Dataset research report
Glass research report
A reproducible data report with schema notes, generated chart evidence, suggested follow-up questions, and export-ready Helix queries.
Executive Summary
Glass The Glass dataset from the UCI repository. Classify the type of glass. Configurations and tasks Configuration Task Description glass Multiclass classification Classify glass type. windows Binary classification Is this windows glass? vehicles Binary classification Is this vehicles glass? containers Binary classification Is this containers glass? tableware Binary classification Is this tableware glass? headlamps Binary classification Is this… See the full description on the dataset page: https://huggingface.co/datasets/mstz/glass.
Research Context
Glass: 214 rows by 10 columns. These exploratory charts are generated automatically from the data - open the dataset in Helix to ask your own questions.
Data Profile
Chart Evidence
These views are generated from the dataset profile. Each chart is paired with a Helix query so it can be opened, adjusted, and exported.
Correlation of numeric columns
Pearson correlation between numeric columns.
Open and export this chartFollow-Up Queries
Preview Rows
| # | refractive_indexfloat | sodiumfloat | magnesiumfloat | aluminumfloat | siliconfloat | potassiumfloat | calciumfloat | bariuminteger |
|---|---|---|---|---|---|---|---|---|
| 1 | 1.521 | 13.64 | 4.49 | 1.1 | 71.78 | 0.06 | 8.75 | 0 |
| 2 | 1.518 | 13.89 | 3.6 | 1.36 | 72.73 | 0.48 | 7.83 | 0 |
| 3 | 1.516 | 13.53 | 3.55 | 1.54 | 72.99 | 0.39 | 7.78 | 0 |
| 4 | 1.518 | 13.21 | 3.69 | 1.29 | 72.61 | 0.57 | 8.22 | 0 |
| 5 | 1.517 | 13.27 | 3.62 | 1.24 | 73.08 | 0.55 | 8.07 | 0 |
| 6 | 1.516 | 12.79 | 3.61 | 1.62 | 72.97 | 0.64 | 8.07 | 0 |
Data Dictionary
- refractive_index numeric
- sodium numeric
- magnesium numeric
- aluminum numeric
- silicon numeric
- potassium numeric
- calcium numeric
- barium numeric
- iron numeric
- is_vehicle_glass numeric
Method And Limits
- Load the catalog entry and preview rows from the processed dataset file.
- Infer numeric, categorical, time, and location fields from real columns.
- Generate a small set of defensive Plotly chart specifications from that profile.
- Expose each chart idea as a query link so the report can be rerun or exported in Helix.
This report is intentionally reproducible. It uses the local catalog metadata and generated chart specifications rather than claiming external conclusions beyond the dataset.