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What A-share Level 2 Data Actually Contains
AAPL quote updates per three second interval, by Eastern clock hour (16 September 2026)ranking · 2026-10-07 · 16×3Preview: 16 ranked values, smallest first. Book events per three second interval across five household names (10:00 to 10:30 a.m. ET, 16 September 2026)ranking · 2026-10-07 · 5×3Preview: 5 ranked values, largest first. How many distinct best bid prices fit in one three second interval (AAPL, 16 September 2026)ranking · 2026-10-07 · 10×3Preview: 10 ranked values, smallest first.
China's Dragon-Tiger List, Explained
How many names a volatility cutoff keeps as the cutoff movesranking · 2026-10-04 · 6×3Preview: 6 ranked values, largest first. Share of reported volume marked short, with no trader namedranking · 2026-10-04 · 6×3Preview: 6 ranked values, largest first. How fast US insider transactions reach the public file, by monthseries · 2026-10-04 · 14×4Preview: a 14-point series, ending lower.
Self-Hosted A-Share Quant Workbench, Explained
The twelve biggest forward stock splits on US listings, 1 January to 13 August 2026ranking · 2026-08-13 · 12×3Preview: 12 ranked values, largest first. What crossing the spread costs: average quoted spread, six US listings, midday 17 June 2026ranking · 2026-08-13 · 6×2Preview: 6 ranked values, smallest first. How far the price travels inside one minute: KO, by New York clock time, 17 June 2026series · 2026-08-13 · 18×2Preview: a 16-point series, ending higher.
Local A-Share Data Lake for AI Agents
Who left the tape: March 2021 symbols by daily dollar volume, checked against late July 2026ranking · 2026-08-05 · 5×4Preview: 5 ranked values, largest first. Survivorship, measured: March cohorts of US symbols still trading in late July 2026table · 2026-08-05 · 10×5 One week of the US minute tape: symbols and bars per session, Jul 20-24, 2026series · 2026-08-05 · 5×4Preview: a 5-point series, ending lower.
AAPL quote updates per three second interval, by Eastern clock hour (16 September 2026)

AAPL quote updates per three second interval, by Eastern clock hour (16 September 2026)

most recentas of ranking 16×3read in context →
AAPL quote updates per three second interval, by Eastern clock hour (16 September 2026) — 16 rows by 3 columns, computed from US exchange, SIP and OPRA data.
et_hourquote_updates_thousandsupdates_per_3s_window
04:001.24.1
05:000.52.2
06:000.42.5
07:001.44
08:000.73
09:00104.4105.8
10:0080.367.4
11:0069.258.1
12:0043.737
13:0043.637
14:00122.5102.2
15:00164.4137
16:000.93.3
17:000.33.3
18:000.84
19:006.721.3
the exact SQL behind every number
SELECT
    formatDateTime(toStartOfHour(toTimeZone(sip_timestamp, 'America/New_York')), '%H:%i') AS et_hour,
    round(count() / 1000.0, 1)                                                            AS quote_updates_thousands,
    round(count() / uniqExact(toStartOfInterval(toTimeZone(sip_timestamp, 'America/New_York'), INTERVAL 3 SECOND)), 1) AS updates_per_3s_window
FROM global_markets.cache_stocks_quotes
WHERE ticker = 'AAPL'
  AND sip_timestamp >= '2026-09-16 08:00:00'
  AND sip_timestamp <  '2026-09-17 00:00:00'
GROUP BY et_hour
ORDER BY et_hour
$