Opening and closing windows as a share of regular-session volume
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 2026-08-22, from MOC and MOO Order Cutoff Times: NYSE & Nasdaq.
| ticker | close_window_pct | open_window_pct |
|---|---|---|
| JNJ | 12.88 | 5.55 |
| KO | 10.73 | 6.04 |
| PG | 10.71 | 6.03 |
| SPY | 10.33 | 3.14 |
| XOM | 9.78 | 4.12 |
| MSFT | 9.48 | 6.26 |
| AAPL | 9.4 | 5.76 |
| NVDA | 6.79 | 5.28 |
- 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, JNJ, KO…) | |
close_window_pct |
number | 6.79 to 12.88 | percent |
open_window_pct |
number | 3.14 to 6.26 | percent |
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,
round(100 * sumIf(volume, et_minute_of_day >= 955) / sum(volume), 2) AS close_window_pct,
round(100 * sumIf(volume, et_minute_of_day < 575) / sum(volume), 2) AS open_window_pct
FROM
(
SELECT
ticker,
toHour(toTimeZone(window_start, 'America/New_York')) * 60
+ toMinute(toTimeZone(window_start, 'America/New_York')) AS et_minute_of_day,
volume
FROM global_markets.delayed_stocks_minute_aggs
WHERE ticker IN ('SPY', 'AAPL', 'MSFT', 'NVDA', 'KO', 'JNJ', 'PG', 'XOM')
AND window_start >= today() - 75
AND window_start < today() - 2
)
WHERE et_minute_of_day >= 570 AND et_minute_of_day <= 960
GROUP BY ticker
ORDER BY close_window_pct DESC
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