STRASMORE/EXPLORE 2,170 QUERIES

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.

as of ranking 8×3read in context →
Opening and closing windows as a share of regular-session volume — 8 rows by 3 columns, computed from US exchange, SIP and OPRA data.
tickerclose_window_pctopen_window_pct
JNJ12.885.55
KO10.736.04
PG10.716.03
SPY10.333.14
XOM9.784.12
MSFT9.486.26
AAPL9.45.76
NVDA6.795.28
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 Opening and closing windows as a share of regular-session volume, derived from the stored result.
ColumnTypeRangeNotes
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

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 analysisMOC and MOO Order Cutoff Times: NYSE & Nasdaq
Share of SPY's regular-session volume by five-minute ET bucket series 79×2 SPY minute volume into the close, June 30 2026 (quarter end) series 31×2 SPY: opening and closing window share of session volume, by month series 25×3 Average gap between the daily VWAP and the open, June 2026 ranking 6×3 Share of AAPL prints and volume by trade size, June 17 2026 ranking 5×3 Average quoted spread by half hour, AAPL and KO, June 17 2026 series 15×3 See all 2,170 queries →