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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.
Market Data Skills for AI Agents
Trading sessions per month: SPY bars, July 2025 through June 2026series · 2026-09-28 · 12×4Preview: a 12-point series, roughly flat. Where the volume sits: share of June 2026 volume by half hour, New York timeseries · 2026-09-28 · 32×3Preview: a 16-point series, roughly flat. One company, two tickers: share class volume split, June 2026ranking · 2026-09-28 · 6×4Preview: 6 ranked values, largest first. Minute bars per session: nine widely held names, June 2026series · 2026-09-28 · 9×4Preview: a 9-point series, ending lower.
How to Read the COT Report: Columns Explained
SPY move from Tuesday close to Friday close, the age of a COT snapshotranking · 2026-09-26 · 11×4Preview: 11 ranked values, largest first. Latest days to cover, and where it sits in five years of the same name's historytable · 2026-09-26 · 6×5 AAPL days to cover and its rank inside the three-year windowseries · 2026-09-26 · 72×4Preview: a 16-point series, roughly flat. Net calls minus puts on AAPL, raw contracts and as a share of volumeseries · 2026-09-26 · 30×6Preview: a 16-point series, ending lower.
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
$