Residual chart: back to 48h, moved above rolling table; '48 h' → '48h'

Add lifetime MAE table; residual chart spans last 7 days; subtitle tweak

Fix Gradio 6 compat: drop deprecated Image kwargs, move theme/css

Show ws90 photo + mention gateway/sensor split in subtitle and caption

Section restructure, normal font, fact-check the explainers

Bump Toto from 4 M to 22 M (small) — same data path, larger model

Drop hero gauge plot; hero table shows 1 decimal for forecasts

Scoreboard: clarify 'n' and show when tracking started

Hero gauges + 'next round hour' semantics

Hero shows Ecowitt now + Toto and NWS 1 h-ahead predictions

Comparison table aligned to scoreboard horizons (1 h, 3 h, 12 h)

Move weekly forecast above the comparison table; timestamps into hero

Fix scoreboard table rendering: build each table as one chunk

Reorder layout, residual to 1h, scoreboard temp+humidity only

Scoreboard: per-metric MAE table across 1 h / 3 h / 12 h lookaheads

Residual chart uses same picks as the scoreboard MAE

Add residual chart: Toto vs NWS error for past 48h temp predictions

Fix NameError after display/forecast resample split

Toto fed hourly while chart stays 5-min; drop past overlay entirely

48h forecast, 5d display, 7d Toto context

Read history from the SQLite archive, weekly view at 5-min cadence

Past-Toto overlay: re-enable, capped at last Ecowitt actual

Drop zoom view, remove past-Toto overlay, dated x-axis

Zoom view: shrink to 24h+8h so we stay in Ecowitt's 5-min retention

Zoom view uses 5-min cadence (Ecowitt's actual storage granularity)

Two fixed views: zoom (36h+12h @ 30min) and week (7d+72h @ hourly)

Document scoreboard methodology in-app and in the spec

Past-forecast overlay: keep Toto only, drop the NWS trace

Replace 12-hour emoji strip with NWS KOKX radar loop

Document Toto inference: full spec in docs/ + in-app footnote

Overlay past Toto and NWS forecasts on the historical chart

Hero NWS row: pick the period covering 'now', not the first period

Use /device/real_time for the hero so 'now' is truly live

Switch to 15-min autorefresh, drop manual button, sync all cycle archives

Add rainfall subplot and label NWS hero row with the actual hour

Slim hero to temp+source; drop high/low cards; align forecast on hour

Clarify now-snapshot, align Toto vs NWS forecast in text and chart

Pad short series for Toto + persist forecast log to HF Dataset

Fix headline forecast layout: split into two markdown columns

Weather-page UI: hero tile, headline forecast, emoji strip, dropdowns

Log forecast snapshots and scoreboard Toto vs NWS

Add NWS client, Toto forecast wrapper, and Gradio app