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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.

as of table 3×6read in context →
June 30 anchors: a mega-cap, SPCX, and a thin small-cap, same session, same math — 3 rows by 6 columns, computed from US exchange, SIP and OPRA data.
tickerquote_updatesinvalid_droppedmed_spread_centsmed_spread_bpstw_spread_bps
AAPL93599348431.041.06
NATH103603029.6631.62
SPCX47490235163.544.7
Rows × columns
3 × 6
Computed
Completeness
No missing values
Source
US exchange, SIP and OPRA market data
Licence
Strasmore terms · free, no signup
Formats
JSON · CSV · the SQL below

What each column holds

Column definitions for June 30 anchors: a mega-cap, SPCX, and a thin small-cap, same session, same math, derived from the stored result.
ColumnTypeRangeNotes
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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