SPY volume by Singapore half hour: US winter month vs US summer month
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 US Stock Market Hours in Singapore Time.
| sgt_time | january_shares_millions | august_shares_millions |
|---|---|---|
| 00:00 | 4.41 | 1.93 |
| 00:30 | 4.13 | 1.71 |
| 01:00 | 3.43 | 1.52 |
| 01:30 | 3.27 | 1.48 |
| 02:00 | 3.01 | 1.82 |
| 02:30 | 2.89 | 1.82 |
| 03:00 | 3.84 | 2.19 |
| 03:30 | 4.58 | 6.6 |
| 04:00 | 5.09 | 4.11 |
| 04:30 | 12.52 | 0.25 |
| 05:00 | 5.6 | 0.16 |
| 05:30 | 0.66 | 0.09 |
| 06:00 | 0.13 | 0.07 |
| 06:30 | 0.09 | 0.02 |
| 07:00 | 0.08 | 0.02 |
| 07:30 | 0.03 | 0.02 |
| 08:00 | 0.03 | 0 |
| 08:30 | 0.04 | 0 |
| 16:00 | 0 | 0.08 |
| 16:30 | 0 | 0.02 |
| 17:00 | 0.05 | 0.02 |
| 17:30 | 0.04 | 0.01 |
| 18:00 | 0.03 | 0.02 |
| 18:30 | 0.03 | 0.03 |
| 19:00 | 0.04 | 0.08 |
| 19:30 | 0.07 | 0.11 |
| 20:00 | 0.13 | 0.13 |
| 20:30 | 0.1 | 0.22 |
| 21:00 | 0.31 | 0.21 |
| 21:30 | 0.33 | 3.8 |
| 22:00 | 0.42 | 2.7 |
| 22:30 | 9.62 | 2.5 |
| 23:00 | 6.53 | 2.19 |
| 23:30 | 5.86 | 2.24 |
- Rows × columns
- 34 × 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 |
|---|---|---|---|
sgt_time |
text | 34 distinct values (00:00, 00:30, 01:00…) | |
january_shares_millions |
number | 0 to 12.52 | count |
august_shares_millions |
number | 0 to 6.6 | count |
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
toStartOfInterval(toTimeZone(window_start, 'Asia/Singapore'), INTERVAL 30 MINUTE) AS sgt_bucket,
toDate(toTimeZone(window_start, 'America/New_York')) AS et_date,
volume
FROM global_markets.delayed_stocks_minute_aggs
WHERE ticker = 'SPY'
AND (
(window_start >= toDateTime('2026-01-05 05:00:00') AND window_start < toDateTime('2026-01-31 05:00:00'))
OR (window_start >= toDateTime('2026-08-03 04:00:00') AND window_start < toDateTime('2026-08-29 04:00:00'))
)
)
SELECT
formatDateTime(sgt_bucket, '%H:%i') AS sgt_time,
round(sumIf(volume, et_date < toDate('2026-04-01'))
/ greatest(uniqExactIf(et_date, et_date < toDate('2026-04-01')), 1) / 1e6, 2) AS january_shares_millions,
round(sumIf(volume, et_date > toDate('2026-04-01'))
/ greatest(uniqExactIf(et_date, et_date > toDate('2026-04-01')), 1) / 1e6, 2) AS august_shares_millions
FROM bars
GROUP BY sgt_time
HAVING january_shares_millions + august_shares_millions > 0
ORDER BY sgt_time
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