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Median quoted spread and the cost of a $25,000 round trip: midday hour, July 15, 2026ranking · 2026-08-03 · 6×3Preview: 6 ranked values, largest first. SPY holding-period outcomes since 2015: 5th percentile, median, 95th percentiletable · 2026-08-03 · 4×7 How far SPY travels from its opening print, by ET half hour, first half of 2026series · 2026-08-03 · 13×3Preview: a 13-point series, ending higher. Six US index funds, identical window: price return, January 2 to June 30, 2026ranking · 2026-08-03 · 6×3Preview: 6 ranked values, largest first.
Median quoted spread and the cost of a $25,000 round trip: midday hour, July 15, 2026

Median quoted spread and the cost of a $25,000 round trip: midday hour, July 15, 2026

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Median quoted spread and the cost of a $25,000 round trip: midday hour, July 15, 2026 — 6 rows by 3 columns, computed from US exchange, SIP and OPRA data.
tickermedian_spread_bpsround_trip_cost_per_25k_usd
MSTR10.0825.2
MSFT2.015.03
NVDA1.433.59
AAPL1.243.09
KO1.213.01
SPY0.270.66
the exact SQL behind every number
SELECT ticker,
       round(quantileDeterministic(0.5)(20000 * (toFloat64(ask_price) - toFloat64(bid_price))
                                        / (toFloat64(ask_price) + toFloat64(bid_price)),
                                        cityHash64(sip_timestamp)), 2) AS median_spread_bps,
       round(25000 * quantileDeterministic(0.5)(2 * (toFloat64(ask_price) - toFloat64(bid_price))
                                                / (toFloat64(ask_price) + toFloat64(bid_price)),
                                                cityHash64(sip_timestamp)), 2) AS round_trip_cost_per_25k_usd
FROM global_markets.cache_stocks_quotes
WHERE ticker IN ('SPY', 'AAPL', 'MSFT', 'NVDA', 'KO', 'MSTR')
  AND sip_timestamp >= toDateTime('2026-07-15 15:00:00')
  AND sip_timestamp < toDateTime('2026-07-15 16:00:00')
  AND bid_price > 1
  AND ask_price > bid_price
GROUP BY ticker
ORDER BY median_spread_bps DESC
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