What the picker changes

Top topics digest — the cards score the selected period against the prior 4 weeks.
12-week heatmap & outlet matrix — show the 12 weeks ending at the selected week (they slide back with the picker, they aren’t a fixed snapshot).
Per-topic volume / alias drift — same 12-week trailing window, anchored on the selected period.
Coverage gap quadrant — scores the selected period against the 12 weeks before it (not including it).
Anomaly cards — only show alerts the detector fired during the selected period. Quiet weeks legitimately show none.

What stays as-is

Outlet orientation strip / lean colours — context-only, drawn from the last 12 weeks of activity regardless.
Co-occurrence graph — recent-activity anchored, not picker-driven.
Source & topic profiles — all-time data for the topic; the picker doesn’t affect them.

Rolling 7 days is a sliding live window for “current vibes”; switch to Weekly to compare specific weeks side-by-side.

Weekly Rolling 7 days

live window

Topic · social

Vulnerable Victim Exploitation

3 posts · 616 engagement · first seen 27 May 2024 · last seen 29 May 2026

Three Indian nationals were sentenced for running an organised scam between 2019 and 2024 that defrauded 28 vulnerable victims of $833,000 through phone-based banking scams, remote device access, and money laundering using Bitcoin and homeless individuals to launder funds.

Platform mix

Where the conversation is happening. Engagement is volume-weighted (likes + 2×shares + 3×replies); a small number of high-impact posts can outrank a high-volume but low-engagement platform.

reddit

1 post · 612 engagement

612
youtube

1 post · 4 engagement

4

Vulnerable Victim Exploitation

Platform mix

Top posts by engagement