cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.12786299
title: Storm Anvil Masks

description: This folder contains the storm anvil masks used in the research titled: "Characterization of Reflectance Signatures Within Above Anvil Cirrus Plumes in GOES-16 Infrared and Visible Imagery" by Murphy et al. 2024 (publication in progress in the AGU JGR:Atmospheres journal). It provides 5 storm masks via .npy files that enabled extraction of storm-specific satellite reflectance and brightness temperature values.
DOI: 10.15468/dl.53ry72
title: Occurrence Download

description: A dataset containing 628 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sorubim lima (Bloch & Schneider, 1801)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 10000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 628 records from 53 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030825-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jhyv39
title: Occurrence Download

description: A dataset containing 478 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Steindachnerina brevipinna (Eigenmann & Eigenmann, 1889)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 10000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 478 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030826-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xfkkmy
title: Occurrence Download

description: A dataset containing 796 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "Issue is one of (Continent derived from coordinates, Country derived from coordinates, Coordinate rounded)",
 "License is one of (CC0 1.0, CC-BY 4.0)",
 "OccurrenceStatus is Present",
 "TaxonKey is Carpobrotus edulis (L.) N.E.Br.",
 "Year 2014-2024"
 ]
}

 The dataset includes 796 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030827-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tpxsb8
title: Occurrence Download

description: A dataset containing 948 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tetragonopterus argenteus Cuvier, 1816",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 10000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 948 records from 70 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030828-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jzxvtj
title: Occurrence Download

description: A dataset containing 1203 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Trachelyopterus galeatus (Linnaeus, 1766)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 10000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 1203 records from 69 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030829-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8z6b7x
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Trachelyopterus lucenai Bertoletti, Pezzi da Silva & Pereira, 1995",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 10000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 9 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030831-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/8993964
title: Portuguese Banking Blitz
DOI: 10.15468/dl.5je29r
title: Occurrence Download

description: A dataset containing 62 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Monitoreo de la ocupación del Oso de anteojos (Tremarctos ornatus) en el Parque Nacional Natural Puracé para 2016"
 ]
}

 The dataset includes 62 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030833-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.39shkz
title: Occurrence Download

description: A dataset containing 359723 species occurrences available in GBIF matching the query:
{
 "and" : [
 "ClassKey is one of (Aves)",
 "BasisOfRecord is one of (Specimen, Occurrence evidence, Material sample)",
 "Country is Brazil"
 ]
}

 The dataset includes 359723 records from 168 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030815-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.335ged
title: Occurrence Download

description: A dataset containing 49504 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "TaxonKey is Carcharhinus leucas (Müller & Henle, 1839)"
 ]
}

 The dataset includes 49504 records from 78 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030834-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6073/pasta/c4c5e00552feeaace05497282d3d9e19
title: IISD Experimental Lakes Area LTER: Phytoplankton Abundance, Biomass, and Community Structure, 1969 – 2023

description: The IISD Experimental Lakes Area (IISD-ELA) LTER Phytoplankton Abundance, Biomass, and Community Structure data package provides data on phytoplankton from five long-term reference lakes (Lake 114, Lake 224, Lake 239, Lake 373, and Lake 442) in northwestern Ontario, Canada. The data package includes metadata and tabular data.
 Metadata include a lake information table (lake names, locations, morphometric data) and a PDF information sheet that describes the data package and includes methods, a data dictionary, and references. Tabular data include: phytoplankton biomass summarized at the Division (Cyanobacteria) or Class (chlorophyceae, euglenophyceae, chrysophyceae, bacillariophyceae, cryptophyceae, dinophyceae) level of taxonomic resolution ("Group"); phytoplankton abundance and biomass at the lowest level of taxonomic resolution (usually species level); phytoplankton species codes that act as a primary key linking the previous tables to current scientific names; and the phytoplankton trophic feeding type that partitions taxa into functional feeding groups (autotrophic, heterotrophic, mixotrophic).
 The data package is ongoing – updated data will be provided as data are collected from these long-term reference lakes in subsequent years. If data are not present for the lake you are interested in (e.g. if the lake was part of an experiment rather than a reference lake) please get in touch with us.
DOI: 10.5281/zenodo.12786327
title: Storm Anvil Mask Files

description: This folder contains the storm anvil masks used in the research titled: "Characterization of Reflectance Signatures Within Above Anvil Cirrus Plumes in GOES-16 Infrared and Visible Imagery" by Murphy et al. 2024 (publication in progress in the AGU JGR:Atmospheres journal). It provides 5 storm masks via .npy files that enabled extraction of storm-specific satellite reflectance and brightness temperature values.
DOI: 10.5281/zenodo.12786328
title: Storm Anvil Mask Files

description: This folder contains the storm anvil masks used in the research titled: "Characterization of Reflectance Signatures Within Above Anvil Cirrus Plumes in GOES-16 Infrared and Visible Imagery" by Murphy et al. 2024 (publication in progress in the AGU JGR:Atmospheres journal). It provides 5 storm masks via .npy files that enabled extraction of storm-specific satellite reflectance and brightness temperature values.
DOI: 10.15468/dl.fe8w7c
title: Occurrence Download

description: A dataset containing 205715 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Amanita muscaria (L.) Lam."
 ]
}

 The dataset includes 205715 records from 480 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030835-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.puvt4q
title: Occurrence Download

description: A dataset containing 587235 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "TaxonKey is one of (Acer platanoides L., Adelges tsugae Annand, 1924, Agrilus planipennis Fairmaire, 1888, Alliaria petiolata (M.Bieb.) Cavara & Grande, Channa argus (Cantor, 1842), Crocodylus niloticus Laurenti, 1768, Dreissena polymorpha (Pallas, 1771), Faxonius rusticus (Girard, 1852), Frangula alnus Mill., Heracleum mantegazzianum Sommier & Levier, Heracleum sphondylium L., Hydrocharis morsus-ranae L., Impatiens glandulifera Royle, Kali tragus (L.) Scop., Lissachatina fulica (Bowdich, 1822), Lycorma delicatula (White, 1845), Myriophyllum spicatum L., Phragmites australis subsp. australis, Potamogeton crispus L., Pterois volitans (Linnaeus, 1758), Pueraria lobata (Willd.) Ohwi, Python bivittatus Kuhl, 1820, Reynoutria japonica Houtt., Reynoutria sachalinensis (F.Schmidt) Nakai, Reynoutria ×bohemica Chrtek & Chrtková, Rhamnus cathartica L., Rhinella marina (Linnaeus, 1758), Stratiotes aloides L., Trapa natans L., Vincetoxicum nigrum (L.) Moench, Vincetoxicum rossicum (Kleopow) Barbar.)",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 587235 records from 574 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030821-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6pzk53
title: Occurrence Download

description: A dataset containing 55 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Trigonella pamirica Boriss."
 ]
}

 The dataset includes 55 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021451-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dxhrcj
title: Occurrence Download

description: A dataset containing 87 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Peru",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Rupicola peruvianus (Latham, 1790)"
 ]
}

 The dataset includes 87 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0222354-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hdan56
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aphelocheiridae",
 "Continent is one of (North America, South America)"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021474-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ry9chd
title: Occurrence Download

description: A dataset containing 2297 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Trametes suaveolens (L.) Fr."
 ]
}

 The dataset includes 2297 records from 109 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0224705-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9mmkdh
title: Occurrence Download

description: A dataset containing 114 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Zizaniopsis microstachya (Nees ex Trin.) Döll & Asch."
 ]
}

 The dataset includes 114 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036704-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mbr9j8
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Trigonella podlechii Vassilcz."
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021453-230810091245214/datasets/export for details.
DOI: 10.15468/dl.hseqzt
title: Occurrence Download

description: A dataset containing 6860001 species occurrences available in GBIF matching the query:
{
 "Country" : [
 "is China"
 ]
}

 The dataset includes 6860001 records from 4314 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0427248-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qzjhb4
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Plantae",
 "HasCoordinate is TRUE",
 "BasisOfRecord is Human Observation",
 "Geometry POLYGON ((-81.84883636360615 26.362118180605783, -81.86849091037524 26.377409090918064, -81.85786363604606 26.36072727281463, -81.84883636360615 26.362118180605783))"
 ]
}

 The dataset includes 16 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035257-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n9jsqz
title: Occurrence Download

description: A dataset containing 3188 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "Country is one of (Mexico, United States of America, Guatemala, Belize, Nicaragua, El Salvador, Costa Rica, Honduras, Canada, Panama)",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Oxalis articulata Lam., Oxalis articulata Savigny)",
 "Year 1900-2025"
 ]
}

 The dataset includes 3188 records from 113 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035259-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x67bkc
title: Occurrence Download

description: A dataset containing 89018 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lynx lynx (Linnaeus, 1758)"
 ]
}

 The dataset includes 89018 records from 243 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035242-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15521489
title: The Relative Framework
title: The Knowledge Acquisition Paradox
title: Exploring Time Dimensions in the Knowledge Acquisition Paradox
title: Dimensional Constraints and Observer Limitations
title: The Cognitive Compression Framework: A Hierarchy of Concise Self-Awareness
title: The Entanglement Model of Emergent Experience
title: The Relativity of Life's Meaning: A Multifaceted Approach

description: The Relative Framework

The Relative Framework is a unified philosophical system that explores the structural limits of knowledge, the emergence of self-awareness, and the entangled nature of meaning and perception. Beginning with the Knowledge Acquisition Paradox and culminating in a theory of existential relativity. Together, they form a recursive model of epistemology, cognition, and ontology grounded in limitation, emergence, and systemic interaction. The framework does not seek to finalize answers, but to clarify the boundaries through which understanding unfolds.
DOI: 10.5281/zenodo.15568897
title: The Relative Framework
title: The Knowledge Acquisition Paradox
title: Exploring Time Dimensions in the Knowledge Acquisition Paradox
title: Dimensional Constraints and Observer Limitations
title: The Cognitive Compression Framework: A Hierarchy of Concise Self-Awareness
title: The Entanglement Model of Emergent Experience
title: The Relativity of Life's Meaning: A Multifaceted Approach
title: Temporal Entanglement: The Clock as a Distorting Lens of Consciousness

description: The Relative Framework

The Relative Framework is a unified philosophical system that explores the structural limits of knowledge, the emergence of self-awareness, and the entangled nature of meaning and perception. Beginning with the Knowledge Acquisition Paradox and culminating in a theory of existential relativity. Together, they form a recursive model of epistemology, cognition, and ontology grounded in limitation, emergence, and systemic interaction. The framework does not seek to finalize answers, but to clarify the boundaries through which understanding unfolds.
DOI: 10.5281/zenodo.15617660
title: The Relative Framework
title: The Knowledge Acquisition Paradox
title: Exploring Time Dimensions in the Knowledge Acquisition Paradox
title: Dimensional Constraints and Observer Limitations
title: The Cognitive Compression Framework: A Hierarchy of Concise Self-Awareness
title: The Entanglement Model of Emergent Experience
title: The Relativity of Life's Meaning: A Multifaceted Approach
title: Temporal Entanglement: The Clock as a Distorting Lens of Consciousness
title: The Illusion of Choice

description: The Relative Framework

The Relative Framework is a unified philosophical system that explores the structural limits of knowledge, the emergence of self-awareness, and the entangled nature of meaning and perception. Beginning with the Knowledge Acquisition Paradox and culminating in a theory of existential relativity. Together, they form a recursive model of epistemology, cognition, and ontology grounded in limitation, emergence, and systemic interaction. The framework does not seek to finalize answers, but to clarify the boundaries through which understanding unfolds.
DOI: 10.5281/zenodo.15627921
title: The Relative Framework
title: The Knowledge Acquisition Paradox
title: Exploring Time Dimensions in the Knowledge Acquisition Paradox
title: Dimensional Constraints and Observer Limitations
title: The Cognitive Compression Framework: A Hierarchy of Concise Self-Awareness
title: The Entanglement Model of Emergent Experience
title: The Relativity of Life's Meaning: A Multifaceted Approach
title: Temporal Entanglement: The Clock as a Distorting Lens of Consciousness
title: The Illusion of Choice Vol 1 Paper 1
title: Responsibility Reconsidered Within The Illusion Of Choice Vol 1 Paper 2.pdf

description: The Relative Framework

The Relative Framework is a unified philosophical system that explores the structural limits of knowledge, the emergence of self-awareness, and the entangled nature of meaning and perception. Beginning with the Knowledge Acquisition Paradox and culminating in a theory of existential relativity. Together, they form a recursive model of epistemology, cognition, and ontology grounded in limitation, emergence, and systemic interaction. The framework does not seek to finalize answers, but to clarify the boundaries through which understanding unfolds.

 

Each paper within the series is labelled as “Vol. 1” to reflect their shared grounding in a single conceptual architecture. These are not separate volumes, but distinct lines of inquiry within the same philosophical body. Where extensions are made (e.g., continuations), they are marked as “Paper 1,” “Paper 2,” etc., under the same unified volume.

 

*"The illusion of freedom is not a lie we tell ourselves, It’s the cognitive condition that allows deterministic systems to orient, reflect, and endure"*

 

*Dean Tyldesley*
DOI: 10.15468/dl.94njqr
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ptychadena mossambica (Peters, 1854)",
 "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 ((27.1586 -33.5889,28.2048 -32.9007,25.5395 -32.9007,25.5395 -34.1098,25.6468 -34.1222,25.7787 -34.0734,25.7098 -33.9109,25.8639 -33.797,26.4806 -33.8473,27.1586 -33.5889))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035260-250525065834625/datasets/export for details.
DOI: 10.6084/m9.figshare.29286461.v1
title: smartHCT_pocus_report.pdf

description: This report provides a comprehensive, independent analysis of the Point-of-Care Ultrasound (POCUS) market, with a focus on how artificial intelligence, miniaturization, and wireless connectivity are transforming diagnostic imaging at the bedside. Drawing on data from over 50 representative devices, the report dissects the competitive landscape, technology evolution, clinical applications, regulatory pathways, and adoption drivers across diverse healthcare settings. It is designed to support clinicians, innovators, and decision-makers with structured insights grounded in publicly available evidence and field-specific developments.smartHCT is an independent platform authored by Dr. M. As’ad, dedicated to critical analysis of emerging healthcare technologies. This report is released as part of a broader effort to advance transparency, usability, and accessibility in digital health innovation. The author declares no conflicts of interest and no commercial affiliations with any of the products or companies discussed herein.