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Segmented method selector — replaced the dropdown with a 3-button control (MAD / Absolute / Top N)
Confirmed selection state — selecting a sensor now shows a chip with its friendly name and entity ID, with a "✕ Change" button
Scan result summary — 3-tile stats row (rows scanned / flagged / method) with statistical detail in a collapsible section
Apply fix intent summary — pre-flight summary box showing exactly what will happen; dynamic "Apply to N rows" / "Preview N rows" button; clearer label "Replace each reading with"
Fix history — removed Fix ID column; sensor cell now shows friendly name + entity ID
No-outliers banner — themed success banner instead of a plain text message
HA theme compatibility — all hardcoded colours replaced with --success-color, --error-color, --warning-color and rgba(var(--rgb-*-color)) backgrounds
Backend
list_sum_statistics now enriches results with friendly_name from hass.states when the recorder metadata has no name, enabling human-readable sensor search in the panel