STRASMORE/EXPLORE 2,170 QUERIES

After the reversal: when QQQ broke the invasion-day low, and how far it fell

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 2026-07-26, from Feb 24, 2022: War at the Open, Green by Close.

as of scalar 1×10read in context →
invasion close
340.65
invasion low
318.26
first close below invasion low
2022-03-14
calendar days to new low
18
march low close
318.21
march low date
2022-03-14
march low vs invasion close pct
-6.6
year low close
260.02
year low date
2022-12-28
year low vs invasion close pct
-23.7
Rows × columns
1 × 10
Period covered
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 After the reversal: when QQQ broke the invasion-day low, and how far it fell, derived from the stored result.
ColumnTypeRangeNotes
invasion_close number every row is 340.65 US dollars
invasion_low number every row is 318.26 US dollars
first_close_below_invasion_low date 2022-03-14
calendar_days_to_new_low number every row is 18 US dollars
march_low_close number every row is 318.21 US dollars
march_low_date date 2022-03-14
march_low_vs_invasion_close_pct number every row is -6.6 percent
year_low_close number every row is 260.02 US dollars
year_low_date date 2022-12-28
year_low_vs_invasion_close_pct number every row is -23.7 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
    daily AS (
        SELECT
            toDate(toTimeZone(window_start, 'America/New_York')) AS d,
            round(argMaxIf(toFloat64(close), window_start, (toHour(toTimeZone(window_start, 'America/New_York')) * 60 + toMinute(toTimeZone(window_start, 'America/New_York'))) BETWEEN 570 AND 959), 2) AS c
        FROM global_markets.delayed_stocks_minute_aggs
        WHERE ticker = 'QQQ'
          AND window_start >= toDateTime('2022-02-24 04:00:00') AND window_start < toDateTime('2023-01-01 00:00:00')
        GROUP BY d
    ),
    (SELECT c FROM daily WHERE d = toDate('2022-02-24')) AS invasion_close,
    (
        SELECT round(minIf(toFloat64(low), (toHour(toTimeZone(window_start, 'America/New_York')) * 60 + toMinute(toTimeZone(window_start, 'America/New_York'))) BETWEEN 570 AND 959), 2)
        FROM global_markets.delayed_stocks_minute_aggs
        WHERE ticker = 'QQQ'
          AND window_start >= toDateTime('2022-02-24 04:00:00') AND window_start < toDateTime('2022-02-24 23:59:00')
    ) AS invasion_low
SELECT
    invasion_close,
    invasion_low,
    toString(minIf(d, c < invasion_low AND d > toDate('2022-02-24'))) AS first_close_below_invasion_low,
    dateDiff('day', toDate('2022-02-24'), minIf(d, c < invasion_low AND d > toDate('2022-02-24'))) AS calendar_days_to_new_low,
    round(minIf(c, d BETWEEN toDate('2022-02-25') AND toDate('2022-03-31')), 2) AS march_low_close,
    toString(argMinIf(d, (c, d), d BETWEEN toDate('2022-02-25') AND toDate('2022-03-31'))) AS march_low_date,
    round((minIf(c, d BETWEEN toDate('2022-02-25') AND toDate('2022-03-31')) / invasion_close - 1) * 100, 1) AS march_low_vs_invasion_close_pct,
    round(minIf(c, d > toDate('2022-02-24')), 2) AS year_low_close,
    toString(argMinIf(d, (c, d), d > toDate('2022-02-24'))) AS year_low_date,
    round((minIf(c, d > toDate('2022-02-24')) / invasion_close - 1) * 100, 1) AS year_low_vs_invasion_close_pct
FROM daily

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