STRASMORE/EXPLORE 3,293 QUERIES
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Share of a session's volume completed by each half hour: SPY 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 Relative Volume Screener in SQL: Free API.

as of series 13×3read in context →
Share of a session's volume completed by each half hour: SPY and KO — 13 rows by 3 columns, computed from US exchange, SIP and OPRA data.
et_timespy_share_pctko_share_pct
09:3011.714.1
10:0019.823.4
10:3027.131.2
11:0033.738.3
11:3039.244
12:0043.948.7
12:3048.753.6
13:0053.358.3
13:305863.3
14:0063.668.1
14:3069.573.3
15:0076.780.1
15:30100100
Rows × columns
13 × 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 a session's volume completed by each half hour: SPY and KO, derived from the stored result.
ColumnTypeRangeNotes
et_time text 13 distinct values (09:30, 10:00, 10:30…)
spy_share_pct number 11.7 to 100 percent
ko_share_pct number 14.1 to 100 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.

WITH
    bars AS (
        SELECT
            ticker,
            toDate(et_ts)                                                        AS session_date,
            formatDateTime(toStartOfInterval(et_ts, INTERVAL 30 MINUTE), '%H:%i') AS et_time,
            toHour(et_ts) * 60 + toMinute(et_ts)                                 AS et_min,
            toFloat64(volume)                                                    AS vol
        FROM
        (
            SELECT
                ticker,
                toTimeZone(window_start, 'America/New_York') AS et_ts,
                volume
            FROM global_markets.delayed_stocks_minute_aggs
            WHERE ticker IN ('SPY', 'KO')
              AND window_start >= toDateTime(today() - 40)
        )
    ),
    slots AS (
        SELECT
            ticker,
            session_date,
            et_time,
            min(et_min) AS slot_min,
            sum(vol)    AS slot_vol
        FROM bars
        WHERE et_min >= 570 AND et_min < 960
        GROUP BY ticker, session_date, et_time
    ),
    complete AS (
        SELECT ticker, session_date
        FROM slots
        GROUP BY ticker, session_date
        HAVING max(slot_min) >= 930
    ),
    slot_avg AS (
        SELECT
            ticker,
            et_time,
            min(slot_min) AS slot_min,
            avg(slot_vol) AS avg_slot_vol
        FROM slots
        WHERE (ticker, session_date) IN (SELECT ticker, session_date FROM complete)
        GROUP BY ticker, et_time
    ),
    cum AS (
        SELECT
            ticker,
            et_time,
            slot_min,
            sum(avg_slot_vol) OVER (PARTITION BY ticker ORDER BY slot_min) AS cum_vol,
            sum(avg_slot_vol) OVER (PARTITION BY ticker)                   AS day_vol
        FROM slot_avg
    )
SELECT
    et_time,
    round(100 * maxIf(cum_vol / day_vol, ticker = 'SPY'), 1) AS spy_share_pct,
    round(100 * maxIf(cum_vol / day_vol, ticker = 'KO'), 1)  AS ko_share_pct
FROM cum
GROUP BY et_time
ORDER BY min(slot_min)
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More from this analysisRelative Volume Screener in SQL: Free API
Cisco, September 22, 2026: naive RVOL against time adjusted RVOL through the session series 13×3 → Relative volume screener: top 20 by time adjusted RVOL at 11:00 a.m. ET table 20×5 → Share of the session completed by 11:00 a.m. ET, twelve household names ranking 12×3 → SPY: median shares traded per minute, by 30-minute clock bucket (ET, last 30 days, extended hours) series 32×2 → How the session's volume piled up against the prior 10 sessions, checkpoint by checkpoint series 14×4 → Same session, same 10-session lookback: same-time basis vs full-day basis through the day series 14×3 → See all 3,293 queries →