Dataset research report
House16 research report
A reproducible data report with schema notes, generated chart evidence, suggested follow-up questions, and export-ready Helix queries.
Executive Summary
House16 The House16 dataset from the OpenML repository. Configurations and tasks Configuration Task house16 Binary classification Usage from datasets import load_dataset dataset = load_dataset("mstz/house16", "house16")["train"]
Research Context
House16: 500 rows by 17 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
| # | P1integer | P5p1float | P6p2float | P11p4float | P14p9float | P15p1float | P15p3float | P16p2float |
|---|---|---|---|---|---|---|---|---|
| 1 | 15512 | 0.4609 | 0.04925 | 0.2265 | 0.1498 | 0.7528 | 0.01006 | 0.5797 |
| 2 | 1550 | 0.471 | 0.002581 | 0.1374 | 0.09634 | 0.8626 | 0 | 0.6951 |
| 3 | 4741 | 0.4853 | 0.000211 | 0.1894 | 0.1357 | 0.857 | 0 | 0.6836 |
| 4 | 467 | 0.4989 | 0 | 0.1006 | 0.08547 | 0.9079 | 0 | 0.7805 |
| 5 | 310 | 0.4742 | 0.6806 | 0.2258 | 0.1288 | 0.8968 | 0 | 0.7563 |
| 6 | 461 | 0.4751 | 0.08677 | 0.1302 | 0.09504 | 0.9241 | 0 | 0.7927 |
Data Dictionary
- P1 numeric
- P5p1 numeric
- P6p2 numeric
- P11p4 numeric
- P14p9 numeric
- P15p1 numeric
- P15p3 numeric
- P16p2 numeric
- P18p2 numeric
- P27p4 numeric
- H2p2 numeric
- H8p2 numeric
- H10p1 numeric
- H13p1 numeric
- H18pA numeric
- H40p4 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.