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Underlying names with converged daily IV, by quarter

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 2026-08-15, from Where to Get Historical Implied Volatility Data.

as of table 49×2read in context →
Underlying names with converged daily IV, by quarter — 49 rows by 2 columns, computed from US exchange, SIP and OPRA data.
quarterunderlyings_covered
2014-Q24054
2014-Q34197
2014-Q44226
2015-Q14216
2015-Q24227
2015-Q34269
2015-Q44338
2016-Q14359
2016-Q24364
2016-Q34319
2016-Q44310
2017-Q14272
2017-Q24269
2017-Q34248
2017-Q44253
2018-Q14289
2018-Q24319
2018-Q34300
2018-Q44271
2019-Q14232
2019-Q24218
2019-Q34225
2019-Q44215
2020-Q14222
2020-Q24225
2020-Q34280
2020-Q44417
2021-Q14702
2021-Q24993
2021-Q35386
2021-Q45511
2022-Q15628
2022-Q25731
2022-Q35777
2022-Q45729
2023-Q15663
2023-Q25612
2023-Q35511
2023-Q45479
2024-Q15444
2024-Q25369
2024-Q35396
2024-Q45413
2025-Q15417
2025-Q25460
2025-Q35548
2025-Q45668
2026-Q15729
2026-Q25799
Rows × columns
49 × 2
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 Underlying names with converged daily IV, by quarter, derived from the stored result.
ColumnTypeRangeNotes
quarter text 49 distinct values (2014-Q2, 2014-Q3, 2014-Q4…)
underlyings_covered number 4,054 to 5,799

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
SELECT
    concat(toString(toYear(date)), '-Q', toString(toQuarter(date))) AS quarter,
    uniqExact(underlying_symbol)                                    AS underlyings_covered
FROM global_markets.options_greeks
WHERE iv_converged = 1
  AND volume > 0
  AND underlying_symbol NOT IN ('SPCX')
  AND date < '2026-07-01'
GROUP BY quarter
ORDER BY min(date)

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