cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/mprffr8d74.2
title: Integrating InSAR-derived deformation into coupled RUSLE-TLSD modelling reshapes erosion-deposition and sediment export patterns in dryland watersheds

description: This dataset provides model outputs, summary tables, and reproducible scripts supporting an evaluation of baseline RUSLE (LS) versus deformation-aware LS′ derived from PSInSAR, and the downstream implications for routed sediment redistribution using TLSD in two dryland watersheds (Yarkon–Ayalon and HaBsor). Outputs are provided for (i) gross detachment estimates from RUSLE and (ii) routed net erosion/deposition and sediment export derived from TLSD, enabling scenario comparison between DEM-based LS and PSInSAR-conditioned LS′.
Included materials comprise: (1) geospatial rasters (GeoTIFF) at the analysis resolution used in the study (e.g., LS and LS′ surfaces, gross erosion rate, TLSD deposition and net balance, sediment export and SDR outputs), (2) PSInSAR spatial-support masks and associated summaries used to document where LS′ reverts to LS outside PS-supported areas, (3) block-aggregated land-use statistics based on non-overlapping 10×10 pixel blocks (modal land-use class; ≥70% valid coverage) and non-parametric comparisons (Kruskal–Wallis with ε²; Mann–Whitney with Holm correction; Cliff’s δ), and (4) Python scripts (rasterio + matplotlib) used to generate the main-paper and supplementary figures and tables.
All p-values are reported descriptively given spatial dependence; effect sizes are provided to support interpretation. PSInSAR deformation is used to condition LS′ and does not directly measure erosion. Where third-party input datasets cannot be redistributed, the repository includes derived products and scripts/instructions to reproduce results from the original sources.
DOI: 10.17632/7j7z84fsyd
title: Combustion Limits and Flame Stabilization of Low-Concentration Methanol in a Graded-Porosity Porous Media Burner

description: Regarding the data, tables and images of the manuscript
DOI: 10.15468/dl.cuqk53
title: Occurrence Download

description: A dataset containing 39703 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Apamea anceps"
 ]
}

 The dataset includes 39703 records from 170 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020752-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bzujxa
title: Occurrence Download

description: A dataset containing 46 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lissachatina fulica",
 "Country is Vanuatu",
 "HasCoordinate is true"
 ]
}

 The dataset includes 46 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053505-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16472256
title: Modular Coupling Lagrangian in Symbolic Field Dynamics

description: This paper presents a symbolic modular field theory (SMFT) in which interaction strengths are not fixed constants, but emergent quantities derived from ratios of modular resonance frequencies. We introduce a symbolic Lagrangian embedding the ratio gab=ωa/ωbg_{ab} = \omega_a / \omega_bgab=ωa/ωb, simulate symbolic field evolution, and demonstrate how coupling drift, identity stabilization, and symbolic collapse emerge from the modular structure itself.

The system is explored under multiple conditions:





Frequency drift (modular decoherence)




Collapse triggers (symbolic breakdown)




Resonance-locking potentials (e.g., [[K]], ϕ\phiϕ)



We also define a dual-layer model, linking symbolic dynamics to physical observables:





Entropy S(t)\mathcal{S}(t)S(t)




Resonance Coherence F(t)\mathcal{F}(t)F(t)




Modular Curvature K(t)\mathcal{K}(t)K(t)



These simulations were generated using a symbolic modular engine, included in this upload. The Appendix formally defines the symbolic stabilizer constant [[K]] and provides full details on the symbolic update dynamics and observables.
DOI: 10.5281/zenodo.16472257
title: Modular Coupling Lagrangian in Symbolic Field Dynamics

description: This paper presents a symbolic modular field theory (SMFT) in which interaction strengths are not fixed constants, but emergent quantities derived from ratios of modular resonance frequencies. We introduce a symbolic Lagrangian embedding the ratio gab=ωa/ωbg_{ab} = \omega_a / \omega_bgab=ωa/ωb, simulate symbolic field evolution, and demonstrate how coupling drift, identity stabilization, and symbolic collapse emerge from the modular structure itself.

The system is explored under multiple conditions:





Frequency drift (modular decoherence)




Collapse triggers (symbolic breakdown)




Resonance-locking potentials (e.g., [[K]], ϕ\phiϕ)



We also define a dual-layer model, linking symbolic dynamics to physical observables:





Entropy S(t)\mathcal{S}(t)S(t)




Resonance Coherence F(t)\mathcal{F}(t)F(t)




Modular Curvature K(t)\mathcal{K}(t)K(t)



These simulations were generated using a symbolic modular engine, included in this upload. The Appendix formally defines the symbolic stabilizer constant [[K]] and provides full details on the symbolic update dynamics and observables.
DOI: 10.15468/dl.stcakj
title: Occurrence Download

description: A dataset containing 353 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lissachatina fulica",
 "Country is Viet Nam",
 "HasCoordinate is true"
 ]
}

 The dataset includes 353 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053507-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gjsfz4
title: Occurrence Download

description: A dataset containing 101 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lissachatina fulica",
 "Country is Venezuela (Bolivarian Republic of)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 101 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053506-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vfypyc
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Xanthium spinosum",
 "Country is Jordan",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053508-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j8cswt
title: Occurrence Download

description: A dataset containing 37 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Xanthium spinosum",
 "Country is Lesotho",
 "HasCoordinate is true"
 ]
}

 The dataset includes 37 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053509-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2v3pr9
title: Occurrence Download

description: A dataset containing 23654 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Encalypta streptocarpa"
 ]
}

 The dataset includes 23654 records from 324 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053510-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tc57v4
title: Occurrence Download

description: A dataset containing 36 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Oenothera biennis",
 "Country is Australia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 36 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053512-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mjq7bq
title: Occurrence Download

description: A dataset containing 1366 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cruciata pedemontana",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1366 records from 65 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053514-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ujjp5m
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Oenothera biennis",
 "Country is Albania",
 "HasCoordinate is true"
 ]
}

 The dataset includes 9 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053511-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d6c6r4
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Thunbergia grandiflora",
 "Country is Barbados",
 "HasCoordinate is true"
 ]
}

 The dataset includes 6 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053515-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3zk5gt
title: Occurrence Download

description: A dataset containing 134 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Thunbergia grandiflora",
 "Country is Colombia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 134 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053516-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cg2q7x
title: Occurrence Download

description: A dataset containing 603939 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is one of (Canada, Mexico, United States of America)",
 "EventDate is greater than or equal to 2025-05-31",
 "EventDate is less than or equal to 2025-06-30",
 {
 "not" : {
 "Issue" : [
 "is one of (Basis of record invalid, Coordinate reprojection failed, Coordinate reprojection suspicious, Coordinate precision invalid, Coordinate uncertainty meters invalid, Country mismatch, Country invalid, Geodetic datum invalid, Presumed swapped coordinate, Presumed negated longitude, Presumed negated latitude, Country coordinate mismatch)"
 ]
 }
 }
 ]
}

 The dataset includes 603939 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053487-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f6h6se
title: Occurrence Download

description: A dataset containing 20717009 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cyanocitta cristata)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 20717009 records from 90 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053475-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s78fra
title: Occurrence Download

description: A dataset containing 668 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Oenothera biennis",
 "Country is Austria",
 "HasCoordinate is true"
 ]
}

 The dataset includes 668 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053513-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y444zb
title: Occurrence Download

description: A dataset containing 392 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Thunbergia grandiflora",
 "Country is Costa Rica",
 "HasCoordinate is true"
 ]
}

 The dataset includes 392 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053518-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xch5fg
title: Occurrence Download

description: A dataset containing 2981 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Galium odoratum",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2981 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053520-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fv9kzq
title: Occurrence Download

description: A dataset containing 205 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Oenothera biennis",
 "Country is China",
 "HasCoordinate is true"
 ]
}

 The dataset includes 205 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053523-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q77gxh
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Oenothera biennis",
 "Country is Bulgaria",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053522-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4zxpej
title: Occurrence Download

description: A dataset containing 5046 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Oenothera biennis",
 "Country is Belgium",
 "HasCoordinate is true"
 ]
}

 The dataset includes 5046 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053521-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vadm5j
title: Occurrence Download

description: A dataset containing 3008 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Oceania",
 "Country is Australia",
 "Geometry POLYGON((148.41145 -21.23882,149.25794 -21.23882,149.25794 -21.01332,148.41145 -21.01332,148.41145 -21.23882))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Fungi"
 ]
}

 The dataset includes 3008 records from 41 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053525-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5065/a5mp-s228
title: ICARUS Chamber Experiment: UCR-CECERT-APL-Cocker Group_20141130_M-XYLENE/H2O2/NO_Hydroxyl radical_No Seed_EPA2003A - Sara

description: Goals: Photooxidation of m-xylene with batched NO injection under black lights.Summary: Target: 80ppb m-xylene + 1 ppm H2O2 + 20 ppb NO INSTRUMENTS: SMPS, GC1, AMS, APM, SYFTOrganization: UCR-CECERT-APL-Cocker Group Lab Affiliation: University of California, Riverside, CE-CERT Chamber: EPA chamberExperiment Category: Photolysis, any phase, Aerosol formation, Aerosol aging Oxidant: Hydroxyl radical Reactants: m-xylene, H2O2, NO Reaction Type: Photooxidation Relative Humidity: 0.01 Temperature: 28 Pressure: 0.015'' H2O
DOI: 10.15468/dl.44xspz
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Thunbergia grandiflora",
 "Country is Dominica",
 "HasCoordinate is true"
 ]
}

 The dataset includes 9 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053526-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5065/aapa-6813
title: ICARUS Chamber Experiment: Nguyen Group_20190926_ALPHA-PINENE/OZONE/10102-44-0/hydrogen peroxide_Nitrate radical_Ammonium sulfate

description: Goals: To quantify the nitrooxy-hydroperoxide yield and the SOA yield from nighttime RO2+HO2-dominated NO3-initiated chemistry of a-pinene by adding H2O2 + ozone + NO2 to the chamber. Part of a series of varying initial reactant concentrations slightly to target different chemical pathways. This one targeted high initial RO2 by adding more pinene than others.Summary: H2O2, NO2, and O3 were injected in the chamber and allowed to equilibrate, forming NO3 (and some N2O5) and probably HO2. Ammonium sulfate seed particles were injected. Then a-pinene was injected and decayed by simultaneous reaction with ozone and NO3. Gas phase was monitored by CF3O- CIMS and particle formation by SMPS.Organization: Nguyen Group Lab Affiliation: UC Davis Chamber: Tran's big bag of airExperiment Category: Gas phase chemical reaction, Aerosol formation Oxidant: Nitrate radical Reactants: ALPHA-PINENE, OZONE, 10102-44-0, hydrogen peroxide Reaction Type: Dark oxidation Relative Humidity: 5 Temperature: 22 Seed Name: Ammonium sulfate Pressure: 755 Torr
DOI: 10.15468/dl.945jy2
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Paederia cruddasiana",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 24 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053528-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5k9657
title: Occurrence Download

description: A dataset containing 21491 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ecuador",
 "OccurrenceStatus is Present",
 "TaxonKey is Pyrrhomyias cinnamomeus"
 ]
}

 The dataset includes 21491 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053527-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6am37f
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Thunbergia grandiflora",
 "Country is Micronesia (Federated States of)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053529-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5065/f88x-b930
title: ICARUS Chamber Experiment: UCR-CECERT-APL-Cocker Group_20141203_benzyl alcohol/Surrogate/NOx/H2O2_Hydroxyl radical_No Seed_EPA2006A - Candice&Sara

description: Goals: Benzyl alcohol with NOx, OH and surrogate experiments with black light.Summary: Target: 1ppmC surrogate, 25ppb NOx, 1ppm H2O2, 80ppb benzyl alcohol (A only) INSTRUMENTS: SMPS, GC1, AMS, APM, SYFTOrganization: UCR-CECERT-APL-Cocker Group Lab Affiliation: University of California, Riverside, CE-CERT Chamber: EPA chamberExperiment Category: Photolysis, any phase, Aerosol formation, Aerosol aging Oxidant: Hydroxyl radical Reactants: benzyl alcohol, Surrogate, NOx, H2O2 Reaction Type: Photooxidation Relative Humidity: 0.01 Temperature: 28 Pressure: 0.015'' H2O
DOI: 10.15468/dl.bq5tyq
title: Occurrence Download

description: A dataset containing 226 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Oenothera biennis",
 "Country is Czechia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 226 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053532-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ubkzrw
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Gabon",
 "TaxonKey is one of (Plantae, Rhizophora mangle racemosa)",
 "VerbatimScientificName is rhizophora racemosa"
 ]
}

 The dataset includes 3 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053531-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9gt6fa
title: Occurrence Download

description: A dataset containing 867052 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cygnus buccinator)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 867052 records from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053495-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3zz585
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053530-250717081556266/datasets/export for details.
DOI: 10.15468/dl.a2pgjn
title: Occurrence Download

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

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053534-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.agdwzm
title: Occurrence Download

description: A dataset containing 688 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Oenothera biennis",
 "Country is Denmark",
 "HasCoordinate is true"
 ]
}

 The dataset includes 688 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053533-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.