Symbols that printed a final daily bar, 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 2026-09-20, from Survivorship Bias in Stock Data, Explained.
| year | gone_dark_count | avg_bars_on_tape |
|---|---|---|
| 2016 | 847 | 270 |
| 2017 | 838 | 428 |
| 2018 | 818 | 560 |
| 2019 | 907 | 656 |
| 2020 | 929 | 781 |
| 2021 | 1309 | 705 |
| 2022 | 1470 | 675 |
| 2023 | 1857 | 712 |
| 2024 | 1484 | 854 |
| 2025 | 1276 | 1003 |
- Rows × columns
- 10 × 3
- Computed
- Completeness
- No missing values
- Source
- US exchange, SIP and OPRA market data
- Licence
- Strasmore terms · free, no signup
What each column holds
| Column | Type | Range | Notes |
|---|---|---|---|
year |
text | 10 distinct values (2016, 2017, 2018…) | |
gone_dark_count |
number | 818 to 1,857 | count |
avg_bars_on_tape |
number | 270 to 1,003 |
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(last_bar)) AS year,
count() AS gone_dark_count,
round(avg(bars_on_tape)) AS avg_bars_on_tape
FROM
(
SELECT
ticker,
max(date) AS last_bar,
count() AS bars_on_tape
FROM global_markets.stocks_daily_aggs
WHERE date >= '2015-01-01'
AND ticker NOT IN ('SPCX')
GROUP BY ticker
HAVING max(date) >= toDate('2016-01-01')
AND max(date) < toDate('2026-01-01')
)
GROUP BY year
ORDER BY year
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