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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.

as of series 13×3read in context →
Average one-minute SPY range in basis points, by half hour — 13 rows by 3 columns, computed from US exchange, SIP and OPRA data.
et_timeavg_range_bpsmedian_range_bps
09:307.546.19
10:006.815.41
10:305.874.73
11:005.234.1
11:305.093.82
12:004.893.51
12:304.663.32
13:004.733.33
13:304.523.15
14:004.413.3
14:304.433.05
15:004.373.14
15:305.313.98
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
Formats
JSON · CSV · the SQL below

What each column holds

Column definitions for Average one-minute SPY range in basis points, by half hour, derived from the stored result.
ColumnTypeRangeNotes
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

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