Signal Integrity Twin | Clean vs Dirty Data

Dataset Control

Load the clean CSV and dirty CSV, then switch between them to demonstrate volume vs. reliability.

Clean dataset CSV Dirty / combined dataset CSV

View mode

Map rendering Max pins to draw

For large files, the dashboard indexes all rows for metrics but only draws a sample of pins for browser performance. Hover over pins to view record detail.

Integrity indicators Duplicates Accuracy drift Device ID inflation Coordinate jitter Timestamp bursts

Clean / high confidence

Dirty / noisy

Dirty low-confidence accuracy

0observations

0unique devices

0 mavg horizontal accuracy

0%estimated duplicate rate

Timeline shows observation density by hour/day bucket. Dirty data should visually create heavier bursts and artificial volume.