STRASMORE/EXPLORE 2,882 QUERIES

digital_ladder

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 2026-10-01, from reading-an-event-contract-ladder.

as of ranking 11×3read in context →
digital_ladder — 11 rows by 3 columns, computed from US exchange, SIP and OPRA data.
thresholdprob_above_pctbucket_pct
70593.9-2.1
715964.5
72591.511.9
73579.6-0.5
74580.119.7
75560.416.5
76543.917.7
77526.214.8
78511.45.7
7955.74.2
8051.51.5
Rows × columns
11 × 3
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 digital_ladder, derived from the stored result.
ColumnTypeRangeNotes
threshold number 705 to 805
prob_above_pct number 1.5 to 96 percent
bucket_pct number -2.1 to 19.7 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.

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.

WITH
    pinned AS
    (
        SELECT max(date) AS as_of
        FROM global_markets.options_greeks
        WHERE underlying_symbol = 'SPY'
          AND date <= '2026-05-29'
    ),
    chain AS
    (
        SELECT
            expiration_date,
            strike_price,
            option_close,
            underlying_close,
            volume
        FROM global_markets.options_greeks
        WHERE underlying_symbol = 'SPY'
          AND date = (SELECT as_of FROM pinned)
          AND iv_converged = 1
          AND volume > 0
          AND delta > 0.01
          AND delta < 0.99
          AND days_to_expiry BETWEEN 20 AND 45
          AND toDayOfWeek(expiration_date) = 5
    ),
    busiest AS
    (
        SELECT expiration_date
        FROM chain
        GROUP BY expiration_date
        ORDER BY sum(volume) DESC
        LIMIT 1
    ),
    legs AS
    (
        SELECT
            toUInt32(round(toFloat64(strike_price))) AS strike,
            round(avg(toFloat64(option_close)), 4)   AS call_price
        FROM chain
        WHERE expiration_date = (SELECT expiration_date FROM busiest)
          AND abs(toFloat64(strike_price) / toFloat64(underlying_close) - 1) < 0.08
          AND modulo(toUInt32(round(toFloat64(strike_price))), 10) = 0
        GROUP BY strike
    ),
    ranked AS
    (
        SELECT
            strike,
            call_price,
            row_number() OVER (ORDER BY strike) AS rn
        FROM legs
    ),
    digitals AS
    (
        SELECT
            (a.strike + b.strike) / 2                                                 AS threshold,
            100 * greatest((a.call_price - b.call_price) / (b.strike - a.strike), 0)   AS prob_pct,
            row_number() OVER (ORDER BY a.strike)                                     AS rn
        FROM ranked AS a
        INNER JOIN ranked AS b ON b.rn = a.rn + 1
    )
SELECT
    round(d.threshold, 1)                AS threshold,
    round(d.prob_pct, 1)                 AS prob_above_pct,
    round(d.prob_pct - n.prob_pct, 1)    AS bucket_pct
FROM digitals AS d
LEFT JOIN digitals AS n ON n.rn = d.rn + 1
ORDER BY d.threshold
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