Interview Demonstration

Python IoT Intelligence Lab

Live TDS monitoring with browser-executed Python analytics: smoothing, anomaly detection, distribution tracking, and short-horizon forecasting.

Loading Python runtime... Waiting for first analysis Auto refresh off
Domain
python.antonypradeesh.com
Data Source
/api/history.php
The dashboard reads the full stored history from this endpoint.
8
2.2
Every 8 seconds

Live TDS Gauge

Latest condition

Engineering Insight

Python-generated summary
The dashboard will generate insights after the first run.

Trend, Smoothing, and Anomaly Markers

Signal behavior over time

Short-Horizon Forecast

Recent-trend projection

Distribution of TDS Readings

Noise and spread

Latest Sample Log

Recent processed records