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.
| ticker | tape | prints |
|---|---|---|
| GE | 1 | 129796 |
| GLD | 1 | 126129 |
| IBM | 1 | 78854 |
| IWM | 1 | 449661 |
| SPY | 1 | 1334295 |
| AAPL | 3 | 703148 |
| MSFT | 3 | 609872 |
| QQQ | 3 | 888961 |
- Rows × columns
- 8 × 3
- 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 | 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.
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,
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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