June 30 anchors: a mega-cap, SPCX, and a thin small-cap, same session, same math
Answered against 22 years of US equities and 12 years of US options data and published with the query that produced it. This result is stored as of 2026-07-27, from SPCX: SpaceX's First Month on the Public Market.
| ticker | quote_updates | invalid_dropped | med_spread_cents | med_spread_bps | tw_spread_bps |
|---|---|---|---|---|---|
| AAPL | 935993 | 484 | 3 | 1.04 | 1.06 |
| NATH | 1036 | 0 | 30 | 29.66 | 31.62 |
| SPCX | 474902 | 351 | 6 | 3.54 | 4.7 |
- Rows × columns
- 3 × 6
- Computed
- Completeness
- No missing values
- Source
- US exchange, SIP and OPRA market data
- Licence
- Strasmore terms · free, no signup
What each column holds
| Column | Type | Range | Notes |
|---|---|---|---|
ticker |
text | 3 distinct values (AAPL, NATH, SPCX) | |
quote_updates |
number | 1,036 to 935,993 | |
invalid_dropped |
number | 0 to 484 | |
med_spread_cents |
number | 3 to 30 | |
med_spread_bps |
number | 1.04 to 29.66 | |
tw_spread_bps |
number | 1.06 to 31.62 |
Computed from Strasmore's warehouse of US exchange, SIP and OPRA market data. Equity prices are delayed; options greeks and implied volatility are end-of-day. This result is stored, not recomputed on load — it is exactly the numbers that were returned on , and the query below is what returned them.
the exact SQL behind every number
SELECT
ticker,
count() AS quote_updates,
countIf(NOT valid) AS invalid_dropped,
round(quantileDeterministicIf(0.5)(spread, toUInt64(ts_us), valid) * 100, 1) AS med_spread_cents,
round(quantileDeterministicIf(0.5)(spread / mid * 10000, toUInt64(ts_us), valid), 2) AS med_spread_bps,
round(sumIf(spread / mid * dt, valid AND dt > 0) / sumIf(dt, valid AND dt > 0) * 10000, 2) AS tw_spread_bps
FROM (
SELECT ticker, spread, mid, valid, ts_us,
greatest(if(next_us = 0, end_us, least(next_us, end_us)) - ts_us, 0) AS dt
FROM (
SELECT
ticker,
toFloat64(ask_price) - toFloat64(bid_price) AS spread,
(toFloat64(ask_price) + toFloat64(bid_price)) / 2 AS mid,
(bid_price > 0 AND ask_price > 0 AND ask_price >= bid_price) AS valid,
toUnixTimestamp64Micro(sip_timestamp) AS ts_us,
toUnixTimestamp64Micro(toDateTime64('2026-06-30 20:00:00', 6, 'UTC')) AS end_us,
leadInFrame(toUnixTimestamp64Micro(sip_timestamp)) OVER (PARTITION BY ticker ORDER BY sip_timestamp ASC, sequence_number ASC ROWS BETWEEN CURRENT ROW AND UNBOUNDED FOLLOWING) AS next_us
FROM global_markets.cache_stocks_quotes
WHERE ticker IN ('SPCX', 'AAPL', 'NATH')
AND sip_timestamp >= toDateTime64('2026-06-30 13:30:00', 9)
AND sip_timestamp < toDateTime64('2026-06-30 20:00:00', 9)
)
)
GROUP BY ticker
ORDER BY ticker
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