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Share of monthly volume by New York clock time, AAPL and KO

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 2026-11-07, from KRX After-Hours Trading: Korea's Sessions.

as of series 32×3read in context →
Share of monthly volume by New York clock time, AAPL and KO — 32 rows by 3 columns, computed from US exchange, SIP and OPRA data.
et_timeaapl_share_pctko_share_pct
04:000.2750.131
04:300.0730.028
05:000.0660.023
05:300.0760.015
06:000.0540.025
06:300.0660.038
07:000.2070.101
07:300.2230.086
08:000.3860.207
08:300.4210.275
09:000.5110.213
09:3013.96810.558
10:007.0666.916
10:305.5775.889
11:005.0885.301
11:304.5584.26
12:003.9863.693
12:303.6613.744
13:003.7463.573
13:303.6533.897
14:003.6883.837
14:303.564.06
15:004.6035.085
15:3011.35214.938
16:0021.69222.879
16:300.7670.116
17:000.2190.018
17:300.2330.027
18:000.0920.015
18:300.0620.014
19:000.030.016
19:300.040.023
Rows × columns
32 × 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 Share of monthly volume by New York clock time, AAPL and KO, derived from the stored result.
ColumnTypeRangeNotes
et_time text 32 distinct values (04:00, 04:30, 05:00…)
aapl_share_pct number 0.03 to 21.692 percent
ko_share_pct number 0.014 to 22.879 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.

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
    et_time,
    round(100 * sumIf(shares, ticker = 'AAPL') / sum(sumIf(shares, ticker = 'AAPL')) OVER (), 3) AS aapl_share_pct,
    round(100 * sumIf(shares, ticker = 'KO')   / sum(sumIf(shares, ticker = 'KO'))   OVER (), 3) AS ko_share_pct
FROM
(
    SELECT
        ticker,
        formatDateTime(toStartOfInterval(toTimeZone(window_start, 'America/New_York'), INTERVAL 30 MINUTE), '%H:%i') AS et_time,
        toFloat64(volume)                                                                                           AS shares
    FROM global_markets.delayed_stocks_minute_aggs
    WHERE ticker IN ('AAPL', 'KO')
      AND window_start >= today() - 45
      AND window_start <  today() - 2
      AND toHour(toTimeZone(window_start, 'America/New_York')) >= 4
      AND toHour(toTimeZone(window_start, 'America/New_York')) < 20
    UNION ALL
    SELECT
        ticker,
        '16:00'                                    AS et_time,
        toFloat64(maxIf(size, has(conditions, 8))) AS shares
    FROM global_markets.stocks_trades
    WHERE ticker IN ('AAPL', 'KO')
      AND sip_timestamp >= today() - 45
      AND sip_timestamp <  today() - 2
      AND toHour(toTimeZone(sip_timestamp, 'America/New_York')) = 16
      AND toMinute(toTimeZone(sip_timestamp, 'America/New_York')) < 10
    GROUP BY ticker, toDate(toTimeZone(sip_timestamp, 'America/New_York'))
    HAVING countIf(has(conditions, 8)) > 0
)
GROUP BY et_time
ORDER BY et_time
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