Mutual Fund Cutoffs on Early-Close Days
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Minute bars and volume per session: early closes against full sessions, Nov-Dec 2025
Minute bars and volume per session: early closes against full sessions, Nov-Dec 2025
| category | sessions | avg_minute_bars | avg_volume_millions |
|---|---|---|---|
| Early close 1 p.m. | 2 | 211 | 37.1 |
| Full session 4 p.m. | 27 | 390 | 69.8 |
the exact SQL behind every number
WITH day_totals AS
(
SELECT
toDate(toTimeZone(window_start, 'America/New_York')) AS et_date,
count() AS regular_bars,
sum(volume) AS regular_volume
FROM global_markets.delayed_stocks_minute_aggs
WHERE ticker = 'SPY'
AND window_start >= '2025-11-20 00:00:00'
AND window_start < '2026-01-03 06:00:00'
AND (toHour(toTimeZone(window_start, 'America/New_York')) * 60
+ toMinute(toTimeZone(window_start, 'America/New_York'))) >= 570
AND (toHour(toTimeZone(window_start, 'America/New_York')) * 60
+ toMinute(toTimeZone(window_start, 'America/New_York'))) < 960
GROUP BY et_date
)
SELECT
if(regular_bars < 300, 'Early close 1 p.m.', 'Full session 4 p.m.') AS category,
count() AS sessions,
round(avg(regular_bars)) AS avg_minute_bars,
round(avg(regular_volume) / 1e6, 1) AS avg_volume_millions
FROM day_totals
GROUP BY category
ORDER BY avg_minute_bars
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