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

Black Friday Sales Pressure

6 items · 4 aliases · peaked week of 7 Jun 2026 · first seen 9 Jun 2026

A report from Retail NZ highlights a 1.1% fall in retail spending in October 2024, citing ongoing consumer spending challenges and concerns about sales performance during key seasonal periods.

Stance breakdown Methodology →

How the framings classify across 6 articles. Each framing is labelled by a small AI stance classifier; see the methodology page for details.

50%

33%

17%

Supportive 3 Critical 2 Neutral / explainer 1

Volume by source orientation Methodology →

Stacked weekly counts; colour by lean. “n/a” covers government and iwi-Māori sources where lean isn't applicable.

Alias drift

How this topic has been named, week by week. A new alias winning out is usually a framing shift.

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Sample framings

Up to 12 framings spread across orientations. Each framing is a short phrase the topic extractor generated to characterise the piece's stance — not a quote from the source. Click through to read the original.

retail-nz Centre-right

urgent need for consumer confidence in key sales periods

****Retail challenges continue**** \\ \\ **12 November 2024**\\ \\ Stats NZ’s latest Electronic Card Transactions shows a 1.1% fall in retail spending in October 2024 compared to October 2023.

9 Jun

retail-nz Centre-right

critical window for retail recovery

****Retail challenges continue** through September quarter** \\ \\ **25 November 2024**\\ \\ Retail trade statistics for the September 2024 quarter show the retail sector is continuing to face challenges. Stats NZ’s Retail Trade Survey shows core retail sales fell 1.7% compared to the same quarter of 2023.

9 Jun

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