STRASMORE/EXPLORE 2,170 QUERIES

The whole MU tape in one row: prints, print sizes, and the quote census

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 2026-07-13, from MU: The Biggest Tape of June 2026.

as of scalar 1×9read in context →
prints m
35.17
median print shares
8
avg print shares
38.3
odd lot pct of prints
91.7
fractional pct of prints
9.04
nbbo updates m
19.64
clean two sided pct
99.86
crossed updates
16,963
one sided or empty updates
78
Rows × columns
1 × 9
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 The whole MU tape in one row: prints, print sizes, and the quote census, derived from the stored result.
ColumnTypeRangeNotes
prints_m number every row is 35.17
median_print_shares number every row is 8 count
avg_print_shares number every row is 38.3 count
odd_lot_pct_of_prints number every row is 91.7 percent
fractional_pct_of_prints number every row is 9.04 percent
nbbo_updates_m number every row is 19.64
clean_two_sided_pct number every row is 99.86 percent
crossed_updates number every row is 16,963
one_sided_or_empty_updates number every row is 78

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 
WITH
    (
        SELECT (round(count() / 1e6, 2),
                round(100.0 * countIf(bid_price > 0 AND ask_price > 0 AND ask_price > bid_price) / count(), 2),
                countIf(bid_price > 0 AND ask_price > 0 AND ask_price < bid_price),
                countIf(bid_price <= 0 OR ask_price <= 0))
        FROM global_markets.cache_stocks_quotes
        WHERE ticker = 'MU'
          AND sip_timestamp >= toDateTime64('2026-06-01 00:00:00', 9) AND sip_timestamp < toDateTime64('2026-07-01 00:00:00', 9)
    ) AS quote_census
SELECT
    round(count() / 1e6, 2) AS prints_m,
    quantileDeterministic(0.5)(toFloat64(size), toUInt64(abs(sequence_number))) AS median_print_shares,
    round(avg(toFloat64(size)), 1) AS avg_print_shares,
    round(100.0 * countIf(size < 100) / count(), 1) AS odd_lot_pct_of_prints,
    round(100.0 * countIf(toFloat64(size) != round(toFloat64(size))) / count(), 2) AS fractional_pct_of_prints,
    quote_census.1 AS nbbo_updates_m,
    quote_census.2 AS clean_two_sided_pct,
    quote_census.3 AS crossed_updates,
    quote_census.4 AS one_sided_or_empty_updates
FROM global_markets.stocks_trades
WHERE ticker = 'MU'
  AND sip_timestamp >= toDateTime64('2026-06-01 00:00:00', 9) AND sip_timestamp < toDateTime64('2026-07-01 00:00:00', 9)

Run your own version of this

The same 22 years of US equities and 12 years of options data are queryable in SQL or plain English. A free account runs 100 queries a day and takes no card.

More from this analysisMU: The Biggest Tape of June 2026
The June settlement pair: mid-month and month-end short interest scalar 1×6 → The rank receipt: MU's place, its lead over the next name, and the basis scalar 1×3 → Month-end price of movement: the last at-the-money straddle of June scalar 1×7 → MU's options market in one row: totals, expiries, the put/call split scalar 1×7 → June's MU-tagged articles: volume, the top publisher's share, co-tags scalar 1×7 → MU's June on one row: open, close, extremes, turnover, and their receipts scalar 1×12 → See all 2,170 queries →