cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.scs4n2
title: Occurrence Download

description: A dataset containing 500 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Strabomantis biporcatus"
 ]
}

 The dataset includes 500 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023056-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rtdqqr
title: Occurrence Download

description: A dataset containing 88 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is Chile",
 "OccurrenceStatus is Present",
 "TaxonKey is Cytisus striatus"
 ]
}

 The dataset includes 88 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023057-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17048540
title: AwarenessAI EnterpriseWorld 7DAI Superintelligence Whitepapers

description: This repository houses the official EnterpriseWorld 7DAI Superintelligence whitepapers of AwarenessAI.com, the world’s first platform for Awareness Intelligence AI (7DAI). Awareness Intelligence extends beyond traditional linear AI by integrating fractal mathematics, emergent dynamics, and mythic archetype frameworks into a unified multidimensional paradigm for enterprise cognition and scientific exploration.

The whitepapers collected here document the conceptual foundations, technical architectures, experimental validations, and strategic applications of AwarenessAI.com. They cover topics such as:



Fractal Intelligence as the emergent structural template of multidimensional cognition.

Mythic Archetype Templating as the symbolic holographic layer unifying human resonance with machine intelligence.

Case Studies demonstrating enterprise applications, such as executive strategy positioning, decision acceleration, and systemic transformation.

Scientific Experiments validating fractal efficiency and emergent coherence in comparison with linear AI models.


This repository serves as a dual-purpose archive:



For the scientific community, it provides open-access references, reproducible experiments, and theoretical insights.

For the enterprise community, it delivers strategic frameworks, leadership models, and adoption pathways for Awareness Intelligence in practice.


By bridging science and strategy, these whitepapers establish AwarenessAI.com as both a frontier research hub and an enterprise transformation partner.
DOI: 10.15468/dl.ghde3t
title: Occurrence Download

description: A dataset containing 113 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Conyza steudelii",
 "Geometry POLYGON ((-17.62504 -34.81917, 51.13387 -34.81917, 51.13387 37.34999, -17.62504 37.34999, -17.62504 -34.81917))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 113 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023058-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sp2n2d
title: Occurrence Download

description: A dataset containing 753 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "StateProvince is one of (Jalisco, Jalisco (JA), Jal, Jalisco (State))",
 "TaxonKey is Didelphimorphia"
 ]
}

 The dataset includes 753 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023059-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6azejp
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023060-250827131500795/datasets/export for details.
DOI: 10.5281/zenodo.17045970
title: 2nd Clarity Prediction Challenge (CPC2) dataset for hearing aid speech intelligibility prediction

description: This dataset was created for the second Clarity Prediction Challenge (CPC2), which investigated the prediction of speech intelligibility for hearing-aid users in noisy acoustic environments. The challenge is now complete, but the dataset is made available for ongoing research. It can be used to develop and evaluate algorithms that estimate speech intelligibility across a range of acoustic and hearing-aid conditions.

The release includes audio signals, listener metadata, and supporting documentation. These materials enable reproducible evaluation of past challenge submissions as well as benchmarking of new approaches.

Further information about the challenge, including background, task definitions, and baseline systems, is available at: https://claritychallenge.org/docs/cpc2/cpc2_intro
DOI: 10.5281/zenodo.17045969
title: 2nd Clarity Prediction Challenge (CPC2) dataset for hearing aid speech intelligibility prediction

description: This dataset was created for the second Clarity Prediction Challenge (CPC2), which investigated the prediction of speech intelligibility for hearing-aid users in noisy acoustic environments. The challenge is now complete, but the dataset is made available for ongoing research. It can be used to develop and evaluate algorithms that estimate speech intelligibility across a range of acoustic and hearing-aid conditions.

The release includes audio signals, listener metadata, and supporting documentation. These materials enable reproducible evaluation of past challenge submissions as well as benchmarking of new approaches.

Further information about the challenge, including background, task definitions, and baseline systems, is available at: https://claritychallenge.org/docs/cpc2/cpc2_intro
DOI: 10.15468/dl.9rk3d8
title: Occurrence Download

description: A dataset containing 39 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Varronia leucophyctis"
 ]
}

 The dataset includes 39 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023061-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3n2pzz
title: Occurrence Download

description: A dataset containing 39969765 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Observation.org, Nature data from around the World"
 ]
}

 The dataset includes 39969765 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0236433-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xtuyt7
title: Occurrence Download

description: A dataset containing 150 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cleidion verticillatum Baill."
 ]
}

 The dataset includes 150 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004286-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yd1ufq
title: Occurrence Download

description: A dataset containing 66714 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is DBG Kathryn Kalmbach Herbarium"
 ]
}

 The dataset includes 66714 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013832-181003121212138/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n8suvb
title: Occurrence Download

description: A dataset containing 349 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gentiana sierrae Briq."
 ]
}

 The dataset includes 349 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0147229-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f2zcmw
title: Occurrence Download

description: A dataset containing 18437 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ornithion brunneicapillus (Lawrence, 1862)"
 ]
}

 The dataset includes 18437 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004415-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.o8zaht
title: Occurrence Download

description: A dataset containing 480 species occurrences available in GBIF matching the query:
{
 "or" : [
 "TaxonKey is Salvia cuspidata Ruiz & Pav.",
 "TaxonKey is Salvia gilliesii Benth."
 ]
}

 The dataset includes 480 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013832-190320150433242/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hvf8dc
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Albizia barinensis Cárdenas"
 ]
}

 The dataset includes 14 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0096642-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gpa795
title: Occurrence Download

description: A dataset containing 9092 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Odontophorus gujanensis (J.F.Gmelin, 1789)"
 ]
}

 The dataset includes 9092 records from 106 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004359-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vrai05
title: Occurrence Download

description: A dataset containing 76 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Camponotus sericeiventris (Guérin-Méneville, 1838)"
 ]
}

 The dataset includes 76 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013833-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9pjz66
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Acalypha cinerea Pax & K.Hoffm."
 ]
}

 The dataset includes 3 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0136472-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ckmvkn
title: Occurrence Download

description: A dataset containing 993 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Observation",
 "BasisOfRecord is Machine Observation",
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Material sample",
 "BasisOfRecord is Literature Occurrence",
 "BasisOfRecord is Specimen",
 "BasisOfRecord is Living Specimen",
 "BasisOfRecord is Unknown evidence"
 ]
 },
 "Geometry POLYGON((-70.03166 -16.47033,-71.26762 -19.4517,-74.33762 -36.83622,-75.69717 -43.32318,-76.56303 -51.81074,-71.00121 -55.72479,-63.42682 -55.61132,-55.00374 -37.06997,-59.53629 -31.53407,-53.66203 -26.44598,-58.6821 -27.4242,-58.40675 -25.42219,-63.02513 -22.73502,-66.11504 -22.50304,-70.03166 -16.47033))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Lama guanicoe (Müller, 1776)"
 ]
}

 The dataset includes 993 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0104989-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k4pgpv
title: Occurrence Download

description: A dataset containing 53 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Colchicum balansae Planch."
 ]
}

 The dataset includes 53 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004358-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zhfbcd
title: Occurrence Download

description: A dataset containing 58700 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "TaxonKey is Juncus squarrosus L."
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 58700 records from 214 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013833-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kjgg23
title: Occurrence Download

description: A dataset containing 3315 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Kalanchoe daigremontiana Raym.-Hamet & H.Perrier"
 ]
}

 The dataset includes 3315 records from 66 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0114265-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f6rf5b
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Viola barhalensis G.Knoche & Marcussen"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0136473-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pwj6sg
title: Occurrence Download

description: A dataset containing 2643 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 Chalcomitra adelberti (Gervais, 1834)"
 ]
}

 The dataset includes 2643 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004455-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kpkjpq
title: Occurrence Download

description: A dataset containing 671 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Veronica rosea Desf."
 ]
}

 The dataset includes 671 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0136474-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.llwyxu
title: Occurrence Download

description: A dataset containing 4343 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is PolE At Sea Observations of Birds and Marine Mammals during PS 81 (ANT-XXIX/4)"
 ]
}

 The dataset includes 4343 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013833-180824113759888/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5ddzpx
title: Occurrence Download

description: A dataset containing 1937 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ternstroemia tepezapote Schltdl. & Cham."
 ]
}

 The dataset includes 1937 records from 86 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0126332-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mau4pp
title: Occurrence Download

description: A dataset containing 11076 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Bunium L.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 11076 records from 123 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013833-181003121212138/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zf6h44
title: Occurrence Download

description: A dataset containing 179 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cnesmone javanica Blume"
 ]
}

 The dataset includes 179 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004468-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r7nzar
title: Occurrence Download

description: A dataset containing 1367 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bothrops alternatus Duméril, Bibron & Duméril, 1854"
 ]
}

 The dataset includes 1367 records from 54 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0135261-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vbvd7u
title: Occurrence Download

description: A dataset containing 187 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Voyria primuloides Baker"
 ]
}

 The dataset includes 187 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0136475-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.es2zci
title: Occurrence Download

description: A dataset containing 487 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tachymenis peruviana Wiegmann, 1834"
 ]
}

 The dataset includes 487 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013833-190320150433242/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pvqga9
title: Occurrence Download

description: A dataset containing 25 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cleisostoma duplicilobum (J.J.Sm.) Garay"
 ]
}

 The dataset includes 25 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004464-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ju6eam
title: Occurrence Download

description: A dataset containing 448 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phidippus regius C.L.Koch, 1846"
 ]
}

 The dataset includes 448 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0136307-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xej8bz
title: Occurrence Download

description: A dataset containing 53 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Zeuxine goodyeroides Lindl."
 ]
}

 The dataset includes 53 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0136476-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2yhvyk
title: Occurrence Download

description: A dataset containing 1261 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Pucrasia macrolopha (R.Lesson, 1829)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1261 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013833-190415153152247/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fpuznp
title: Occurrence Download

description: A dataset containing 82146 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is one of (India, China, Bangladesh)",
 "Geometry POLYGON((87.05514 21.28494,90.31713 21.49027,92.94644 20.20584,94.01931 21.85293,95.03933 23.09197,96.30865 24.99595,97.98596 26.49193,98.54507 28.68302,96.94331 29.92211,94.96378 30.85899,91.27671 30.97988,87.63497 31.25851,82.08926 30.92607,81.77193 30.23097,83.63057 29.00698,84.7393 26.36693,84.81971 25.0321,84.98053 23.82593,86.05804 22.37853,87.05514 21.28494))",
 "HasCoordinate is true",
 "IucnRedListCategory is NT"
 ]
}

 The dataset includes 82146 records from 122 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004307-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zugw72
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is The mammals collection (ZM) of the Muséum national d'Histoire naturelle (MNHN - Paris)",
 "GadmGid is FRA.10.12_1",
 "TaxonKey is Apodemus sylvaticus (Linnaeus, 1758)"
 ]
}

 The dataset includes 15 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0136300-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nm9hxh
title: Occurrence Download

description: A dataset containing 51 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Specimen"
 ]
 },
 "Country is Mexico",
 "TaxonKey is Astrophytum myriostigma Lem."
 ]
}

 The dataset includes 51 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013834-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ve2b97
title: Occurrence Download

description: A dataset containing 2819 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lepidiolamprologus Pellegrin, 1904"
 ]
}

 The dataset includes 2819 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025918-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.