cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15284154
title: Potentiodynamic polarisation curves and pitting descriptors of 316L stainless steel in NaCl electrolyte

description: This deposit contains all data and code supporting the analysis in:

 

Identifying stable pitting pathways in 316L stainless steel via fractal-inspired PCA-based clustering

Coelho L.B., Amand T., Torres D., Olivier M., Ustarroz J. (accepted 21 April 2025, npj Materials Degradation)

 

Included files

 

calculated_epit_data.csv – the ML-estimated critical pitting potentials (Epit)

 

calculated_logipit_data.csv – the ML-estimated log(jₚᵢₜ) values corresponding to Epit

 

calculated_epass_data.csv – the ML-estimated passive potentials (Epass) and log(jₚₐₛₛ)

 

calculated_epit_df_meta_data.csv – manually curated Epit values just before stable pit growth

 

calculated_logipit_df_meta_data.csv – manually curated log(jₚᵢₜ) values just before stable pit growth

 

Critical-descriptor definitions

 

The critical pitting potentials (Epit) and passive potentials (Epass) were estimated using the machine learning (ML) model described previously [1].

The files calculated_epit_df_meta_data.csv and calculated_logipit_df_meta_data.csv contain the last metastable-pitting descriptors—manually identified—immediately prior to the onset of stable pit growth.

 

Experimental methods

The macro-scale potentiodynamic polarization (PP) tests were performed at varying NaCl concentrations (0.005 M, 0.01 M and 0.05 M). Using an SP-300 (Bio-Logic) potentiostat inside a Faraday cage, the cell comprised:

 

WE: 316L SS specimen (~1 cm² exposed area)

 

RE: Ag/AgCl/KCl_sat inside a Luggin capillary

 

CE: platinum foil

 

After 60 min immersion to stabilize the open-circuit potential (OCP), polarization scans ran from –30 mV to +900 mV vs. OCP at 0.5 mV/s, matching our previous macro PP study on the same sample [2]. Each NaCl concentration was tested 28 times (84 curves total).

 

References

 

[1] L.B. Coelho, D. Torres, V. Vangrunderbeek, M. Bernal, G.M. Paldino, G. Bontempi, J. Ustarroz, Estimating pitting descriptors of 316 L stainless steel by machine learning and statistical analysis, Npj Mater Degrad 7 (2023) 82. https://doi.org/10.1038/s41529-023-00403-z.

 

[2] L. B. Coelho, S. Kossman, A. Mejias, X. Noirfalise, A. Montagne, A. Van Gorp, M. Poorteman, M. G. Olivier, “Mechanical and corrosion characterization of industrially treated 316L stainless steel surfaces,” Surf. Coat. Technol. 382 (2020) 125175. https://doi.org/10.1016/j.surfcoat.2019.125175
DOI: 10.7910/dvn/of8mde
title: A13_24842.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/3ad1edc0-5da7-402d-89d0-bc25138c9c34'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/3ad1edc0-5da7-402d-89d0-bc25138c9c34
DOI: 10.7910/dvn/5ickf5
title: A11_20281.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/6db13e02-a3d9-475c-861d-b5d0403b3470'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/6db13e02-a3d9-475c-861d-b5d0403b3470
DOI: 10.15468/dl.3brw8m
title: Occurrence Download

description: A dataset containing 243337 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Coronella austriaca Laurenti, 1768, Osmoderma eremita (Scopoli, 1763), Barbastella barbastellus (Schreber, 1774), Dendrocoptes medius (Linnaeus, 1758), Saxicola rubetra (Linnaeus, 1758), Anas crecca Linnaeus, 1758, Lanius excubitor Linnaeus, 1758, Plecotus auritus (Linnaeus, 1758), Coronella austriaca Kristan, 1957, Caprimulgus europaeus Linnaeus, 1758, Crex crex (Linnaeus, 1758), Lyrurus tetrix (Linnaeus, 1758), Lucanus cervus (Linnaeus, 1758), Gallinago gallinago (Linnaeus, 1758), Tetrao tetrix Linnaeus, 1758)",
 "Year is not null",
 "Year is one of (2020, 2021, 2022, 2023, 2024)",
 "HasCoordinate is TRUE",
 "DecimalLatitude is greater than or equal to 47.53364139636112",
 "DecimalLatitude is less than or equal to 55.05737499791894",
 "DecimalLongitude is greater than or equal to 5.865999",
 "DecimalLongitude is less than or equal to 15.037743",
 "OccurrenceStatus is Present",
 "HasGeospatialIssue is FALSE"
 ]
}

 The dataset includes 243337 records from 111 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002193-250424135625364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/fdwhpc
title: Battleground Poll no. 42 - October 2010 - dataset ID 12882

description: Data associated with The Battleground Poll between the years 1993 and 2017.
description: SPSS, null
DOI: 10.7910/dvn/8gtked
title: Another kind of cane: theoretical cane

description: Fieldnote on another kind of cane, theoretical cane.
DOI: 10.7910/dvn/ptuflw
title: Gryllus rubens contests

description: This dataset contains the complete set of 10-minute videos of pairwise contests between adult male eastern trilling crickets (&lt;i&gt;Gryllus rubens&lt;/i&gt;). A subset of 90 of these videos was used in the following manuscript: https://doi.org/10.1101/2024.12.11.627984, which also contains details on the methods (e.g. source population, rearing and care, behaviour trials, etc.).
DOI: 10.7910/dvn/7zgtrv
title: A17_33710.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/4947a604-c05c-4a00-be25-88324dbdf460'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/4947a604-c05c-4a00-be25-88324dbdf460
DOI: 10.7910/dvn/fin3le
title: A14_26685.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/0bfbaf9a-77dd-416d-8f66-6d48fc8c1909'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/0bfbaf9a-77dd-416d-8f66-6d48fc8c1909
DOI: 10.15468/dl.k6sbby
title: Occurrence Download

description: A dataset containing 37241 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Continent is North America",
 "Month is October",
 "TaxonKey is Zonotrichia leucophrys (J.R.Forster, 1772)",
 "Year 2016-2016"
 ]
}

 The dataset includes 37241 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002212-250424135625364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7myppg
title: Occurrence Download

description: A dataset containing 3388496 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Coronella austriaca Laurenti, 1768, Osmoderma eremita (Scopoli, 1763), Barbastella barbastellus (Schreber, 1774), Dendrocoptes medius (Linnaeus, 1758), Saxicola rubetra (Linnaeus, 1758), Anas crecca Linnaeus, 1758, Lanius excubitor Linnaeus, 1758, Plecotus auritus (Linnaeus, 1758), Coronella austriaca Kristan, 1957, Caprimulgus europaeus Linnaeus, 1758, Crex crex (Linnaeus, 1758), Lyrurus tetrix (Linnaeus, 1758), Lucanus cervus (Linnaeus, 1758), Gallinago gallinago (Linnaeus, 1758), Tetrao tetrix Linnaeus, 1758)",
 "Year is not null",
 "Year is one of (2010, 2011, 2012, 2013, 2014, 2015, 2016, 2017, 2018, 2019, 2020, 2021, 2022, 2023)",
 "HasCoordinate is TRUE",
 "DecimalLatitude is greater than or equal to 44.95782311925129",
 "DecimalLatitude is less than or equal to 58.30331634439415",
 "DecimalLongitude is greater than or equal to -10.001896207643075",
 "DecimalLongitude is less than or equal to 30.31691447027875",
 "OccurrenceStatus is Present",
 "HasGeospatialIssue is FALSE"
 ]
}

 The dataset includes 3388496 records from 3875 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002194-250424135625364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5s68yn
title: Occurrence Download

description: A dataset containing 40253 species occurrences available in GBIF matching the query:
{
 "and" : [
 "CoordinateUncertaintyInMeters 0.0-10000.0",
 "Country is Germany",
 "Issue is one of (Coordinate rounded, Geodetic datum invalid, Geodetic datum assumed WGS84, Coordinate precision invalid, Coordinate precision/uncertainty mismatch, Footprint SRS invalid, Footprint WKT mismatch, Footprint WKT invalid, Country derived from coordinates, Continent coordinate mismatch, Continent country mismatch, Continent invalid, Continent derived from country, Continent derived from coordinates, Presumed negated longitude, Presumed negated latitude, Recorded date mismatch, Recorded date invalid, Recorded date unlikely, 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, ccurrence 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 Carabidae",
 "Year 1988-2023"
 ]
}

 The dataset includes 40253 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014459-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.25970518
title: Functional Development of the Human Cerebellum from Birth to Five

description: Despite the cerebellum's crucial role in brain function, its early development, particularly in relation to the cerebrum, remains poorly understood. Here, we examine cerebellocortical connectivity using over 1,000 high-quality resting-state functional MRI scans from children between birth and five years of age. By mapping cerebellar topography with fine temporal granularity, we unveil the hierarchical organization of cerebellocortical functional connectivity from infancy. We observe dynamic shifts in cerebellar functional topography, which become more focal with age while largely maintaining stable anchor regions similar to adults, highlighting the cerebellum's evolving yet organized role in functional integration during early development. Our findings demonstrate cerebellar connectivity to higher-order networks at birth, which generally strengthen with age, emphasizing the cerebellum's early role in cognitive processing beyond sensory and motor functions. Our study provides insights into early cerebellocortical interactions, reveals functional asymmetry and sex-specific patterns in cerebellar development, and lays the groundwork for future research on cerebellum-related disorders in children.
DOI: 10.6084/m9.figshare.25970518.v1
title: Functional Development of the Human Cerebellum from Birth to Five

description: Despite the cerebellum's crucial role in brain function, its early development, particularly in relation to the cerebrum, remains poorly understood. Here, we examine cerebellocortical connectivity using over 1,000 high-quality resting-state functional MRI scans from children between birth and five years of age. By mapping cerebellar topography with fine temporal granularity, we unveil the hierarchical organization of cerebellocortical functional connectivity from infancy. We observe dynamic shifts in cerebellar functional topography, which become more focal with age while largely maintaining stable anchor regions similar to adults, highlighting the cerebellum's evolving yet organized role in functional integration during early development. Our findings demonstrate cerebellar connectivity to higher-order networks at birth, which generally strengthen with age, emphasizing the cerebellum's early role in cognitive processing beyond sensory and motor functions. Our study provides insights into early cerebellocortical interactions, reveals functional asymmetry and sex-specific patterns in cerebellar development, and lays the groundwork for future research on cerebellum-related disorders in children.
DOI: 10.15468/dl.4bn94n
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Anfibios y reptiles del estado de Nuevo León",
 "Geometry POLYGON((-100.37207 24.66073,-100.0183 24.66073,-100.0183 25.02149,-100.37207 25.02149,-100.37207 24.66073))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "PublishingOrg is ff90b050-c256-11db-b71b-b8a03c50a862",
 "TaxonKey is Rheohyla miotympanum (Cope, 1863)"
 ]
}

 The dataset includes 11 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014463-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c5z9ga
title: Occurrence Download

description: A dataset containing 23111 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Peru",
 "OccurrenceStatus is Present",
 "TaxonKey is Chroicocephalus serranus (Tschudi, 1844)"
 ]
}

 The dataset includes 23111 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014464-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vuvjpk
title: Occurrence Download

description: A dataset containing 566950 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Solanum dulcamara L.)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 566950 records from 2620 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014462-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.khgu5s
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Capra hircus",
 "Country is Sao Tome and Principe",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026695-250811113504898/datasets/export for details.
DOI: 10.15468/dl.n8mrhk
title: Occurrence Download

description: A dataset containing 290 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Thismia",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "HasGeospatialIssue" : [
 "is true"
 ]
 }
 },
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Material sample)",
 "Year is greater than or equal to 1900",
 "Year is less than or equal to 2025",
 "CoordinateUncertaintyInMeters is less than or equal to 10000"
 ]
}

 The dataset includes 290 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026696-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9y9er9
title: Occurrence Download

description: A dataset containing 4598 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ecuador",
 "TaxonKey is Ara macao"
 ]
}

 The dataset includes 4598 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026697-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z865eg
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Capra hircus",
 "Country is Saudi Arabia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026699-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dxefth
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026700-250811113504898/datasets/export for details.
DOI: 10.18112/openneuro.ds003404.v1.0.8
title: Brain Network Mechanisms of Visual Shape Completion
DOI: 10.15468/dl.nc7ezn
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026701-250811113504898/datasets/export for details.
DOI: 10.15468/dl.pjg9kv
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026702-250811113504898/datasets/export for details.
DOI: 10.5281/zenodo.16915734
title: LJO Presence-Absence Equation

description: This document discloses the CDM-LTM framework, authored by Levi Olson, which extends and completes Einstein’s General Relativity by embedding a π-periodic scalar field on a non-orientable Möbius bundle. The resulting half-twist condition yields directional gravitational tension, resolving the observed matter–antimatter asymmetry, entropy gradient, and the Levi-Axis cosmological dipole. Beyond theoretical physics, CDM-LTM provides practical applications in computational systems, navigation, engineered topologies, and energy containment. This filing establishes priority of authorship and application claims for the framework and its associated equation as of August 18, 2025.
DOI: 10.15468/dl.8f6dyd
title: Occurrence Download

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

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026703-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eva6aq
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026707-250811113504898/datasets/export for details.
DOI: 10.15468/dl.c72hau
title: Occurrence Download

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

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026704-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vc872g
title: Occurrence Download

description: A dataset containing 1745 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-87.07367 20.62035,-87.09748 20.59613,-87.09843 20.59303,-87.10221 20.58904,-87.106 20.58749,-87.12931 20.56784,-87.11393 20.55328,-87.05249 20.60324,-87.07367 20.62035))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 1745 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026705-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b9sagt
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026706-250811113504898/datasets/export for details.
DOI: 10.15468/dl.pwbh85
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026708-250811113504898/datasets/export for details.
DOI: 10.6084/m9.figshare.29293868
title: Issue-Commit Traceability Datasets

description: Traceability dataset that consists of issue commit pairsThis dataset contains a collection of issue–commit pairs from software projects, annotated for the presence or absence of traceability links. These links indicate whether a specific commit is associated with resolving a particular issue, as commonly tracked in systems such as GitHub, Jira, or Bugzilla. The dataset combines samples from three sources:

 LinkFormer Dataset (LinkFormer: Automatic Contextualised Link Recovery of Software Artifacts in a Cross-Project Setting)<br>

 20-MAD Dataset (OSF | 20-MAD: Mozilla Apache Dataset)<br>

 Carikado Dataset (a manually curated small-scale dataset from the author's past projects)

Each data entry includes metadata and textual features extracted from:

 Issues: summary, description, type, status, creation date
 Commits: commit message, diff, file names, authoring date

Labels are binary:

 1 indicates that a traceability link exists between the issue and the commit.
 0 indicates no such link.

This dataset was used to fine-tune several pretrained language models (e.g., BERT, RoBERTa) for binary classification and was further analyzed using Explainable AI techniques (LIME and SHAP) to interpret feature importance.