Share of monthly volume by 15-minute ET clock slice, SPY and AAPL
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 2026-10-05, from Does the PDT Rule Apply to Crypto and Futures?.
| et_time | spy_volume_pct | aapl_volume_pct |
|---|---|---|
| 04:00 | 0.154 | 0.218 |
| 04:15 | 0.032 | 0.037 |
| 04:30 | 0.027 | 0.033 |
| 04:45 | 0.026 | 0.031 |
| 05:00 | 0.021 | 0.026 |
| 05:15 | 0.027 | 0.025 |
| 05:30 | 0.029 | 0.023 |
| 05:45 | 0.035 | 0.024 |
| 06:00 | 0.037 | 0.021 |
| 06:15 | 0.036 | 0.027 |
| 06:30 | 0.064 | 0.053 |
| 06:45 | 0.044 | 0.042 |
| 07:00 | 0.132 | 0.1 |
| 07:15 | 0.094 | 0.065 |
| 07:30 | 0.107 | 0.067 |
| 07:45 | 0.14 | 0.107 |
| 08:00 | 0.166 | 0.1 |
| 08:15 | 0.191 | 0.087 |
| 08:30 | 0.429 | 0.14 |
| 08:45 | 0.242 | 0.13 |
| 09:00 | 0.234 | 0.208 |
| 09:15 | 0.373 | 0.369 |
| 09:30 | 5.23 | 11.562 |
| 09:45 | 3.736 | 5.307 |
| 10:00 | 3.553 | 4.985 |
| 10:15 | 3.36 | 3.668 |
| 10:30 | 2.718 | 3.713 |
| 10:45 | 2.872 | 3.681 |
| 11:00 | 3.405 | 3.421 |
| 11:15 | 3.852 | 3.111 |
| 11:30 | 2.345 | 2.967 |
| 11:45 | 2.024 | 3.158 |
| 12:00 | 2.061 | 2.579 |
| 12:15 | 2.04 | 2.53 |
| 12:30 | 1.861 | 2.272 |
| 12:45 | 1.741 | 2.044 |
| 13:00 | 2.005 | 2.345 |
| 13:15 | 2.082 | 2.221 |
| 13:30 | 1.571 | 2.31 |
| 13:45 | 1.522 | 2.314 |
| 14:00 | 2.382 | 2.331 |
| 14:15 | 1.882 | 2.563 |
| 14:30 | 2.862 | 2.115 |
| 14:45 | 2.876 | 3.476 |
| 15:00 | 2.623 | 2.996 |
| 15:15 | 3.147 | 2.914 |
| 15:30 | 4.318 | 3.301 |
| 15:45 | 14.71 | 9.65 |
| 16:00 | 9.312 | 3.618 |
| 16:15 | 3.658 | 0.149 |
| 16:30 | 0.417 | 0.117 |
| 16:45 | 0.19 | 0.193 |
| 17:00 | 0.069 | 0.028 |
| 17:15 | 0.165 | 0.032 |
| 17:30 | 0.224 | 0.103 |
| 17:45 | 0.175 | 0.072 |
| 18:00 | 0.131 | 0.034 |
| 18:15 | 0.061 | 0.025 |
| 18:30 | 0.073 | 0.036 |
| 18:45 | 0.023 | 0.021 |
| 19:00 | 0.011 | 0.019 |
| 19:15 | 0.018 | 0.021 |
| 19:30 | 0.024 | 0.031 |
| 19:45 | 0.031 | 0.036 |
- Rows × columns
- 64 × 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 |
|---|---|---|---|
et_time |
text | 64 distinct values (04:00, 04:15, 04:30…) | |
spy_volume_pct |
number | 0.011 to 14.71 | percent |
aapl_volume_pct |
number | 0.019 to 11.562 | 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 * spy_vol / sum(spy_vol) OVER (), 3) AS spy_volume_pct,
round(100 * aapl_vol / sum(aapl_vol) OVER (), 3) AS aapl_volume_pct
FROM
(
SELECT
formatDateTime(
toStartOfInterval(toTimeZone(window_start, 'America/New_York'), INTERVAL 15 MINUTE),
'%H:%i') AS et_time,
toFloat64(sumIf(volume, ticker = 'SPY')) AS spy_vol,
toFloat64(sumIf(volume, ticker = 'AAPL')) AS aapl_vol
FROM global_markets.delayed_stocks_minute_aggs
WHERE ticker IN ('SPY', 'AAPL')
AND window_start >= today() - 30
AND window_start < today() - 2
GROUP BY et_time
)
ORDER BY et_time
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