cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.5hnxmg
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Vincetoxicum yonakuniense (Hatus.) T.Yamash. & Tateishi"
 ]
}

 The dataset includes 19 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0136018-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f6yzqq
title: Occurrence Download

description: A dataset containing 279919 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Selasphorus sasin (R.Lesson, 1829)"
 ]
}

 The dataset includes 279919 records from 90 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0136606-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u0gdvi
title: Occurrence Download

description: A dataset containing 19086 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Observation",
 "BasisOfRecord is Specimen"
 ]
 },
 "HasCoordinate is true",
 "TaxonKey is Arundo donax L.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 19086 records from 213 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013381-180824113759888/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9vhy7j
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Coleus gillettii (J.K.Morton) A.J.Paton"
 ]
}

 The dataset includes 9 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006553-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mwksky
title: Occurrence Download

description: A dataset containing 10235 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Russian Federation",
 "TaxonKey is Populus tremula L."
 ]
}

 The dataset includes 10235 records from 77 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0158225-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bkwugh
title: Occurrence Download

description: A dataset containing 249 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Xanthophyllum griffithii Hook.fil. ex A.W.Benn."
 ]
}

 The dataset includes 249 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0136020-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mbnmh5
title: Occurrence Download

description: A dataset containing 70571 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "TaxonKey is Geranium pusillum L."
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 70571 records from 310 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013382-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pctsdd
title: Occurrence Download

description: A dataset containing 906 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Nasua olivacea Gray, 1865"
 ]
}

 The dataset includes 906 records from 54 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006555-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ry4rx8
title: Occurrence Download

description: A dataset containing 2491 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Salvia farinacea Benth.",
 "Year 1970-2021"
 ]
}

 The dataset includes 2491 records from 51 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0197642-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ytnl77
title: Occurrence Download

description: A dataset containing 38605 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aedes aegypti (Linnaeus, 1762)"
 ]
}

 The dataset includes 38605 records from 46 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013382-180824113759888/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g5xsmd
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Coleus grandicalyx E.A.Bruce"
 ]
}

 The dataset includes 6 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006584-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mttynt
title: Occurrence Download

description: A dataset containing 247343 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-120 50,-90 50,-90 90,-120 90,-120 50))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 247343 records from 187 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0145065-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wdojhq
title: Occurrence Download

description: A dataset containing 12508 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Desmodus rotundus (E.Geoffroy, 1810)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 12508 records from 164 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013382-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jd2quf
title: Occurrence Download

description: A dataset containing 25 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Diploglossus bivittatus (Boulenger, 1895)"
 ]
}

 The dataset includes 25 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006579-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dxqhks
title: Occurrence Download

description: A dataset containing 80 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Psammosilene W.C.Wu & C.Y.Wu"
 ]
}

 The dataset includes 80 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0113981-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hlxlxt
title: Occurrence Download

description: A dataset containing 1063 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Erigeron speciosus (Lindl.) DC.",
 "HasCoordinate is TRUE"
 ]
}

 The dataset includes 1063 records from 51 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013382-190415153152247/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3xedfy
title: Occurrence Download

description: A dataset containing 487 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Henckelia pumila (D.Don) A.Dietr."
 ]
}

 The dataset includes 487 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006617-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ukgkcr
title: Occurrence Download

description: A dataset containing 28433 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Virola Aubl."
 ]
}

 The dataset includes 28433 records from 284 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0199386-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x9at63
title: Occurrence Download

description: A dataset containing 2797 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Ptychadena oxyrhynchus, Ptychadena porosissima, Ptychadena taenioscelis, Pyxicephalus adspersus, Pyxicephalus edulis, Schismaderma carens, Sclerophrys garmani, Sclerophrys capensis, Sclerophrys gutturalis, Sclerophrys pantherina, Sclerophrys pardalis, Sclerophrys poweri, Sclerophrys pusilla, Semnodactylus wealii, Strongylopus bonaespei, Strongylopus fasciatus, Strongylopus grayii, Strongylopus springbokensis, Strongylopus wageri, Tomopterna cryptotis, Tomopterna branchi, Tomopterna delalandii, Tomopterna krugerensis, Tomopterna marmorata, Tomopterna natalensis, Tomopterna tandyi, Vandijkophrynus amatolicus, Vandijkophrynus angusticeps, Vandijkophrynus gariepensis, Vandijkophrynus robinsoni, Xenopus gilli, Xenopus laevis, Xenopus muelleri, Strongylopus merumontanus)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((35.5808 -24.13,35.5909 -24.0715,30.5701 -24.0715,30.5701 -28.5786,32.4847 -28.5786,32.55 -28.5222,33.0346 -26.8668,32.9741 -26.7838,33.0415 -26.059,32.9304 -26.0011,32.7994 -26.1281,32.6834 -26.0015,32.813 -25.8728,32.8513 -25.7166,33.3048 -25.3731,35.1489 -24.6699,35.5808 -24.13))"
 ]
}

 The dataset includes 2797 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019558-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nquemj
title: Occurrence Download

description: A dataset containing 1831 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Elachistocleis ovalis"
 ]
}

 The dataset includes 1831 records from 100 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019559-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.adbxsw
title: Occurrence Download

description: A dataset containing 18399 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Nyctibiiformes",
 "Country is Brazil",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 18399 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019560-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bs9xnb
title: Occurrence Download

description: A dataset containing 2543 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Soliva sessilis",
 "Country is Australia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2543 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019561-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z4uzww
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Soliva sessilis",
 "Country is Bolivia (Plurinational State of)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019562-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zhbyxx
title: Occurrence Download

description: A dataset containing 195 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Soliva sessilis",
 "Country is Canada",
 "HasCoordinate is true"
 ]
}

 The dataset includes 195 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019563-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xdt4ch
title: Occurrence Download

description: A dataset containing 4651 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pimelea axiflora"
 ]
}

 The dataset includes 4651 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019564-250827131500795/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.cc2frf2q
title: CCDC 2256833: Experimental Crystal Structure Determination

description: Related Article: Shachendra Kumar Bharti, Keiko Odera, Kamini Tripathi, Benzamin D. Ward, S. Bhattacharya, Ryoya Takahashi, Lallan Mishra|2025|New J.Chem.|49|14219|doi:10.1039/D5NJ01491C
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.cc2hxcg8
title: CCDC 2321170: Experimental Crystal Structure Determination

description: Related Article: Shachendra Kumar Bharti, Keiko Odera, Kamini Tripathi, Benzamin D. Ward, S. Bhattacharya, Ryoya Takahashi, Lallan Mishra|2025|New J.Chem.|49|14219|doi:10.1039/D5NJ01491C
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.cc2lx45v
title: CCDC 2410317: Experimental Crystal Structure Determination

description: Related Article: Shachendra Kumar Bharti, Keiko Odera, Kamini Tripathi, Benzamin D. Ward, S. Bhattacharya, Ryoya Takahashi, Lallan Mishra|2025|New J.Chem.|49|14219|doi:10.1039/D5NJ01491C
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.cc2n0z2r
title: CCDC 2443794: Experimental Crystal Structure Determination

description: Related Article: Kun-Hua Zhang, Zhi He, Long Huang, Xing-Yi Yu, Bingshan Zhao, Jiong Yang, Dong Shao|2025|CrystEngComm|27|5662|doi:10.1039/D5CE00636H
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.cc2n0z3s
title: CCDC 2443795: Experimental Crystal Structure Determination

description: Related Article: Kun-Hua Zhang, Zhi He, Long Huang, Xing-Yi Yu, Bingshan Zhao, Jiong Yang, Dong Shao|2025|CrystEngComm|27|5662|doi:10.1039/D5CE00636H
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.sy3buv
title: Occurrence Download

description: A dataset containing 7963 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "TaxonKey is Notylia"
 ]
}

 The dataset includes 7963 records from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019565-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25345/c5901zv2f
title: MassIVE MSV000099002 - GC-MS_Species2_Disciplina_Polar_nonpolar
title: GC-MS_Species2_Disciplina_Polar_nonpolar GC-MS_Species2_Disciplina_Polar_nonpolar GC-MS_Species2_Disciplina_Polar_nonpolar
DOI: 10.15468/dl.qu45zd
title: Occurrence Download

description: A dataset containing 226 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Cardisoma armatum"
 ]
}

 The dataset includes 226 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019566-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rhrg2b
title: Occurrence Download

description: A dataset containing 779 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Lepomis macrochirus, Micropterus dolomieu, Chetia brevis, Oreochromis andersonii, Serranochromis robustus, Tilapia sparrmanii, Amphilius uranoscopus, Clarias ngamensis, Clarias theodorae, Synodontis zambezensis, Protopterus annectens, Coptodon rendalli, Engraulicypris gariepinus, Lacustricola katangae, Lacustricola myaposae, Micropterus floridanus, Amphilius natalensis, Anguilla mossambica, Chetia flaviventris, Anguilla bengalensis, Anguilla marmorata, Brycinus lateralis, Enteromius gurneyi, Labeobarbus kimberleyensis, Opsaridium peringueyi, Salmo trutta, Pseudobarbus trevelyani, Pseudobarbus serra, Coptodon zillii, Labeobarbus seeberi, Barbus hospes, Pangasius sanitwongsei, Poecilia reticulata, Pseudobarbus afer, Pterygoplichthys disjunctivus, Salmo salar, Pseudobarbus calidus, Pseudobarbus erubescens, Serranochromis jallae, Pseudobarbus burchelli, Glossogobius callidus, Enteromius mandelai, Pseudomyxus capensis, Myxus capensis, Ambassis gymnocephalus, Ambassis productus, Sedercypris calidus)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((31.8862 -21.3285,30.5701 -20.3186,30.5701 -24.0715,35.5909 -24.0715,35.6007 -24.0157,35.6007 -23.8125,35.4969 -23.7035,35.6007 -23.165,35.6007 -22.9702,35.227 -22.2482,34.6862 -21.6944,34.013 -21.3095,33.5 -21.1593,32.9675 -21.1092,32.4352 -21.1612,31.8862 -21.3285))"
 ]
}

 The dataset includes 779 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019568-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vcsukt
title: Occurrence Download

description: A dataset containing 772 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Khaya anthotheca)"
 ]
}

 The dataset includes 772 records from 72 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019569-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17038425
title: Dynamic Global Alignment Model (DGAM): An AI-Driven Framework for Computational Geopolitics and India's Strategic Statecraft in the 21st Century

description: This research introduces the Dynamic Global Alignment Model (DGAM), a pioneering AI-driven framework that redefines the study of computational geopolitics and strategic statecraft in the 21st century. By synthesizing reinforcement learning (MDP formalism), Bayesian inference, and scenario forecasting, DGAM advances a rigorous, data-driven methodology for understanding power shifts, risk landscapes, and alignment dynamics in international relations.

The thesis focuses on India’s evolving role in global politics, situating its economic resilience, trade connectivity, and defense modernization within the broader context of multipolarity and AI governance. Using authoritative datasets (IMF, World Bank, WITS/UN Comtrade, SIPRI) and robust computational modeling, the study provides transparent, reproducible, and policy-relevant insights into India’s strategic options through 2025–2035.

 

Key Contributions:

• Formalization of DGAM as a multi-agent Markov decision process for global strategy analysis.

• Integration of international relations theory with cutting-edge AI and computational social science.

• Comparative evaluation of DGAM against baseline IR models, including ablation and robustness studies.

• Scenario-based forecasting of India’s strategic risks and opportunities in a volatile global order.

• Comprehensive appendices with reproducibility checklists, hyperparameters, and open data transparency.

This work represents a rare intersection of theoretical innovation and applied policy relevance, designed for scholars, policymakers, and technologists seeking to navigate the complexities of geopolitics in the age of artificial intelligence.