Average quoted spread and time on the penny floor, pinned session

WITH per_second AS
(
    SELECT
        ticker,
        toDateTime(sip_timestamp)  AS quote_second,
        max(toFloat64(bid_price))  AS best_bid,
        min(toFloat64(ask_price))  AS best_ask
    FROM global_markets.cache_stocks_quotes
    WHERE ticker IN ('AAPL', 'MSFT', 'NVDA', 'SPY', 'KO', 'PFE', 'F', 'GS')
      AND sip_timestamp >= '2026-08-05 13:30:00'
      AND sip_timestamp <  '2026-08-05 20:00:00'
      AND bid_price > 0
      AND ask_price > 0
    GROUP BY ticker, quote_second
)
SELECT
    ticker                                                          AS symbol,
    round(avg(best_ask - best_bid) * 100, 2)                        AS avg_quoted_spread_cents,
    round(100 * countIf(best_ask - best_bid < 0.011) / count(), 1)  AS time_at_penny_floor_pct
FROM per_second
WHERE best_ask > best_bid
GROUP BY ticker
ORDER BY avg_quoted_spread_cents ASC