cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.92ttgw
title: Occurrence Download

description: A dataset containing 343 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dracocephalum palmatum Stephan ex Willd."
 ]
}

 The dataset includes 343 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0246237-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d9hcrr
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dracocephalum nuratavicum Adylov"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0246240-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pah99n
title: Occurrence Download

description: A dataset containing 73 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dracocephalum multicaule Montbret & Aucher ex Benth."
 ]
}

 The dataset includes 73 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0246239-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.prq7rw
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dracocephalum lindbergii Rech.f."
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0246241-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cmwx27
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dracocephalum adylovii I.I.Malzev"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0246242-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nj85gj
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hyssopus cuspidatus Boriss."
 ]
}

 The dataset includes 24 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0246244-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nd9arp
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hyssopus macranthus Boriss."
 ]
}

 The dataset includes 11 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0246245-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.47mvux
title: Occurrence Download

description: A dataset containing 51 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hyssopus seravschanicus (Dubj.) Pazij"
 ]
}

 The dataset includes 51 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0246249-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g2337a
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hyssopus subulifolius (Rech.f.) Rech.f."
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0246257-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jch9nk
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hyssopus torresianus Sennen, 1934"
 ]
}

 The dataset includes 11 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0246255-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xxc7gx
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hyssopus ambiguus (Trautv.) Iljin ex Prochorov. & Lebel"
 ]
}

 The dataset includes 32 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0246260-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tb7z8x
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lallemantia baldshuanica Gontsch."
 ]
}

 The dataset includes 23 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0246262-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xswfqm
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lallemantia kopetdaghensis Boriss."
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0246263-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5bu5y5
title: Occurrence Download

description: A dataset containing 1415 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lallemantia Fisch. & C.A.Mey."
 ]
}

 The dataset includes 1415 records from 96 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0246261-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8bu4pj
title: Occurrence Download

description: A dataset containing 369 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lallemantia royleana (Benth.) Benth."
 ]
}

 The dataset includes 369 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0246264-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s3rzyp
title: Occurrence Download

description: A dataset containing 189 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lallemantia canescens (L.) Fisch. & C.A.Mey."
 ]
}

 The dataset includes 189 records from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0246265-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7dvbc6
title: Occurrence Download

description: A dataset containing 515 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lallemantia iberica (M.Bieb.) Fisch. & C.A.Mey."
 ]
}

 The dataset includes 515 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0246266-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jshngy
title: Occurrence Download

description: A dataset containing 250 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lallemantia peltata (L.) Fisch. & C.A.Mey."
 ]
}

 The dataset includes 250 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0246267-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e6k3ef
title: Occurrence Download

description: A dataset containing 16154 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hyssopus officinalis L."
 ]
}

 The dataset includes 16154 records from 375 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0246246-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14778740
title: Dataset for "Flexible and efficient semi-empirical DFTB parameters for electronic structure prediction of 3D, 2D iodide perovskites and heterostructures"

description: This is the dataset for "Flexible and efficient semi-empirical DFTB parameters for electronic structure prediction of 3D, 2D iodide perovskites and heterostructures".

It contains:



Slater Koster files

Hierarchical Structured Data (HSD) format file for generating the Slater Koster files

Spin constants

STO coefficients and exponents
DOI: 10.5281/zenodo.14778741
title: Dataset for "Flexible and efficient semi-empirical DFTB parameters for electronic structure prediction of 3D, 2D iodide perovskites and heterostructures"

description: This is the dataset for "Flexible and efficient semi-empirical DFTB parameters for electronic structure prediction of 3D, 2D iodide perovskites and heterostructures".

It contains:



Slater Koster files

Hierarchical Structured Data (HSD) format file for generating the Slater Koster files

Spin constants

STO coefficients and exponents
DOI: 10.15468/dl.r3bv8h
title: Occurrence Download

description: A dataset containing 192 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ecuador",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "PublishingOrg is one of (90fd6680-349f-11d8-aa2d-b8a03c50a862, 8e1a97a0-3ca8-11d9-8439-b8a03c50a862, ef807e08-c954-487f-9e70-3cc75f173812, ae447c50-b8a8-11d8-92a4-b8a03c50a862, 396d5f30-dea9-11db-8ab4-b8a03c50a862, 814cdfb5-d4f8-4453-815f-ea5df98e76bf, da86174a-a605-43a4-a5e8-53d484152cd3)",
 "TaxonKey is Bixa orellana L."
 ]
}

 The dataset includes 192 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006232-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/ahpoyu
title: Price level of imports for Panama

description: Original dataset for the price level of imports for Panama
DOI: 10.15468/dl.tfagdj
title: Occurrence Download

description: A dataset containing 198 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Bolivia (Plurinational State of), Brazil, Bahamas)",
 "TaxonKey is one of (, Elasmobranchii, Holocephali, Myxini)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Human Observation, Observation, Machine Observation, Specimen, Material sample, Living Specimen)",
 "Year is 2023"
 ]
}

 The dataset includes 198 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063979-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17182997
title: Psychological Linguistic Framing

description: Psychological Linguistic Framing (PLF) is a universal cognitive–biological audit framework that demonstrates how language does more than shape thought — it regulates emotion, physiology, and behavior. Grounded in psychology, linguistics, neuroscience, AI ethics, and ancient wisdom, PLF reframes communication as a biological lever that alters stress responses, motivation, cooperation, and trust.

 

The white paper introduces PLF’s core components (lexical choice, reframing, priming, anchoring, semantic spotlighting, phonetic framing, and bonding), its functional dimension (sound, progression, direction, outcome, control, and filler functions), and its diagnostic layer (linguistic personality mapping). Together, these mechanisms reveal how framing operates not only across cognition but also through rhythm and physiology.

 

Applications span education, medicine, politics, relationships, AI communication, and coma states — where emotionally charged words trigger measurable biological responses even without conscious awareness. A key contribution is the AI Framing Cycle, which demonstrates how fact anchoring, empathy phrasing, and liability disclaimers create a predictable rhythm in human–AI interaction — with both trust-building potential and ethical risks.

 

By shifting framing from a rhetorical device to a cognitive–perceptual architecture, PLF establishes itself as the first framework to unite psychology, linguistics, biology, and ancient wisdom into a testable model of influence. The conclusion is clear: language is not passive description but architecture and rhythm — the medium through which cognition, health, and society are built, regulated, and controlled.
description: The roots of PLF are not only academic but lived. As a child, I experienced a condition known in my Tongan culture as tāmate vai — literally “taking water” — describing the buildup of fluid around the brain that required medical removal. In medical terms, this is hydrocephalus, where pressure forces the brain to adapt under unusual conditions. Recovery demanded neuroplasticity, rewiring my brain to process language, rhythm, and meaning in unique ways.

 

This personal journey left me with an unusual sensitivity to how words regulate perception, trust, and physiology — the very foundations of PLF. Just as my brain rewired itself biologically, PLF demonstrates how language rewires cognition and emotion, which in turn shape collective behavior and social reality.
DOI: 10.15468/dl.m2sgmr
title: Occurrence Download

description: A dataset containing 30402 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Fraxinus ornus",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 30402 records from 401 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008490-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17103320
title: U-NetAPRC
DOI: 10.5281/zenodo.17103321
title: U-NetAPRC
DOI: 10.15468/dl.dzhera
title: Occurrence Download

description: A dataset containing 68238 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Geometry POLYGON((-6.63213 36.85424,-6.29887 35.9292,-4.95432 35.91989,-4.66702 36.25421,-4.62106 36.77144,-4.9773 37.4952,-5.91963 37.43135,-6.63213 36.85424))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 68238 records from 146 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008459-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17182797
title: Cage-Effect-Induced Intermittent Dynamics Govern Proton Conductivity in Nafion Proton Exchange Membranes

description: The uploaded file contains the code necessary to compute the caging function used to identify cage-rattling motion and cage jumps, as introduced in our manuscript titled “Cage-Effect-Induced Intermittent Dynamics Govern Proton Conductivity in Nafion Proton Exchange Membranes”. Also included is the trajectory file from a GROMACS simulation of proton transport in Nafion at a hydration level of 15 and under an external electric field of 0.5 V/nm. Furthermore, the raw data generated from the caging function analysis of this trajectory is provided.
DOI: 10.5281/zenodo.17182798
title: Cage-Effect-Induced Intermittent Dynamics Govern Proton Conductivity in Nafion Proton Exchange Membranes

description: The uploaded file contains the code necessary to compute the caging function used to identify cage-rattling motion and cage jumps, as introduced in our manuscript titled “Cage-Effect-Induced Intermittent Dynamics Govern Proton Conductivity in Nafion Proton Exchange Membranes”. Also included is the trajectory file from a GROMACS simulation of proton transport in Nafion at a hydration level of 15 and under an external electric field of 0.5 V/nm. Furthermore, the raw data generated from the caging function analysis of this trajectory is provided.
DOI: 10.15468/dl.ukz6m8
title: Occurrence Download

description: A dataset containing 1171 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Melaleuca hypericifolia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 1171 records from 53 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008494-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.txpeue
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Solidago rugosa",
 "Country is Portugal",
 "HasCoordinate is true"
 ]
}

 The dataset includes 23 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008497-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y6exsj
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Solidago rugosa",
 "Country is Belgium",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008495-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.64tqnm
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Solidago rugosa",
 "Country is Denmark",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008496-250920141307145/datasets/export for details.
DOI: 10.15468/dl.zhht3f
title: Occurrence Download

description: A dataset containing 81030 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Geometry POLYGON((-6.69757 36.81025,-6.07438 35.91811,-5.285 35.92933,-4.7172 36.28736,-4.38483 37.14215,-5.29885 37.83443,-6.11592 37.49459,-6.69757 36.81025))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 81030 records from 152 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008462-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.877j3t
title: Occurrence Download

description: A dataset containing 77 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "MediaType is Image",
 "OccurrenceStatus is Present",
 "TaxonKey is Limonia acidissima"
 ]
}

 The dataset includes 77 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008498-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vtgm7q
title: Occurrence Download

description: A dataset containing 138809 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Geometry POLYGON((-6.52264 36.95016,-6.59372 35.89778,-3.50873 36.17369,-3.52295 37.13172,-5.39953 38.21195,-6.52264 36.95016))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 138809 records from 164 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008465-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cvdrbx
title: Occurrence Download

description: A dataset containing 53191 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Spain",
 "Geometry POLYGON((-6.44464 36.86127,-6.54439 36.54136,-6.07222 36.06438,-5.46705 35.94602,-4.78873 36.20402,-5.10794 36.64281,-5.24095 37.23812,-5.88602 37.2487,-6.44464 36.86127))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 53191 records from 357 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008467-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wdmfq7
title: Occurrence Download

description: A dataset containing 91409 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Geometry POLYGON((-6.88074 36.71229,-5.62544 35.81261,-4.13768 36.37613,-4.55611 37.38023,-5.71843 37.49098,-6.88074 36.71229))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 91409 records from 153 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008460-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v5ur94
title: Occurrence Download

description: A dataset containing 55 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Solidago rugosa",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 55 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008500-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j8qjpz
title: Occurrence Download

description: A dataset containing 995 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Melaleuca parvistaminea",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 995 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008501-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.