Average one-minute SPY range in basis points, by half hour
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 2026-08-10, from Why Trading Volume Dies at Midday: U-Shape.
| et_time | avg_range_bps | median_range_bps |
|---|---|---|
| 09:30 | 7.54 | 6.19 |
| 10:00 | 6.81 | 5.41 |
| 10:30 | 5.87 | 4.73 |
| 11:00 | 5.23 | 4.1 |
| 11:30 | 5.09 | 3.82 |
| 12:00 | 4.89 | 3.51 |
| 12:30 | 4.66 | 3.32 |
| 13:00 | 4.73 | 3.33 |
| 13:30 | 4.52 | 3.15 |
| 14:00 | 4.41 | 3.3 |
| 14:30 | 4.43 | 3.05 |
| 15:00 | 4.37 | 3.14 |
| 15:30 | 5.31 | 3.98 |
- Rows × columns
- 13 × 3
- Period covered
- to
- 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 |
date | 09:30 to 15:30 | |
avg_range_bps |
number | 4.37 to 7.54 | |
median_range_bps |
number | 3.05 to 6.19 |
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
WITH minute_bars AS
(
SELECT
formatDateTime(
toStartOfInterval(toTimeZone(window_start, 'America/New_York'), INTERVAL 30 MINUTE),
'%H:%i') AS et_time,
10000 * (toFloat64(high) - toFloat64(low)) / toFloat64(close) AS range_bps,
toUInt64(toUnixTimestamp(window_start)) AS det
FROM global_markets.delayed_stocks_minute_aggs
WHERE ticker = 'SPY'
AND window_start >= '2025-01-02 00:00:00'
AND window_start < '2026-07-01 00:00:00'
AND close > 0
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
)
SELECT
et_time AS et_time,
round(avg(range_bps), 2) AS avg_range_bps,
round(quantileDeterministic(0.5)(range_bps, det), 2) AS median_range_bps
FROM minute_bars
GROUP BY et_time
HAVING count() > 0
ORDER BY et_time
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 analysisWhy Trading Volume Dies at Midday: U-Shape
Share of regular-session volume by half hour, SPY and AAPL
series 13×3
→
SPY open, midday and close volume against an average minute, by year
ranking 8×4
→
Open, midday and close volume against an average session minute
ranking 6×4
→
AAPL price vs. running VWAP: July 2, 2026 regular session, sampled every 5 minutes
series 78×3
→
AAPL volume by quarter-hour, July 2, 2026: pre-market to after-hours (ET)
series 64×2
→
MU: rolling 20-session vs 90-session ADV, December 2025 through July 10, 2026 (sampled every third session)
series 49×3
→
See all 2,170 queries →