Prints that change bar when you switch clocks, by bar length
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 2026-08-14, from Market Data Timestamps: SIP vs Exchange Clocks.
| bar_length | moved_print_count | moved_pct |
|---|---|---|
| 1 second | 8944 | 8.966 |
| 10 seconds | 917 | 0.919 |
| 1 minute | 130 | 0.13 |
| 5 minutes | 24 | 0.024 |
- Rows × columns
- 4 × 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 |
|---|---|---|---|
bar_length |
text | 4 distinct values (1 minute, 1 second, 10 seconds…) | |
moved_print_count |
number | 24 to 8,944 | count |
moved_pct |
number | 0.024 to 8.966 | 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.
the exact SQL behind every number
WITH
prints AS
(
SELECT
toUnixTimestamp64Nano(participant_timestamp) AS venue_ns,
toUnixTimestamp64Nano(sip_timestamp) AS tape_ns
FROM global_markets.stocks_trades
WHERE ticker = 'AAPL'
AND sip_timestamp >= '2026-06-10 14:30:00'
AND sip_timestamp < '2026-06-10 15:00:00'
),
grids AS
(
SELECT arrayJoin([1, 10, 60, 300]) AS bar_seconds
)
SELECT
multiIf(bar_seconds = 1, '1 second',
bar_seconds = 10, '10 seconds',
bar_seconds = 60, '1 minute',
'5 minutes') AS bar_length,
countIf(intDiv(venue_ns, toInt64(bar_seconds) * 1000000000)
!= intDiv(tape_ns, toInt64(bar_seconds) * 1000000000)) AS moved_print_count,
round(100 * countIf(intDiv(venue_ns, toInt64(bar_seconds) * 1000000000)
!= intDiv(tape_ns, toInt64(bar_seconds) * 1000000000)) / count(), 3) AS moved_pct
FROM prints
CROSS JOIN grids
GROUP BY bar_seconds
ORDER BY bar_seconds ASC
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