STRASMORE/EXPLORE 2,882 QUERIES

tape_by_symbol

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 2026-10-01, from tape-a-b-and-c-explained.

as of ranking 12×4read in context →
tape_by_symbol — 12 rows by 4 columns, computed from US exchange, SIP and OPRA data.
tickertape_numbertapeplan
GLD1ACTA / CQ
HYG1ACTA / CQ
IWM1ACTA / CQ
JNJ1ACTA / CQ
KO1ACTA / CQ
SPY1ACTA / CQ
XOM1ACTA / CQ
AAPL3CUTP
MSFT3CUTP
NVDA3CUTP
QQQ3CUTP
WMT3CUTP
Rows × columns
12 × 4
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 tape_by_symbol, derived from the stored result.
ColumnTypeRangeNotes
ticker text 12 distinct values (AAPL, GLD, HYG…)
tape_number number 1 to 3
tape text 2 distinct values (A, C)
plan text 2 distinct values (CTA / CQ, UTP)

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.

Run it yourself

This is the exact query behind the result above. Change a ticker, a date or a column and run it against the warehouse — no account, no key. The no-signup tier is smaller than the one this page was computed on; a query that reaches past it comes back saying which plan runs it.

SELECT
    ticker,
    tape_number,
    multiIf(tape_number = 1, 'A', tape_number = 2, 'B', 'C') AS tape,
    multiIf(tape_number = 3, 'UTP', 'CTA / CQ')              AS plan
FROM
(
    SELECT
        ticker,
        any(tape) AS tape_number
    FROM global_markets.stocks_trades
    WHERE ticker IN ('AAPL', 'MSFT', 'NVDA', 'QQQ', 'KO', 'JNJ', 'XOM', 'WMT', 'SPY', 'IWM', 'GLD', 'HYG')
      AND sip_timestamp >= toDateTime64('2026-09-15 04:00:00', 9, 'UTC')
      AND sip_timestamp <  toDateTime64('2026-09-16 04:00:00', 9, 'UTC')
    GROUP BY ticker
)
ORDER BY tape_number, ticker
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