STRASMORE/EXPLORE 2,648 QUERIES

mismatch_by_year

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 2026-09-26, from us-stock-market-hours-german-time.

as of table 5×6read in context →
mismatch_by_year — 5 rows by 6 columns, computed from US exchange, SIP and OPRA data.
yearmismatch_sessionsmismatch_open_germanmismatch_close_germanaligned_open_germanaligned_close_german
20211514:March21:March15:January22:January
20221514:March21:March15:January22:January
20231514:March21:March15:January22:January
20241914:March21:March15:January22:January
20252014:March21:March15:January22:January
Rows × columns
5 × 6
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 mismatch_by_year, derived from the stored result.
ColumnTypeRangeNotes
year text 5 distinct values (2021, 2022, 2023…)
mismatch_sessions number 15 to 20
mismatch_open_german text 1 distinct value (14:March)
mismatch_close_german text 1 distinct value (21:March)
aligned_open_german text 1 distinct value (15:January)
aligned_close_german text 1 distinct value (22:January)

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.

SELECT
    toString(toYear(session_date))     AS year,
    countIf(gap_hours = 5)             AS mismatch_sessions,
    anyIf(german_open, gap_hours = 5)  AS mismatch_open_german,
    anyIf(german_close, gap_hours = 5) AS mismatch_close_german,
    anyIf(german_open, gap_hours = 6)  AS aligned_open_german,
    anyIf(german_close, gap_hours = 6) AS aligned_close_german
FROM
(
    SELECT
        date AS session_date,
        formatDateTime(toTimeZone(toDateTime(concat(toString(date), ' 09:30:00'), 'America/New_York'), 'Europe/Berlin'), '%H:%M') AS german_open,
        formatDateTime(toTimeZone(toDateTime(concat(toString(date), ' 16:00:00'), 'America/New_York'), 'Europe/Berlin'), '%H:%M') AS german_close,
        toHour(toTimeZone(toDateTime(concat(toString(date), ' 09:30:00'), 'America/New_York'), 'Europe/Berlin')) - 9            AS gap_hours
    FROM global_markets.stocks_daily_aggs
    WHERE ticker = 'SPY'
      AND date >= toStartOfYear(today() - INTERVAL 5 YEAR)
      AND date <  toStartOfYear(today())
)
GROUP BY year
ORDER BY year
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