Data · dataset · 2026
Machine learning and analysis code with combined BEWARE 2 and Coral reef profiles for wave-runup prediction datasets
Listed in University of Bath Research Data Archive
This dataset contains the data and code used to develop and evaluate a machine-learning approach for analysing coastal wave runup.
Description
The dataset includes a combined and randomised dataset derived from the BEWARE 2 and Coral reef profiles for wave-runup prediction datasets, together with the scripts required for machine-learning testing and subsequent results analysis. The accompanying code includes 1_Testing_MLP.py, which implements the multilayer perceptron (MLP) testing workflow, and 2_Results_Analysis.py, which processes and analyses the resulting model outputs.
The dataset also includes the normalisation scales used for the training data.
Links
Where it is published
- University of Bath Research Data Archive record researchdata.bath.ac.uk/1725/1/1_Testing_MLP.py ↗
landing page · from researchdata bath ac uk
- University of Bath Research Data Archive record researchdata.bath.ac.uk/1725/3/BEWARE_combined_randomised.parquet ↗
landing page · from researchdata bath ac uk
- University of Bath Research Data Archive record researchdata.bath.ac.uk/1725/5/requirements.txt ↗
landing page · from researchdata bath ac uk
- University of Bath Research Data Archive record researchdata.bath.ac.uk/1725/4/normalisation_scales_training_only.csv ↗
landing page · from researchdata bath ac uk
- University of Bath Research Data Archive record researchdata.bath.ac.uk/1725/2/2_Results_Analysis.py ↗
landing page · from researchdata bath ac uk
- DOI doi.org/10.15125/bath-01725 ↗
DOI / persistent id · from researchdata bath ac uk
Catalogue records · 1
- OAI-PMH record researchdata.bath.ac.uk/cgi/oai2?verb=GetRecord&metadataPrefix=oai_dc&identifier=oai%3… ↗
metadata API · from researchdata bath ac uk
Topics
- From keywords
- Earth & Environmental Science · Engineering · Ocean & Atmospheric Science
- Inferred from text
- Pollution and contamination 71%
Provenance · 1 source records, 8 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| University of Bath Research Data Archive | oai:researchdata.bath.ac.uk:1725 | 2 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| concepts[field].anzsrc:group:4105 | enrichment · researchdata bath ac uk | taxonomy-embedding@1.1.0 | title+keywords+description (71%) |
| concepts[field].local:field:earth-environmental | mapping · researchdata bath ac uk | connector:researchdata_bath_ac_uk@1.0.0 | |
| concepts[field].local:field:engineering | mapping · researchdata bath ac uk | connector:researchdata_bath_ac_uk@1.0.0 | |
| concepts[field].local:field:ocean-atmospheric | mapping · researchdata bath ac uk | connector:researchdata_bath_ac_uk@1.0.0 | |
| description | source · researchdata bath ac uk | connector:researchdata_bath_ac_uk@1.0.0 | /metadata/dc/description |
| license_text | source · researchdata bath ac uk | connector:researchdata_bath_ac_uk@1.0.0 | |
| publication_date | source · researchdata bath ac uk | connector:researchdata_bath_ac_uk@1.0.0 | |
| title | source · researchdata bath ac uk | connector:researchdata_bath_ac_uk@1.0.0 | /metadata/dc/title |