The busiest price and size pairing, half hour by half hour
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 2026-08-06, from Iceberg Orders Explained: Hidden Liquidity.
et time
09:30
prints
67
cum prints
67
- Rows × columns
- 1 × 3
- Period covered
- 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 |
|---|---|---|---|
et_time |
date | 09:30 | |
prints |
number | every row is 67 | |
cum_prints |
number | every row is 67 |
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 top_level AS
(
SELECT
price,
size
FROM global_markets.stocks_trades
WHERE ticker = 'AAPL'
AND sip_timestamp >= toDateTime('2026-06-17 04:00:00', 'UTC')
AND sip_timestamp < toDateTime('2026-06-18 04:00:00', 'UTC')
AND size >= 200
GROUP BY price, size
ORDER BY count() DESC, size DESC, price DESC
LIMIT 1
)
SELECT
formatDateTime(toStartOfInterval(toTimeZone(sip_timestamp, 'America/New_York'), INTERVAL 30 MINUTE), '%H:%i') AS et_time,
count() AS prints,
sum(count()) OVER (ORDER BY et_time) AS cum_prints
FROM global_markets.stocks_trades
WHERE ticker = 'AAPL'
AND sip_timestamp >= toDateTime('2026-06-17 04:00:00', 'UTC')
AND sip_timestamp < toDateTime('2026-06-18 04:00:00', 'UTC')
AND (price, size) IN (SELECT price, size FROM top_level)
GROUP BY et_time
ORDER BY et_time
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 analysisIceberg Orders Explained: Hidden Liquidity
Average shares per print, monthly, MSFT and KO
series 90×4
→
Most repeated price and size pairings, AAPL, June 17, 2026
table 12×5
→
Every AAPL print on June 17, 2026, grouped by trade size
ranking 6×4
→
AAPL options vs. AAPL stock: median quoted spread, same regular session, July 8, 2026
scalar 1×5
→
How far SPY moved inside a single minute: average one-minute high-to-low range by time of day, July 8, 2026
scalar 1×4
→
What a 100-share market order pays crossing the spread: July 8, 2026, regular session
ranking 5×4
→
See all 2,170 queries →