EmplifAI demonstration samples — 2026-11-15

ai4i2020.csv: AI4I 2020 Predictive Maintenance Dataset (2020), UCI Machine Learning Repository.
Source and attribution: https://doi.org/10.24432/C5HS5C
License: Creative Commons Attribution 4.0 International https://creativecommons.org/licenses/by/4.0/
This is a SYNTHETIC dataset, not our customers' machine measurements.
Original CSV redistributed unchanged. maintenance-example.csv contains the first 40 rows of the seeded held-out split; columns renamed and identifiers removed.
maintenance-model.json: derived depth-5 decision tree, train 8000 / test 2000, seed 42. See scripts/samples/train-maintenance.py for reproducibility. Test confusion at 0.5: TP 28, FP 8, TN 1925, FN 39. Not validated on real equipment.

Drawings: original synthetic parametric plates authored for this demonstration. Millimetres assumed. Not manufactured/tested parts. SVG and ASCII DXF (LINE/CIRCLE entities). CC0-1.0 https://creativecommons.org/publicdomain/zero/1.0/
All remaining sample text, measurements, logs and financial amounts are fictional, authored for this demonstration. Not customer data, delivered projects, price quotations or robot validation results.
Browser interactions are local. No real external approvals, account access or production system writes occur.
