cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17032495
title: Telecom churn – reproducibility package (code, calibrated scores, models, figures)

description: This deposit contains code and artifacts for a fully reproducible churn-prediction workflow on IBM’s Telco Customer Churn dataset. The pipeline emphasizes class-imbalance aware model selection (PR-AUC with class weights), probability calibration (isotonic; reported via Brier score and reliability curves), and transparent explainability (global SHAP + local LIME). Calibrated probabilities are mapped to operational risk tiers (Low <0.35, Medium 0.35–0.59, High ≥0.60) to support budgeted retention actions.

Contents: (i) training/evaluation scripts, (ii) a calibrated model artifact and evaluation figures (PR/ROC, gains, calibration), (iii) LIME figures and selection logs under a deterministic Plan-A protocol (Top-risk / Median-of-tier / Near-threshold per tier), (iv) audit reports and a Zenodo-ready README. Random seed is fixed to 42 for repeatability.

Data availability: we do not redistribute the raw IBM/Kaggle CSV. Users should download WA_Fn-UseC_-Telco-Customer-Churn.csv from the original source and place it in the project root as documented in the README.
DOI: 10.15468/dl.7qbq66
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Fossil",
 "Issue is Geodetic datum assumed WGS84",
 "Preparations ~*pollen*",
 {
 "or" : [
 "Country is China",
 "Continent is Asia"
 ]
 }
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017481-250827131500795/datasets/export for details.
DOI: 10.15468/dl.v9vt2x
title: Occurrence Download

description: A dataset containing 12532 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Entolasia marginata"
 ]
}

 The dataset includes 12532 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017480-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8zcyzj
title: Occurrence Download

description: A dataset containing 79414 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-119.86129 -29.83452,-3.13871 -29.83452,-3.13871 16.83452,-119.86129 16.83452,-119.86129 -29.83452))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Melanerpes cruentatus"
 ]
}

 The dataset includes 79414 records from 132 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017438-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mryjma
title: Occurrence Download

description: A dataset containing 322 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Issue is one of (Coordinate rounded, Geodetic datum invalid, Geodetic datum assumed WGS84, Coordinate reprojected, Coordinate reprojection failed, Coordinate reprojection suspicious, Coordinate accuracy invalid, Coordinate precision/uncertainty mismatch, Footprint SRS invalid, Footprint WKT invalid, Country mismatch, Country invalid, Country derived from coordinates, Continent coordinate mismatch, Continent country mismatch, Continent invalid, Continent derived from country, Continent derived from coordinates, Presumed swapped coordinate, Presumed negated longitude, Presumed negated latitude, Recorded date unlikely, Taxon match aggregate, The scientific name ID was not used in backbone matching, The taxon concept ID was not used in backbone matching, The taxon ID was not used in backbone matching, The scientific name ID was not found in the checklist, The taxon concept ID was not found in the checklist, The taxon ID was not found in the checklist, The scientific name differs on the record from that found in the checklist, Taxon match none, The backbone match found using the taxon IDs differs from what would be found if using the scientific names, Depth not metric, Depth unlikely, Depth min max swapped, Depth non numeric, Elevation unlikely, Elevation min max swapped, Elevation not metric, Elevation non numeric, Modified date invalid, Modified date unlikely, Identified date unlikely, Identified date invalid, Basis of record invalid, Type status invalid, Multimedia date invalid, Multimedia URI invalid, References URI invalid, Error during interpretation, Individual count invalid, Individual count conflicts with occurrence status, Occurrence status unparsable, Occurrence status inferred from individual count, Occurrence status inferred from basis of record, Georeferenced date unlikely, Georeferenced date invalid, Ambiguous institution, Ambiguous collection, Institution match none, Collection match none, Institution match fuzzy, Collection match fuzzy, Institution collection mismatch, Possibly on loan, Different owner institution)",
 "OccurrenceStatus is Present",
 "TaxonKey is Symposiachrus sacerdotum"
 ]
}

 The dataset includes 322 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017482-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a65du4
title: Occurrence Download

description: A dataset containing 4431 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rubus praecox"
 ]
}

 The dataset includes 4431 records from 128 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017483-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sysbah
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Hemibrycon palomae)",
 "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 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017484-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wc2dz6
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "OccurrenceStatus is Present",
 "TaxonKey is Matelea adenocardia"
 ]
}

 The dataset includes 7 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017485-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hp4t5j
title: Occurrence Download

description: A dataset containing 72 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Florestina tripteris",
 "Country is Australia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 72 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017486-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wmnb2g
title: Occurrence Download

description: A dataset containing 795 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tournefortia fuliginosa"
 ]
}

 The dataset includes 795 records from 79 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017488-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2266ft
title: Occurrence Download

description: A dataset containing 503 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pelodiscus maackii"
 ]
}

 The dataset includes 503 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017491-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cn5d77
title: Occurrence Download

description: A dataset containing 2016 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is New Zealand",
 "Geometry POLYGON((-180 -90,180 -90,180 90,-180 90,-180 -90))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Solanum mauritianum"
 ]
}

 The dataset includes 2016 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017493-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kfsvg7
title: Occurrence Download

description: A dataset containing 12590 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Issue is one of (Coordinate rounded, Geodetic datum invalid, Geodetic datum assumed WGS84, Coordinate reprojected, Coordinate reprojection failed, Coordinate reprojection suspicious, Coordinate accuracy invalid, Coordinate precision/uncertainty mismatch, Footprint SRS invalid, Footprint WKT invalid, Country mismatch, Country invalid, Country derived from coordinates, Continent coordinate mismatch, Continent country mismatch, Continent invalid, Continent derived from country, Continent derived from coordinates, Presumed swapped coordinate, Presumed negated longitude, Presumed negated latitude, Recorded date unlikely, Taxon match aggregate, The scientific name ID was not used in backbone matching, The taxon concept ID was not used in backbone matching, The taxon ID was not used in backbone matching, The scientific name ID was not found in the checklist, The taxon concept ID was not found in the checklist, The taxon ID was not found in the checklist, The scientific name differs on the record from that found in the checklist, Taxon match none, The backbone match found using the taxon IDs differs from what would be found if using the scientific names, Depth not metric, Depth unlikely, Depth min max swapped, Depth non numeric, Elevation unlikely, Elevation min max swapped, Elevation not metric, Elevation non numeric, Modified date invalid, Modified date unlikely, Identified date unlikely, Identified date invalid, Basis of record invalid, Type status invalid, Multimedia date invalid, Multimedia URI invalid, References URI invalid, Error during interpretation, Individual count invalid, Individual count conflicts with occurrence status, Occurrence status unparsable, Occurrence status inferred from individual count, Occurrence status inferred from basis of record, Georeferenced date unlikely, Georeferenced date invalid, Ambiguous institution, Ambiguous collection, Institution match none, Collection match none, Institution match fuzzy, Collection match fuzzy, Institution collection mismatch, Possibly on loan, Different owner institution)",
 "OccurrenceStatus is Present",
 "TaxonKey is Fulvetta formosana"
 ]
}

 The dataset includes 12590 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017494-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5u6gwx
title: Occurrence Download

description: A dataset containing 42 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Ophisternon infernale"
 ]
}

 The dataset includes 42 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017495-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v6nnyy
title: Occurrence Download

description: A dataset containing 3986 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Acanthopagrus butcheri)",
 "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 3986 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017496-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c2su3z
title: Occurrence Download

description: A dataset containing 55 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "GadmGid is CHN.28_1",
 "TaxonKey is Gymnocarpos przewalskii"
 ]
}

 The dataset includes 55 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017497-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yguzkv
title: Occurrence Download

description: A dataset containing 158 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Racinaea tetrantha caribaea"
 ]
}

 The dataset includes 158 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017499-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v3v2j2
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Gaillardia aristata",
 "Country is Australia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017498-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17023680
title: [Datasets] The Dependence of Moist Vortex Intensification on Convection-Induced Moisture Distribution and Low-level Inflow: Insights for Tropical Cyclone Seed Genesis

description: This repository contains code and datasets to reproduce the figures from the paper:

"The Dependence of Moist Vortex Intensification on Convection-Induced Moisture Distribution and Low-level Inflow: Insights for Tropical Cyclone Seed Genesis"
DOI: 10.15468/dl.gc6hcu
title: Occurrence Download

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

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017500-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ekne8f
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Gaillardia aristata",
 "Country is Brazil",
 "HasCoordinate is true"
 ]
}

 The dataset includes 15 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017501-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hkkzey
title: Occurrence Download

description: A dataset containing 166 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Material citation, Specimen)",
 "Continent is one of (North America, South America)",
 "Country is Mexico",
 "Geometry POLYGON((-117.33569 16.02232,-86.4221 16.02232,-86.4221 32.46252,-104.99339 31.34518,-117.33569 32.46252,-117.33569 16.02232))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Issue is one of (Coordinate rounded, Geodetic datum assumed WGS84, Coordinate reprojected)",
 "OccurrenceStatus is Present",
 "TaxonKey is Phocoena sinus"
 ]
}

 The dataset includes 166 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017503-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8zuxum
title: Occurrence Download

description: A dataset containing 117196 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Lauraceae"
 ]
}

 The dataset includes 117196 records from 123 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017455-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.esuwr7
title: Occurrence Download

description: A dataset containing 170 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "GadmGid is CHN.28_1",
 "TaxonKey is Equisetum ramosissimum"
 ]
}

 The dataset includes 170 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017502-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mvtnkr
title: Occurrence Download

description: A dataset containing 73 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Issue is one of (Coordinate rounded, Geodetic datum invalid, Geodetic datum assumed WGS84, Coordinate reprojected, Coordinate reprojection failed, Coordinate reprojection suspicious, Coordinate accuracy invalid, Coordinate precision/uncertainty mismatch, Footprint SRS invalid, Footprint WKT invalid, Country mismatch, Country invalid, Country derived from coordinates, Continent coordinate mismatch, Continent country mismatch, Continent invalid, Continent derived from country, Continent derived from coordinates, Presumed swapped coordinate, Presumed negated longitude, Presumed negated latitude, Recorded date unlikely, Taxon match aggregate, The scientific name ID was not used in backbone matching, The taxon concept ID was not used in backbone matching, The taxon ID was not used in backbone matching, The scientific name ID was not found in the checklist, The taxon concept ID was not found in the checklist, The taxon ID was not found in the checklist, The scientific name differs on the record from that found in the checklist, Taxon match none, The backbone match found using the taxon IDs differs from what would be found if using the scientific names, Depth not metric, Depth unlikely, Depth min max swapped, Depth non numeric, Elevation unlikely, Elevation min max swapped, Elevation not metric, Elevation non numeric, Modified date invalid, Modified date unlikely, Identified date unlikely, Identified date invalid, Basis of record invalid, Type status invalid, Multimedia date invalid, Multimedia URI invalid, References URI invalid, Error during interpretation, Individual count invalid, Individual count conflicts with occurrence status, Occurrence status unparsable, Occurrence status inferred from individual count, Occurrence status inferred from basis of record, Georeferenced date unlikely, Georeferenced date invalid, Ambiguous institution, Ambiguous collection, Institution match none, Collection match none, Institution match fuzzy, Collection match fuzzy, Institution collection mismatch, Possibly on loan, Different owner institution)",
 "OccurrenceStatus is Present",
 "TaxonKey is Pternistis swierstrai"
 ]
}

 The dataset includes 73 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017505-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dr37gt
title: Occurrence Download

description: A dataset containing 105 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "GadmGid is CHN.28_1",
 "TaxonKey is Calamagrostis pseudophragmites"
 ]
}

 The dataset includes 105 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017504-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.12696457
title: data_latent_class_early_late_neonatal_mortality

description: Data obtained from the State Data Analysis System Foundation (Fundação SEADE). A deterministic linkage process was applied to link live births and neonatal deaths (<28 days). Data used for latent class article.
DOI: 10.5281/zenodo.12696458
title: data_latent_class_early_late_neonatal_mortality

description: Data obtained from the State Data Analysis System Foundation (Fundação SEADE). A deterministic linkage process was applied to link live births and neonatal deaths (<28 days). Data used for latent class article.
DOI: 10.15468/dl.fj8kh2
title: Occurrence Download

description: A dataset containing 136 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Etheostoma pseudovulatum)",
 "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 136 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017506-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tegzny
title: Occurrence Download

description: A dataset containing 33 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "GadmGid is CHN.28_1",
 "TaxonKey is Ephedra glauca"
 ]
}

 The dataset includes 33 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017507-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4b7skg
title: Occurrence Download

description: A dataset containing 108093 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Deschampsia cespitosa cespitosa"
 ]
}

 The dataset includes 108093 records from 733 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017440-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a7c33f
title: Occurrence Download

description: A dataset containing 566 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Barnadesia caryophylla"
 ]
}

 The dataset includes 566 records from 71 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017508-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.