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

description: A dataset containing 454 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pinus tabuliformis",
 "Year 1970-2023"
 ]
}

 The dataset includes 454 records from 51 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014965-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9rdcwg
title: Occurrence Download

description: A dataset containing 1651 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Malpighia glabra"
 ]
}

 The dataset includes 1651 records from 61 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014967-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fzs3na
title: Occurrence Download

description: A dataset containing 28 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aromobates mayorgai"
 ]
}

 The dataset includes 28 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014966-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t6dq8b
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014968-251120083545085/datasets/export for details.
DOI: 10.15468/dl.h36hfn
title: Occurrence Download

description: A dataset containing 2186553 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Dolichonyx oryzivorus, Dryobates pubescens)",
 "Country is Canada",
 "OccurrenceStatus is Present",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2000",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON ((-84.76571 41.22334, -58.93394 41.22334, -58.93394 49.85477, -84.76571 49.85477, -84.76571 41.22334))",
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 1000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 2186553 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014926-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vw6ptj
title: Occurrence Download

description: A dataset containing 29854 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Hordeum jubatum"
 ]
}

 The dataset includes 29854 records from 432 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014969-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jd6k44
title: Occurrence Download

description: A dataset containing 64 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Malpighia lundellii"
 ]
}

 The dataset includes 64 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014970-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gku7kg
title: Occurrence Download

description: A dataset containing 79 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Malus domestica"
 ]
}

 The dataset includes 79 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014973-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.beav4x
title: Occurrence Download

description: A dataset containing 152 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Allelochaeta",
 "HasCoordinate is true"
 ]
}

 The dataset includes 152 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014975-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xump4t
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aromobates meridensis"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014974-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7m9776
title: Occurrence Download

description: A dataset containing 484 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Malvastrum americanum"
 ]
}

 The dataset includes 484 records from 51 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014976-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17758909
title: Cognitive Nexus Theory: Cosmology Drift & Gamma Halo Suite (CNT_COSMO_v1)

description: This dataset bundles the cosmology-focused components of Cognitive Nexus Theory (CNT), gathering all current sky-facing analyses into a single, reproducible package.

CNT_COSMO_v1 contains two main elements:





Gamma Halo / Observer Ring — radial intensity profiles and band-ratio curves derived from high-energy gamma-ray sky data (multiple energy bands). These files support the “observer ring” analysis, where CNT treats gamma halos as candidate field structures and tests for ring-like drift geometry.




Cosmology Drift Fields — drift and hazard features extracted from cosmology-domain observables, including:





star-formation-rate (SFR) and CMB bandpowers (cnt_cosmo_drift_v1),




JWST-enhanced cosmology drift with additional constraints (cnt_cosmo_drift_jwst_v1),




“Universe as Field” summaries that compare cosmology drift exponents to other CNT domains (cnt_cosmo_universe_as_field_v1).





Together, these datasets allow researchers to:





reproduce CNT cosmology figures (alpha planes, hazard-tagged windows, gamma halo profiles),




test whether cosmology observables inhabit the same universal drift geometry seen in finance, crypto, seismicity, and climate,




explore whether ring-like gamma structures behave like CNT “observer fields.”



The file CNT_COSMO_v1_manifest.csv maps each file in this release back to its original project and path inside the local CNT Lab. The README provides an overview of the folder layout and how CNT_COSMO_v1 connects to other CNT releases (Universal Drift Law, Reality Atlas, Omnifield Drift Plane, Global Drift Field, Forbidden Drift Zones, and the CNT Empirical Backbone).
DOI: 10.5281/zenodo.17758910
title: Cognitive Nexus Theory: Cosmology Drift & Gamma Halo Suite (CNT_COSMO_v1)

description: This dataset bundles the cosmology-focused components of Cognitive Nexus Theory (CNT), gathering all current sky-facing analyses into a single, reproducible package.

CNT_COSMO_v1 contains two main elements:





Gamma Halo / Observer Ring — radial intensity profiles and band-ratio curves derived from high-energy gamma-ray sky data (multiple energy bands). These files support the “observer ring” analysis, where CNT treats gamma halos as candidate field structures and tests for ring-like drift geometry.




Cosmology Drift Fields — drift and hazard features extracted from cosmology-domain observables, including:





star-formation-rate (SFR) and CMB bandpowers (cnt_cosmo_drift_v1),




JWST-enhanced cosmology drift with additional constraints (cnt_cosmo_drift_jwst_v1),




“Universe as Field” summaries that compare cosmology drift exponents to other CNT domains (cnt_cosmo_universe_as_field_v1).





Together, these datasets allow researchers to:





reproduce CNT cosmology figures (alpha planes, hazard-tagged windows, gamma halo profiles),




test whether cosmology observables inhabit the same universal drift geometry seen in finance, crypto, seismicity, and climate,




explore whether ring-like gamma structures behave like CNT “observer fields.”



The file CNT_COSMO_v1_manifest.csv maps each file in this release back to its original project and path inside the local CNT Lab. The README provides an overview of the folder layout and how CNT_COSMO_v1 connects to other CNT releases (Universal Drift Law, Reality Atlas, Omnifield Drift Plane, Global Drift Field, Forbidden Drift Zones, and the CNT Empirical Backbone).
DOI: 10.34740/kaggle/dsv/13915531
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.j4zwcb
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Month is September",
 "TaxonKey is Hoolock hoolock"
 ]
}

 The dataset includes 18 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014977-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qf2rqv
title: Occurrence Download

description: A dataset containing 816 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Malvastrum coromandelianum"
 ]
}

 The dataset includes 816 records from 62 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014978-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cf4dyf
title: Occurrence Download

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

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014980-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qmqxwf
title: Occurrence Download

description: A dataset containing 55 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aromobates nocturnus"
 ]
}

 The dataset includes 55 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014979-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.trvquz
title: Occurrence Download

description: A dataset containing 16671 species occurrences available in GBIF matching the query:
{
 "and" : [
 "CoordinateUncertaintyInMeters 0.0-1500.0",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Hordeum jubatum"
 ]
}

 The dataset includes 16671 records from 216 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014981-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17756634
title: NeuroForge: A Rigorous Framework for Fabricating Intelligent Physical Brains to Augment AI Chips Enabling Hallucination-Resistant Superintelligent Inference

description: This manuscript delineates NeuroForge, a mathematically precise and empirically grounded conceptual framework for designing and fabricating intelligent physical brains (IPBs)---neuromorphic hardware emulating biological cortical architectures---that interface seamlessly with AI chips to facilitate superintelligent inference impervious to hallucinations. By synergistically coupling spiking neural networks (SNNs) with transformer-based AI accelerators, NeuroForge suppresses hallucinations via variational Bayesian uncertainty propagation, high-order sensitivity analysis, and rigorously falsifiable predictive distributions. Core contributions encompass variational Bayesian derivations for posterior inference in SNNs, Kullback-Leibler (KL) divergence-based error quantification, and event-driven sparsity enforcement. Reproducible Python simulations, seeded for determinism (torch.manual_seed(42); np.random.seed(42)), yield quantitative benchmarks: hallucination rates reduced by 92.3% (95% CI: [89.1%, 95.5%], \( p < 10^{-6} \) via bootstrapped t-test with 10,000 resamples, Cohen's \( d=2.15 \), effect size verified via Hedges' \( g=2.12 \)) relative to baselines, corroborated by analogs from Loihi 2 neuromorphic datasets \citep{davies2021advancing}. A scalable fabrication trajectory, anchored in CMOS-memristor hybrid processes, projects 10\( ^6 \)-neuron prototypes by 2027 with sub-mW energy envelopes (projected power density \( < 10^{-3} \) W/mm², derived from SPICE simulations). This self-consistent, interdisciplinary synthesis---spanning neuromorphic engineering, Bayesian nonparametrics, and hardware verification---establishes a paradigm for verifiable, biologically faithful AI augmentation, with explicit Popperian falsification criteria (e.g., reject if empirical coverage deviates >5% from nominal 95% under binomial test, \( \alpha=0.05 \)).
DOI: 10.5281/zenodo.17758946
title: NeuroForge: A Rigorous Framework for Fabricating Intelligent Physical Brains to Augment AI Chips Enabling Hallucination-Resistant Superintelligent Inference

description: This manuscript delineates NeuroForge, a mathematically precise and empirically grounded conceptual framework for designing and fabricating intelligent physical brains (IPBs)---neuromorphic hardware emulating biological cortical architectures---that interface seamlessly with AI chips to facilitate superintelligent inference impervious to hallucinations. By synergistically coupling spiking neural networks (SNNs) with transformer-based AI accelerators, NeuroForge suppresses hallucinations via variational Bayesian uncertainty propagation, high-order sensitivity analysis, and rigorously falsifiable predictive distributions. Core contributions encompass variational Bayesian derivations for posterior inference in SNNs, Kullback-Leibler (KL) divergence-based error quantification, and event-driven sparsity enforcement. Reproducible Python simulations, seeded for determinism (torch.manual_seed(42); np.random.seed(42)), yield quantitative benchmarks: hallucination rates reduced by 92.3% (95% CI: [89.1%, 95.5%], \( p < 10^{-6} \) via bootstrapped t-test with 10,000 resamples, Cohen's \( d=2.15 \), effect size verified via Hedges' \( g=2.12 \)) relative to baselines, corroborated by analogs from Loihi 2 neuromorphic datasets \citep{davies2021advancing}. A scalable fabrication trajectory, anchored in CMOS-memristor hybrid processes, projects 10\( ^6 \)-neuron prototypes by 2027 with sub-mW energy envelopes (projected power density \( < 10^{-3} \) W/mm², derived from SPICE simulations). This self-consistent, interdisciplinary synthesis---spanning neuromorphic engineering, Bayesian nonparametrics, and hardware verification---establishes a paradigm for verifiable, biologically faithful AI augmentation, with explicit Popperian falsification criteria (e.g., reject if empirical coverage deviates >5% from nominal 95% under binomial test, \( \alpha=0.05 \)).
DOI: 10.15468/dl.96wrz3
title: Occurrence Download

description: A dataset containing 4412 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Malvaviscus arboreus"
 ]
}

 The dataset includes 4412 records from 96 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014982-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pmmpex
title: Occurrence Download

description: A dataset containing 601 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Malvaviscus arboreus arboreus"
 ]
}

 The dataset includes 601 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014983-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17749841
title: 3D'omics reference genome catalogue - Histomonas turkey experiment (M)
DOI: 10.5281/zenodo.17749840
title: 3D'omics reference genome catalogue - Histomonas turkey experiment (M)
DOI: 10.15468/dl.9nh7fb
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aromobates orostoma"
 ]
}

 The dataset includes 5 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014985-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.aehefr
title: Occurrence Download

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

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014984-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k3wrxf
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Mammillaria sonorensis"
 ]
}

 The dataset includes 17 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014986-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4em4qg
title: Occurrence Download

description: A dataset containing 85717 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tracheophyta",
 "DecimalLatitude is greater than or equal to -15.914722",
 "DecimalLatitude is less than or equal to -10.914722",
 "DecimalLongitude is greater than or equal to -65.0",
 "DecimalLongitude is less than or equal to -60.0",
 "HasCoordinate is TRUE",
 "HasGeospatialIssue is FALSE"
 ]
}

 The dataset includes 85717 records from 222 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014949-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.grmxad
title: Occurrence Download

description: A dataset containing 178 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dactyloctenium giganteum B.S.Fisher & Schweick."
 ]
}

 The dataset includes 178 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0161590-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.i9zcf7
title: Occurrence Download

description: A dataset containing 38 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Avena pilosa (Roem. & Schult.) M.Bieb."
 ]
}

 The dataset includes 38 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003443-170714134226665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.auvqbs
title: Occurrence Download

description: A dataset containing 66 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Mexico",
 "HasCoordinate is true",
 "TaxonKey is Acacia constricta A.Gray",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 66 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002279-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f3eknm
title: Occurrence Download

description: A dataset containing 139 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dactyloctenium geminatum Hack."
 ]
}

 The dataset includes 139 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0161589-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zg2y27
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Country is Kuwait",
 "Country is Saudi Arabia"
 ]
 },
 "TaxonKey is Anchusa hispida Forssk."
 ]
}

 The dataset includes 9 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003443-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dxcf8z
title: Occurrence Download

description: A dataset listing the 214865 species recorded in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-173.32031 59.13989,-67.14844 -58.4845,-26.36719 -9.1715,-77.69531 28.86008,-48.16406 46.99226,-68.55469 73.60796,-76.64062 80.62416,-158.20312 72.77449,-173.32031 59.13989))",
 "HasGeospatialIssue is false",
 "MediaType is Image",
 "TaxonKey is Tracheophyta"
 ]
}

 The dataset's 214865 records were derived from 217 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0336974-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gvvt9p
title: Occurrence Download

description: A dataset containing 5377 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dactyloctenium radulans (R.Br.) P.Beauv."
 ]
}

 The dataset includes 5377 records from 65 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0161592-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.