestamps and system prompt.

- run_llm_workflow.py: Python script used to execute LLM workflows. It manages prompt generation, model selection, and stores outputs for evaluation.

- eval.py: Evaluation script that compares LLM-generated workflows against the manual reference. Computes accuracy metrics for tool usage, order, and correctness.
DOI: 10.15468/dl.52dfp5
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Megaderma lyra É.Geoffroy Saint-Hilaire, 1810)",
 "Country is one of (Bermuda, Canada, Greenland, Saint Pierre and Miquelon, United States of America)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016038-250525065834625/datasets/export for details.
DOI: 10.15468/dl.ez4nge
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Megaderma lyra É.Geoffroy Saint-Hilaire, 1810)",
 "Country is one of (Anguilla, Antigua and Barbuda, Argentina, Aruba, Bahamas, Barbados, Belize, Bolivia (Plurinational State of), Bonaire, Sint Eustatius and Saba, Bouvet Island, Brazil, Cayman Islands, Chile, Colombia, Costa Rica, Cuba, Curaçao, Dominica, Dominican Republic, Ecuador, El Salvador, Falkland Islands (Malvinas), French Guiana, Grenada, Guadeloupe, Guatemala, Guyana, Haiti, Honduras, Jamaica, Martinique, Mexico, Montserrat, Nicaragua, Panama, Paraguay, Peru, Puerto Rico, Saint Barthélemy, Saint Kitts and Nevis, Saint Lucia, Saint Martin (French part), Saint Vincent and the Grenadines, Sint Maarten (Dutch part), South Georgia and the South Sandwich Islands, Suriname, Trinidad and Tobago, Turks and Caicos Islands, Uruguay, Venezuela (Bolivarian Republic of), Virgin Islands (British), Virgin Islands (U.S.))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016040-250525065834625/datasets/export for details.
DOI: 10.15468/dl.q8pwfz
title: Occurrence Download

description: A dataset containing 12542 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Austria",
 "OccurrenceStatus is Present",
 "TaxonKey is Salamandra salamandra (Linnaeus, 1758)"
 ]
}

 The dataset includes 12542 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016042-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15514257
title: Symbolic Gravity Entanglement

description: We propose a symbolic field framework in which gravitational curvature emerges from mod-

ular entanglement entropy - a construct where identity-bearing excitation fields interact and

entangle through modular resonance. This entropy reflects the distribution and coherence of

symbolic structure, rather than statistical particle ensembles. within KN-stabilized symbolic

excitation fields. Building on prior work in Symbolic Modular Gravity (SMG), we extend the

model by formalizing symbolic entropy, attractor coherence, and thermodynamic curvature vari-

ation. This approach yields a symbolic analog of Einstein’s equations, derived from symbolic

entanglement structure rather than geometric postulates. We show that symbolic attractor dy-

namics provide a mechanism for identity retention, memory, and spacetime analog behavior,

unifying symbolic cognition and modular geometry.
DOI: 10.5281/zenodo.15514258
title: Symbolic Gravity Entanglement

description: We propose a symbolic field framework in which gravitational curvature emerges from mod-

ular entanglement entropy - a construct where identity-bearing excitation fields interact and

entangle through modular resonance. This entropy reflects the distribution and coherence of

symbolic structure, rather than statistical particle ensembles. within KN-stabilized symbolic

excitation fields. Building on prior work in Symbolic Modular Gravity (SMG), we extend the

model by formalizing symbolic entropy, attractor coherence, and thermodynamic curvature vari-

ation. This approach yields a symbolic analog of Einstein’s equations, derived from symbolic

entanglement structure rather than geometric postulates. We show that symbolic attractor dy-

namics provide a mechanism for identity retention, memory, and spacetime analog behavior,

unifying symbolic cognition and modular geometry.
DOI: 10.15468/dl.zhkgvz
title: Occurrence Download

description: A dataset containing 30146 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "DatasetKey is iNaturalist Research-grade Observations",
 "Geometry POLYGON((17.762287 -34.668307, 30.355373 -34.668307, 30.355373 -23.342043, 17.762287 -23.342043, 17.762287 -34.668307))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Poaceae)"
 ]
}

 The dataset includes 30146 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005457-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.75n7zx
title: Occurrence Download

description: A dataset containing 145918 species occurrences available in GBIF matching the query:
{
 "Country" : [
 "is Tajikistan"
 ]
}

 The dataset includes 145918 records from 602 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005390-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/afduhz
title: Biowide Species data

description: The Biowide project (2014-2018) was a project aiming at collecting biodiversity data from 130 terrestrial sampling sites across Denmark. Data was collected with both classical means (observation and trapping) and by eDNA metabarcoding (sequencing of amplified marker genes. Data was also collected on environmental variables. Biowide (Biodiversity in Width and Depth) took place in collaboration between Århus Universiity (main project holder) and the two major Danish natural history museums and the University of Copenhagen, and was supported by the Villum Foundation. During the first two years of the project, a host of professionals and volunteers collected data on the environment from the 130 sample plots – on everything from soil moisture, temperature, nutrients, plant biomass, trees, dead wood, stone and ant hills, expanses of water and flowers. The major effort has been collecting information on plants, mosses, lichens, invertebrates and fungi that live in the surfaces. With the help of volunteers, it was attempted to map as much as possible. Sampling was stratified across the three gradients expected to have most importance for terrestrial biodiversity: fertility, humidity and disturbance. Landscape types as diverse as sand dunes, meadows, bogs, agricultural land and also forest plantations and Danish natural forest are included. The project and methods are described in Brunbjerg et al. (2017)
DOI: 10.15468/dl.aq3zck
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Iran (Islamic Republic of)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Phragmites australis"
 ]
}

 The dataset includes 17 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005458-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z3pwpt
title: Occurrence Download

description: A dataset containing 126 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "GadmGid is BRA.13_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Mauritia flexuosa",
 "Year 1960-2025"
 ]
}

 The dataset includes 126 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005463-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4zzez9
title: Occurrence Download

description: A dataset containing 438 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Ompok bimaculatus, Ompoktrema bimaculatusi)"
 ]
}

 The dataset includes 438 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005460-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pgp3f6
title: Occurrence Download

description: A dataset containing 293791 species occurrences available in GBIF matching the query:
{
 "Country" : [
 "is Kyrgyzstan"
 ]
}

 The dataset includes 293791 records from 685 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005392-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.venr8m
title: Occurrence Download

description: A dataset containing 40 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Saussurea hypsipeta"
 ]
}

 The dataset includes 40 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005466-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v6b5mk
title: Occurrence Download

description: A dataset containing 46 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "OccurrenceStatus is Present",
 "TaxonKey is Nyctibatrachus petraeus"
 ]
}

 The dataset includes 46 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005464-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5kjs38
title: Occurrence Download

description: A dataset containing 26093 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Numenius arquata, Numenius arquata orientalis, Numenius arquata orientalis, Numenius arquata suschkini, Numenius arquata arquata, Numenius arquata arquata)"
 ]
}

 The dataset includes 26093 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005465-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v9fyyh
title: Occurrence Download

description: A dataset containing 39664 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "Geometry POLYGON ((-121.94697984144193 42.64617207931082, -121.95851792970599 42.64418999944298, -121.96930924331878 42.640583060028185, -121.97893835758889 42.63549021093228, -121.98703487997956 42.62910759234351, -121.99328773740994 42.6216809324381, -121.99745711936758 42.61349603595858, -121.99938361969006 42.60486773963109, -121.99899423711112 42.59612776818965, -121.99630502318392 42.587611964525024, -121.99142029986359 42.57964738799313, -121.98452850200887 42.57253977596, -121.97589482708331 42.566561845796805, -121.96585099095908 42.561942879051394, -121.9547824914036 42.55885997825445, -121.94311386692002 42.557431322034205, -121.93129250626201 42.557711668479776, -121.91977161195958 42.55969027274966, -121.90899294886957 42.56329129562803, -121.89937001575662 42.56837668798897, -121.89127226413666 42.57475144486512, -121.88501095423489 42.582171034954555, -121.88082718337914 42.590350729829446, -121.87888254831054 42.59897648465999, -121.87925281114171 42.607716961631375, -121.88192483112245 42.61623624089066, -121.88679690391682 42.6242067339548, -121.89368252059472 42.631321802720336, -121.90231742472486 42.637307594596734, -121.91236971330534 42.64193363116139, -121.9234526017621 42.64502173356708, -121.9351393610115 42.64645293128685, -121.94697984144193 42.64617207931082))",
 "Year is one of (2019, 2020, 2021, 2022, 2023, 2024, 2025)",
 "KingdomKey is one of (Animalia, Fungi, Plantae)"
 ]
}

 The dataset includes 39664 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005468-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.994b2k
title: Occurrence Download

description: A dataset containing 10257 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "Geometry POLYGON ((-121.99651803818514 42.77259957980088, -122.00808099662035 42.77061130445513, -122.01889397850141 42.76699811693314, -122.02854072420504 42.76189920784059, -122.0366501633929 42.7555109507344, -122.04291072839447 42.748079290745835, -122.04708231605025 42.73989022478015, -122.04900544019587 42.731258749547656, -122.04860723455576 42.72251671147764, -122.04590409467916 42.71400003226222, -122.04100088155394 42.70603580423091, -122.03408674280716 42.69892975073088, -122.02542773468106 42.69295452875606, -122.0153565448015 42.688339315512316, -122.00425971859434 42.6852610692737, -121.9925628784018 42.68383779004246, -121.98071449206513 42.684124029739166, -121.96916879577446 42.686108817663275, -121.95836850364245 42.68971607763556, -121.94872794339385 42.69480752146696, -121.94061724369186 42.70118791211951, -121.9343481641142 42.70861250205803, -121.93016210409078 42.71679637072754, -121.92822075307193 42.725425312658125, -121.92859975220526 42.734167867092175, -121.93128562995258 42.74268803372595, -121.93617615332545 42.750658189302804, -121.94308410659728 42.75777170806142, -121.95174437521268 42.76375479649044, -121.96182407965306 42.76837707978756, -121.97293537823116 42.77146052332649, -121.9846504453168 42.77288633586218, -121.99651803818514 42.77259957980088))",
 "Year is one of (2019, 2020, 2021, 2022, 2023, 2024, 2025)",
 "KingdomKey is one of (Animalia, Fungi, Plantae)"
 ]
}

 The dataset includes 10257 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005467-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.se8kba
title: Occurrence Download

description: A dataset containing 10257 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "Geometry POLYGON ((-121.99651803818514 42.77259957980088, -122.00808099662035 42.77061130445513, -122.01889397850141 42.76699811693314, -122.02854072420504 42.76189920784059, -122.0366501633929 42.7555109507344, -122.04291072839447 42.748079290745835, -122.04708231605025 42.73989022478015, -122.04900544019587 42.731258749547656, -122.04860723455576 42.72251671147764, -122.04590409467916 42.71400003226222, -122.04100088155394 42.70603580423091, -122.03408674280716 42.69892975073088, -122.02542773468106 42.69295452875606, -122.0153565448015 42.688339315512316, -122.00425971859434 42.6852610692737, -121.9925628784018 42.68383779004246, -121.98071449206513 42.684124029739166, -121.96916879577446 42.686108817663275, -121.95836850364245 42.68971607763556, -121.94872794339385 42.69480752146696, -121.94061724369186 42.70118791211951, -121.9343481641142 42.70861250205803, -121.93016210409078 42.71679637072754, -121.92822075307193 42.725425312658125, -121.92859975220526 42.734167867092175, -121.93128562995258 42.74268803372595, -121.93617615332545 42.750658189302804, -121.94308410659728 42.75777170806142, -121.95174437521268 42.76375479649044, -121.96182407965306 42.76837707978756, -121.97293537823116 42.77146052332649, -121.9846504453168 42.77288633586218, -121.99651803818514 42.77259957980088))",
 "Year is one of (2019, 2020, 2021, 2022, 2023, 2024, 2025)",
 "KingdomKey is one of (Animalia, Fungi, Plantae)"
 ]
}

 The dataset includes 10257 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005469-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/ccdc.csd.cc2m9j9s
title: CCDC 2422225: Experimental Crystal Structure Determination

description: Related Article: Jianyun Li|2025|CSD Communication|||
description: Related Article: Jianyun Li, Zhaohui Shi, Xin Liu, Lirong Zhang, Yunling Liu|2025|ACS Materials Lett.|7|2063|doi:10.1021/acsmaterialslett.5c00287
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2q28hl
title: CCDC 2504629: Experimental Crystal Structure Determination

description: Related Article: Parvej Alam|2025|CSD Communication|||
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.15468/dl.awbrkq
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Machine Observation, Human Observation, Living Specimen)",
 "TaxonKey is Heosemys depressa"
 ]
}

 The dataset includes 6 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005473-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z5kun6
title: Occurrence Download

description: A dataset containing 4620 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "DatasetKey is iNaturalist Research-grade Observations",
 "Geometry POLYGON((17.762287 -34.668307, 30.355373 -34.668307, 30.355373 -23.342043, 17.762287 -23.342043, 17.762287 -34.668307))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Cupressaceae, Betulaceae, Pinaceae)"
 ]
}

 The dataset includes 4620 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005472-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.