STRASMORE/EXPLORE 2,249 QUERIES

The tape column on eight symbols, 2023-03-15

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 2026-09-15, from How to Read the US Equity Trade Tape.

as of ranking 8×3read in context →
The tape column on eight symbols, 2023-03-15 — 8 rows by 3 columns, computed from US exchange, SIP and OPRA data.
tickertapeprints
GE1129796
GLD1126129
IBM178854
IWM1449661
SPY11334295
AAPL3703148
MSFT3609872
QQQ3888961
Rows × columns
8 × 3
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 tape column on eight symbols, 2023-03-15, derived from the stored result.
ColumnTypeRangeNotes
ticker text 8 distinct values (AAPL, GE, GLD…)
tape number 1 to 3
prints number 78,854 to 1,334,295

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,
    any(tape)     AS tape,
    count()       AS prints
FROM global_markets.stocks_trades
WHERE ticker IN ('SPY', 'IWM', 'GLD', 'IBM', 'GE', 'MSFT', 'QQQ', 'AAPL')
  AND toYYYYMMDD(sip_timestamp) = 20230315
GROUP BY ticker
ORDER BY tape, ticker

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More from this analysisHow to Read the US Equity Trade Tape
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