Dataset research report
Seeds research report
A reproducible data report with schema notes, generated chart evidence, suggested follow-up questions, and export-ready Helix queries.
Executive Summary
Post Operative The Seeds dataset from the UCI repository. Configurations and tasks Configuration Task Description seeds Multiclass classification. seeds_0 Binary classification. Is the seed of class 0? seeds_1 Binary classification. Is the seed of class 1? seeds_2 Binary classification. Is the seed of class 2?
Research Context
Seeds: 210 rows by 8 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
| # | areafloat | perimeterfloat | compactnessfloat | lengthfloat | widthfloat | asymmetryfloat | length_grovefloat | classinteger |
|---|---|---|---|---|---|---|---|---|
| 1 | 15.26 | 14.84 | 0.871 | 5.763 | 3.312 | 2.221 | 5.22 | 1 |
| 2 | 14.88 | 14.57 | 0.8811 | 5.554 | 3.333 | 1.018 | 4.956 | 1 |
| 3 | 14.29 | 14.09 | 0.905 | 5.291 | 3.337 | 2.699 | 4.825 | 1 |
| 4 | 13.84 | 13.94 | 0.8955 | 5.324 | 3.379 | 2.259 | 4.805 | 1 |
| 5 | 16.14 | 14.99 | 0.9034 | 5.658 | 3.562 | 1.355 | 5.175 | 1 |
| 6 | 14.38 | 14.21 | 0.8951 | 5.386 | 3.312 | 2.462 | 4.956 | 1 |
Data Dictionary
- area numeric
- perimeter numeric
- compactness numeric
- length numeric
- width numeric
- asymmetry numeric
- length_grove numeric
- class 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.