Dataset research report
Wall Following research report
A reproducible data report with schema notes, generated chart evidence, suggested follow-up questions, and export-ready Helix queries.
Executive Summary
WallFollowing The WallFollowing dataset from the UCI repository. Configurations and tasks Configuration Task Description wall_following Multiclass classification. wall_following_0 Binary classification. Is the instance of class 0? wall_following_1 Binary classification. Is the instance of class 1? wall_following_2 Binary classification. Is the instance of class 2? wall_following_3 Binary classification. Is the instance of class 3?
Research Context
Wall Following: 500 rows by 25 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
| # | US1float | US2float | US3float | US4float | US5float | US6float | US7float | US8float |
|---|---|---|---|---|---|---|---|---|
| 1 | 0.438 | 0.498 | 3.625 | 3.645 | 5 | 2.918 | 5 | 2.351 |
| 2 | 0.438 | 0.498 | 3.625 | 3.648 | 5 | 2.918 | 5 | 2.637 |
| 3 | 0.438 | 0.498 | 3.625 | 3.629 | 5 | 2.918 | 5 | 2.637 |
| 4 | 0.437 | 0.501 | 3.625 | 3.626 | 5 | 2.918 | 5 | 2.353 |
| 5 | 0.438 | 0.498 | 3.626 | 3.629 | 5 | 2.918 | 5 | 2.64 |
| 6 | 0.439 | 0.498 | 3.626 | 3.629 | 5 | 2.918 | 5 | 2.633 |
Data Dictionary
- US1 numeric
- US2 numeric
- US3 numeric
- US4 numeric
- US5 numeric
- US6 numeric
- US7 numeric
- US8 numeric
- US9 numeric
- US10 numeric
- US11 numeric
- US12 numeric
- US13 numeric
- US14 numeric
- US15 numeric
- US16 numeric
- US17 numeric
- US18 numeric
- US19 numeric
- US20 numeric
- US21 numeric
- US22 numeric
- US23 numeric
- US24 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.