Quote messages per trade, 09:30 to 10:00 ET on June 10 2026
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 2026-08-12, from PCAP Market Data: How Market Replay Works.
| symbol | quote_count | quotes_per_trade |
|---|---|---|
| SPY | 1035147 | 11.3 |
| KO | 100697 | 2.5 |
| NVDA | 540466 | 1.7 |
| AAPL | 220697 | 1.6 |
| MSFT | 79702 | 0.8 |
- Rows × columns
- 5 × 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 |
|---|---|---|---|
symbol |
text | 5 distinct values (AAPL, KO, MSFT…) | |
quote_count |
number | 79,702 to 1,035,147 | count |
quotes_per_trade |
number | 0.8 to 11.3 |
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
q.symbol AS symbol,
q.quote_count AS quote_count,
round(q.quote_count / t.trade_count, 1) AS quotes_per_trade
FROM
(
SELECT ticker AS symbol, count() AS quote_count
FROM global_markets.cache_stocks_quotes
WHERE ticker IN ('AAPL', 'MSFT', 'NVDA', 'SPY', 'KO')
AND sip_timestamp >= '2026-06-10 13:30:00'
AND sip_timestamp < '2026-06-10 14:00:00'
GROUP BY ticker
) AS q
INNER JOIN
(
SELECT ticker AS symbol, count() AS trade_count
FROM global_markets.stocks_trades
WHERE ticker IN ('AAPL', 'MSFT', 'NVDA', 'SPY', 'KO')
AND sip_timestamp >= '2026-06-10 13:30:00'
AND sip_timestamp < '2026-06-10 14:00:00'
GROUP BY ticker
) AS t ON q.symbol = t.symbol
WHERE t.trade_count > 0
ORDER BY quotes_per_trade DESC
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