cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.ellpr0
title: Occurrence Download

description: A dataset containing 1234 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Agalychnis moreletii (Duméril, 1853)"
 ]
}

 The dataset includes 1234 records from 46 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059569-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.86y9wh
title: Occurrence Download

description: A dataset containing 201977 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is United States of America",
 "OccurrenceStatus is Present",
 "StateProvince is Connecticut",
 "TaxonKey is Tracheophyta"
 ]
}

 The dataset includes 201977 records from 187 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0093321-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.waewn2
title: Occurrence Download

description: A dataset containing 10364 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Lycaon pictus (Temminck, 1820), Panthera pardus (Linnaeus, 1758))"
 ]
}

 The dataset includes 10364 records from 155 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001776-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.56v3ay
title: Occurrence Download

description: A dataset containing 64254 species occurrences available in GBIF matching the query:
{
 "GenusKey" : [
 "is Morus L."
 ]
}

 The dataset includes 64254 records from 1008 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010183-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.va7b2v
title: Occurrence Download

description: A dataset containing 41 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Stigonema tomentosum Hieron."
 ]
}

 The dataset includes 41 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007078-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fjzkux
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pristimantis seorsus Lehr, 2007"
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007080-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qc39az
title: Occurrence Download

description: A dataset containing 4730 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tragulidae"
 ]
}

 The dataset includes 4730 records from 112 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007079-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t4s2sm
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lyngbya spirulinoides Gomont ex Gomont"
 ]
}

 The dataset includes 22 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007081-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vzx3fq
title: Occurrence Download

description: A dataset containing 95 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Stigonema turfaceum Cooke ex Bornet & Flahault"
 ]
}

 The dataset includes 95 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007082-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6u2kqq
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lyngbya subtillissima"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007084-241024112534372/datasets/export for details.
DOI: 10.15468/dl.n67dp8
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Stipulella fascicularis Maslov, 1956"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007085-241024112534372/datasets/export for details.
DOI: 10.15468/dl.d2vqn8
title: Occurrence Download

description: A dataset containing 156 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pristimantis simonsii (Boulenger, 1900)"
 ]
}

 The dataset includes 156 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007086-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eatsgs
title: Occurrence Download

description: A dataset containing 27 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lyngbya taylori Drouet & Strickland"
 ]
}

 The dataset includes 27 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007087-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2a2vzb
title: Occurrence Download

description: A dataset containing 1098662012 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America"
 ]
}

 The dataset includes 1098662012 records from 5686 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007027-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gdk88z
title: Occurrence Download

description: A dataset containing 457 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Spain",
 "TaxonKey is Abies pinsapo"
 ]
}

 The dataset includes 457 records from 60 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014523-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.caezcf
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014526-250914085247600/datasets/export for details.
DOI: 10.24376/rd.sgul.30075613
title: LiveCyte Migration Raw Data

description: Live cell imaging and quantitative analysis of cell growth and migration were performed label-free on the Livecyte system (Phasefocus, Sheffield). 3x10<sup>3</sup> cells (HDLECs and imLECs) in 0.2 ml complete EBM-MV2 medium were seeded per well in 96-well plates (Corning 4580) 4 hours prior to imaging. Before imaging, medium was replaced with complete EBM-MV2 containing 100ug/mL VEGFC or fresh complete EBM-MV2. Cells (four randomly selected 1mm<sup>2</sup> field of view per well) were imaged with Olympus PLN 10X (0.25NA) objective for 48 hours at 20min intervals. Single-cell tracking was acquired by Livecyte Analyse software.
DOI: 10.24376/rd.sgul.30075613.v1
title: LiveCyte Migration Raw Data

description: Live cell imaging and quantitative analysis of cell growth and migration were performed label-free on the Livecyte system (Phasefocus, Sheffield). 3x10<sup>3</sup> cells (HDLECs and imLECs) in 0.2 ml complete EBM-MV2 medium were seeded per well in 96-well plates (Corning 4580) 4 hours prior to imaging. Before imaging, medium was replaced with complete EBM-MV2 containing 100ug/mL VEGFC or fresh complete EBM-MV2. Cells (four randomly selected 1mm<sup>2</sup> field of view per well) were imaged with Olympus PLN 10X (0.25NA) objective for 48 hours at 20min intervals. Single-cell tracking was acquired by Livecyte Analyse software.
DOI: 10.15468/dl.jn2n8r
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Salvia farinacea",
 "Country is Timor-Leste",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014527-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v7waaa
title: Occurrence Download

description: A dataset containing 3355 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((16.51364324572932 48.36513037593717, 16.649201855003106 48.35704985411839, 16.661273097415318 48.44804567326686, 16.525471720222328 48.456143065431284, 16.51364324572932 48.36513037593717))"
 ]
}

 The dataset includes 3355 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014528-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17151959
title: Worked Example: Coherence Law in the Double Pendulum Chaotic Oscillator (v2, Kraskov MI)

description: This package provides a worked example of the **Coherence Law**:

log(E/E₀) ≈ k·Δ + b

 

applied to a canonical chaotic system, the double pendulum oscillator.This package provides a worked example of the Coherence Law

Methods:

 

Simulated a double pendulum under chaotic dynamics.

 

Constructed surrogate signals by randomizing Fourier phases while preserving amplitude spectrum.

 

Computed mutual information for true and surrogate series using the Kraskov k-nearest-neighbor estimator.

 

Defined the coherence gap as Δ = I_P – I_Q.

 

Measured the endurance horizon E as the lag at which autocorrelation decayed below threshold.

 

Compared log(E/E₀) with Δ.

 

Repeated surrogate analysis across an ensemble of 10 realizations.

 

 

Results:

 

Δ remained consistently positive across surrogate runs (mean Δ = 0.126, std = 0.018).

 

The endurance horizon decreased as expected, and the log relation tracked the coherence gap.

 

Figures include system trajectories, surrogate comparison, mutual information, autocorrelation decay, and Δ distribution.

 

 

Contents:

 

Mini-paper (DOCX): abstract, introduction, methods, results, conclusion, figures.

 

Python code (double_pendulum_test.py): reproducible implementation.

 

Data (CSV + TXT): simulation outputs and numerical results.

 

Figures: trajectories, surrogates, mutual information, endurance horizon, Δ distribution.

 

README.md: summary and instructions.

 

 

Conclusion:

This worked example demonstrates that the Coherence Law holds in nonlinear chaotic dynamics when tested with robust statistical estimators. The package is fully reproducible and intended as a refe

rence for further applications across domains.
DOI: 10.5281/zenodo.17151960
title: Worked Example: Coherence Law in the Double Pendulum Chaotic Oscillator (v2, Kraskov MI)

description: This package provides a worked example of the **Coherence Law**:

log(E/E₀) ≈ k·Δ + b

 

applied to a canonical chaotic system, the double pendulum oscillator.This package provides a worked example of the Coherence Law

Methods:

 

Simulated a double pendulum under chaotic dynamics.

 

Constructed surrogate signals by randomizing Fourier phases while preserving amplitude spectrum.

 

Computed mutual information for true and surrogate series using the Kraskov k-nearest-neighbor estimator.

 

Defined the coherence gap as Δ = I_P – I_Q.

 

Measured the endurance horizon E as the lag at which autocorrelation decayed below threshold.

 

Compared log(E/E₀) with Δ.

 

Repeated surrogate analysis across an ensemble of 10 realizations.

 

 

Results:

 

Δ remained consistently positive across surrogate runs (mean Δ = 0.126, std = 0.018).

 

The endurance horizon decreased as expected, and the log relation tracked the coherence gap.

 

Figures include system trajectories, surrogate comparison, mutual information, autocorrelation decay, and Δ distribution.

 

 

Contents:

 

Mini-paper (DOCX): abstract, introduction, methods, results, conclusion, figures.

 

Python code (double_pendulum_test.py): reproducible implementation.

 

Data (CSV + TXT): simulation outputs and numerical results.

 

Figures: trajectories, surrogates, mutual information, endurance horizon, Δ distribution.

 

README.md: summary and instructions.

 

 

Conclusion:

This worked example demonstrates that the Coherence Law holds in nonlinear chaotic dynamics when tested with robust statistical estimators. The package is fully reproducible and intended as a refe

rence for further applications across domains.
DOI: 10.34740/kaggle/dsv/13097614
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.fpf978
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Haplochromis spekii)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014529-250914085247600/datasets/export for details.
DOI: 10.15468/dl.mda2qq
title: Occurrence Download

description: A dataset containing 1110 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "TaxonKey is Syzygium australe"
 ]
}

 The dataset includes 1110 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014532-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ww4fp5
title: Occurrence Download

description: A dataset containing 10069 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Procambarus clarkii, Procambarus virginalis, Procambarus acutus, Faxonius limosus, Pacifastacus leniusculus, Faxonius virilis, Faxonius immunis, Faxonius juvenilis, Faxonius rusticus, Pontastacus leptodactylus)",
 "Country is one of (Belgium)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2000"
 ]
}

 The dataset includes 10069 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014531-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ntnpfn
title: Occurrence Download

description: A dataset containing 457 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Spain",
 "TaxonKey is Abies pinsapo"
 ]
}

 The dataset includes 457 records from 60 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014535-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4j5m96
title: Occurrence Download

description: A dataset containing 26787 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Ostrinia nubilalis"
 ]
}

 The dataset includes 26787 records from 406 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014533-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9ejt38
title: Occurrence Download

description: A dataset containing 531 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Salvia officinalis",
 "Country is Austria",
 "HasCoordinate is true"
 ]
}

 The dataset includes 531 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014536-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bcnnu9
title: Occurrence Download

description: A dataset containing 250 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Salvia officinalis",
 "Country is Belgium",
 "HasCoordinate is true"
 ]
}

 The dataset includes 250 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014537-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rf2kyr
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Anguilla anguilla (Linnaeus, 1758)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((35.2919 -25.0813,35.4247 -24.9401,28.1382 -24.9401,28.1382 -33.4828,28.196 -33.4487,30.377 -31.6356,31.6769 -29.761,32.8025 -28.8229,33.358 -27.1012,33.4492 -25.7792,35.2919 -25.0813))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052941-250525065834625/datasets/export for details.
DOI: 10.15468/dl.ba5n5f
title: Occurrence Download

description: A dataset containing 158 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Costa Rica",
 "TaxonKey is Cynometra retusa Britton & Rose"
 ]
}

 The dataset includes 158 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052945-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xtcxtt
title: Occurrence Download

description: A dataset containing 161 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, El Salvador, Cuba, Haiti, Jamaica, Honduras, Panama)",
 "OccurrenceStatus is Present",
 "TaxonKey is Buxus microphylla Siebold & Zucc.",
 "Year 1900-2025"
 ]
}

 The dataset includes 161 records from 52 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052944-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.crhnj7
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Anguilla anguilla (Linnaeus, 1758)",
 "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 ((37.1 -47.075,37.1382 -47.1134,37.1382 -46.9324,37.1 -47.075))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052947-250525065834625/datasets/export for details.
DOI: 10.15468/dl.5bmdba
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Marsilea apposita Launert",
 "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 ((32.064 -28.9416,32.4847 -28.5786,30.5701 -28.5786,30.5701 -30.7329,30.6252 -30.6659,31.4179 -29.4257,31.8178 -29.0299,32.064 -28.9416))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052946-250525065834625/datasets/export for details.
DOI: 10.15468/dl.vuk5bb
title: Occurrence Download

description: A dataset containing 3172 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Material sample)"
 ]
 }
 },
 "TaxonKey is Ardeola idae (Hartlaub, 1860)",
 "Continent is one of (Africa)",
 "Year is greater than or equal to 1900"
 ]
}

 The dataset includes 3172 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052948-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15686281
title: ALISHER NAVOIY IJODIDA ANIQ FANLARGA MUNOSABAT
DOI: 10.5281/zenodo.15686282
title: ALISHER NAVOIY IJODIDA ANIQ FANLARGA MUNOSABAT
DOI: 10.15468/dl.3r9hwv
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Anguilla anguilla (Linnaeus, 1758)",
 "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 ((28.1382 -15.9401,19.1382 -15.9401,19.1382 -24.9401,28.1382 -24.9401,28.1382 -15.9401))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052951-250525065834625/datasets/export for details.
DOI: 10.15468/dl.axb3rf
title: Occurrence Download

description: A dataset containing 1333 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, El Salvador, Cuba, Haiti, Jamaica, Honduras, Panama)",
 "OccurrenceStatus is Present",
 "TaxonKey is Agrostemma githago L.",
 "Year 1900-2025"
 ]
}

 The dataset includes 1333 records from 154 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052949-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.