cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17391381
title: Simulation Code and Results for "The Meaningful Change Index: A Scale-Free Measure of Distributional Fragility in Two-Sample Comparisons"

description: This repository contains reproducible simulation code and results for the manuscript "The Meaningful Change Index: A Scale-Free Measure of Distributional Fragility in Two-Sample Comparisons" by Thomas F. Heston.

Contents:



R simulation script (meci_simulations.R) implementing Monte Carlo evaluation of the Meaningful Change Index (MeCI) across normal, lognormal, and Student's t₃ distributions

Complete simulation results in CSV and RDS formats

LaTeX tables for manuscript inclusion

Session information for full reproducibility


Key Features:



96 simulation conditions covering balanced/unbalanced designs, equal/unequal variances, and null/non-null effects

1,000 replications per condition with bootstrap percentile confidence intervals (B=200)

Fixed RNG seed (L'Ecuyer-CMRG, seed=20251019) ensuring exact reproducibility

Performance metrics: bias, RMSE, coverage rates, and mean absolute error


MeCI quantifies the fragility of two-sample comparisons with continuous outcomes by measuring the distance from an SD-weighted crossover point to the nearest sample mean, standardized by pooled variability. This metric extends fragility index concepts from binary to continuous endpoints.

License: CC-BY-4.0 (freely reusable for research and machine learning training)
DOI: 10.15468/dl.4gv6uv
title: Occurrence Download

description: A dataset containing 625 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Insecta)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((52.5 67.5,60 67.5,60 75,52.5 75,52.5 67.5))"
 ]
}

 The dataset includes 625 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039345-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g8v87u
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Amphibia)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((67.5 67.5,75 67.5,75 75,67.5 75,67.5 67.5))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039344-251009101135966/datasets/export for details.
DOI: 10.15468/dl.9kn8ak
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Insecta)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((-97.5 -75,-90 -75,-90 -67.5,-97.5 -67.5,-97.5 -75))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039346-251009101135966/datasets/export for details.
DOI: 10.15468/dl.5pykxc
title: Occurrence Download

description: A dataset containing 43657 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Pimephales promelas)"
 ]
}

 The dataset includes 43657 records from 113 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039343-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57902/d7b593
title: Electro-Optical and Infrared Aerial Dataset covering Road Networks & Environment in Nome,Alaska-Site5, Sept. 2022.

description: Remote sensing enables the rapid, accurate, and non-destructive collection of geospatial data, facilitating access to remote and environmentally sensitive regions in near real-time. This dataset comprises electro-optical (EO) and infrared (IR) aerial imagery of road networks and surrounding infrastructure in remote areas outside Nome, Alaska. The data was collected during an autumn 2022 survey, coinciding with the aftermath of Typhoon Merbok. Some of the captured imagery documents storm-induced damage before initial repairs were carried out, providing critical information for infrastructure assessment and disaster impact analysis. This high-resolution dataset contributes to ongoing research on permafrost thaw-related subsidence, cold-region infrastructure resilience, and geospatial analysis in Arctic environments. Additionally, it serves as a valuable reference for object classification and remote sensing applications in permafrost-affected landscapes. The dataset supports interdisciplinary studies in cold-region geoscience, environmental monitoring, and predictive modeling of climate-induced landscape changes.
DOI: 10.15468/dl.9ewet7
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Amphibia)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((-60 -75,-52.5 -75,-52.5 -67.5,-60 -67.5,-60 -75))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039347-251009101135966/datasets/export for details.
DOI: 10.15468/dl.ark4wj
title: Occurrence Download

description: A dataset containing 477 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Insecta)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((60 67.5,67.5 67.5,67.5 75,60 75,60 67.5))"
 ]
}

 The dataset includes 477 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039348-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7734gz
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Amphibia)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((75 67.5,82.5 67.5,82.5 75,75 75,75 67.5))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039349-251009101135966/datasets/export for details.
DOI: 10.15468/dl.crykbc
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Amphibia)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((-67.5 -75,-60 -75,-60 -67.5,-67.5 -67.5,-67.5 -75))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039350-251009101135966/datasets/export for details.
DOI: 10.15468/dl.5vgj9r
title: Occurrence Download

description: A dataset containing 180 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Insecta)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((67.5 67.5,75 67.5,75 75,67.5 75,67.5 67.5))"
 ]
}

 The dataset includes 180 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039352-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rc442d
title: Occurrence Download

description: A dataset containing 1376 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Anthanassa ptolyca amator",
 "Year 1965-2015"
 ]
}

 The dataset includes 1376 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039353-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qdeqts
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Insecta)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((-105 -75,-97.5 -75,-97.5 -67.5,-105 -67.5,-105 -75))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039354-251009101135966/datasets/export for details.
DOI: 10.15468/dl.f37ype
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Insecta)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((-112.5 -75,-105 -75,-105 -67.5,-112.5 -67.5,-112.5 -75))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039355-251009101135966/datasets/export for details.
DOI: 10.15468/dl.srt3kd
title: Occurrence Download

description: A dataset containing 1108805 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Belgium, Germany, Netherlands)",
 "TaxonKey is one of (Ondatra zibethicus, Myocastor coypus)",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 1108805 records from 78 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039313-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/13437533
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.48366/r1557421
title: Comparative Analysis of Concept Drift-Aware Cybersecurity Approaches

description: This work compares researches focusing on concept drift in cybersecurity
DOI: 10.15468/dl.73jzf8
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Amphibia)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((82.5 67.5,90 67.5,90 75,82.5 75,82.5 67.5))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039356-251009101135966/datasets/export for details.
DOI: 10.15468/dl.rh8tpj
title: Occurrence Download

description: A dataset containing 28 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-89.69666 -39.58488,-54.30334 -39.58488,-54.30334 -25.41512,-89.69666 -25.41512,-89.69666 -39.58488))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Miersia cornuta"
 ]
}

 The dataset includes 28 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039358-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k5d28q
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Amphibia)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((-75 -75,-67.5 -75,-67.5 -67.5,-75 -67.5,-75 -75))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039357-251009101135966/datasets/export for details.
DOI: 10.15468/dl.5h9z8d
title: Occurrence Download

description: A dataset containing 2706 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is CAN.11_1",
 "TaxonKey is Phragmites australis"
 ]
}

 The dataset includes 2706 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039359-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5etz9r
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Amphibia)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((90 67.5,97.5 67.5,97.5 75,90 75,90 67.5))"
 ]
}

 The dataset includes 9 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039361-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wx3tmc
title: Occurrence Download

description: A dataset containing 138 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Insecta)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((75 67.5,82.5 67.5,82.5 75,75 75,75 67.5))"
 ]
}

 The dataset includes 138 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039362-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xj5asv
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Insecta)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((-120 -75,-112.5 -75,-112.5 -67.5,-120 -67.5,-120 -75))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039363-251009101135966/datasets/export for details.
DOI: 10.15468/dl.jm339a
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Amphibia)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((-82.5 -75,-75 -75,-75 -67.5,-82.5 -67.5,-82.5 -75))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039364-251009101135966/datasets/export for details.
DOI: 10.15468/dl.v45eta
title: Occurrence Download

description: A dataset containing 166 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Insecta)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((82.5 67.5,90 67.5,90 75,82.5 75,82.5 67.5))"
 ]
}

 The dataset includes 166 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039365-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mpg9um
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Amphibia)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((-90 -75,-82.5 -75,-82.5 -67.5,-90 -67.5,-90 -75))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039367-251009101135966/datasets/export for details.
DOI: 10.15468/dl.mdktxs
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Amphibia)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((97.5 67.5,105 67.5,105 75,97.5 75,97.5 67.5))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039366-251009101135966/datasets/export for details.
DOI: 10.15468/dl.bpd935
title: Occurrence Download

description: A dataset containing 296 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Insecta)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((90 67.5,97.5 67.5,97.5 75,90 75,90 67.5))"
 ]
}

 The dataset includes 296 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039368-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p3jjsb
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Insecta)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((-127.5 -75,-120 -75,-120 -67.5,-127.5 -67.5,-127.5 -75))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039369-251009101135966/datasets/export for details.
DOI: 10.15468/dl.jajzkw
title: Occurrence Download

description: A dataset containing 7652 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Spodoptera frugiperda",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2000",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 7652 records from 48 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039370-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.thcgeu
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Insecta)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((-135 -75,-127.5 -75,-127.5 -67.5,-135 -67.5,-135 -75))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039372-251009101135966/datasets/export for details.
DOI: 10.15468/dl.mwjhkd
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Amphibia)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((-97.5 -75,-90 -75,-90 -67.5,-97.5 -67.5,-97.5 -75))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039373-251009101135966/datasets/export for details.
DOI: 10.15468/dl.sv8455
title: Occurrence Download

description: A dataset containing 401 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Philippines",
 "TaxonKey is Eretmochelys imbricata"
 ]
}

 The dataset includes 401 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039371-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17393547
title: 656-lady-of-code : covers : C
DOI: 10.5281/zenodo.17393546
title: 656-lady-of-code : covers : C
DOI: 10.15468/dl.5trf38
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Amphibia)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((105 67.5,112.5 67.5,112.5 75,105 75,105 67.5))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039374-251009101135966/datasets/export for details.
DOI: 10.15468/dl.ycfesa
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Amphibia)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((112.5 67.5,120 67.5,120 75,112.5 75,112.5 67.5))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039375-251009101135966/datasets/export for details.