After $5M of liquidations in an hour, does the move keep going?
282 historical matches·677 markets scanned·2026-05-15 to 2026-07-26
At a glance
What the historical record shows
Close to a coin flip after 30 minutes: 149 rose and 133 fell over 282 completed windows. No reference rate is available, so no lift is claimed.
Use this to decide what to investigate next. These historical frequencies do not establish a profitable trade.
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Which markets does this cover?
All markets scanned by this study. No market or sector filter.
Results combine 677 scanned markets. They do not establish the outcome for an individual market or sector.
Asset-class and sector breakdowns are not included in this saved result. See research coverage →
Explore market coverage ↓What is this report for?
Test a market observation against recorded history, compare what followed with the reference rate, then inspect examples before pursuing the idea.
Understand the setup and method ↓Results by time periodCompare 30 minutes, 1 hour and longer periods, including larger moves
Choose a time period. “Closed” measures the price at its end; high and low points measure prices reached along the way. No same-scope reference is pinned to this report, so no ratio is claimed.
30 minutesView outcomes and counts
| Outcome | After this setup | Reference minutes | How often vs reference |
|---|---|---|---|
| Closed 2% or more higher | 1.8%5 of 282 | Not available | Not available |
| Closed 2% or more lower | 1.8%5 of 282 | Not available | Not available |
| Closed 5% or more higher | 0.0%0 of 282 | Not available | Not available |
| Closed 5% or more lower | 0.7%2 of 282 | Not available | Not available |
| High point 5% or more above | not in ladder | Not available | Not available |
| Low point 5% or more below | not in ladder | Not available | Not available |
1 hourView outcomes and counts
| Outcome | After this setup | Reference minutes | How often vs reference |
|---|---|---|---|
| Closed 2% or more higher | not in ladder | Not available | Not available |
| Closed 2% or more lower | not in ladder | Not available | Not available |
| Closed 5% or more higher | not in ladder | Not available | Not available |
| Closed 5% or more lower | not in ladder | Not available | Not available |
| High point 5% or more above | 0.0%0 of 282 | Not available | Not available |
| Low point 5% or more below | 1.1%3 of 282 | Not available | Not available |
4 hoursView outcomes and counts
| Outcome | After this setup | Reference minutes | How often vs reference |
|---|---|---|---|
| Closed 2% or more higher | 10.6%30 of 282 | Not available | Not available |
| Closed 2% or more lower | 6.0%17 of 282 | Not available | Not available |
| Closed 5% or more higher | 0.0%0 of 282 | Not available | Not available |
| Closed 5% or more lower | 0.4%1 of 282 | Not available | Not available |
| High point 5% or more above | 1.4%4 of 282 | Not available | Not available |
| Low point 5% or more below | 2.1%6 of 282 | Not available | Not available |
24 hoursView outcomes and counts
| Outcome | After this setup | Reference minutes | How often vs reference |
|---|---|---|---|
| Closed 2% or more higher | 16.3%46 of 282 | Not available | Not available |
| Closed 2% or more lower | 28.0%79 of 282 | Not available | Not available |
| Closed 5% or more higher | 2.8%8 of 282 | Not available | Not available |
| Closed 5% or more lower | 5.3%15 of 282 | Not available | Not available |
| High point 5% or more above | 9.2%26 of 282 | Not available | Not available |
| Low point 5% or more below | 16.7%47 of 282 | Not available | Not available |
72 hours: Not included in this saved report.
7 days: Not included in this saved report.
Average and median returns are not available in this report. These frequencies alone do not establish profitability.
When did it happen, and how spread out were returns?Frequency over time and the distribution of 30-minute returns
Each bar counts matching setups on one UTC day. Look for clusters: many examples from a short period may reflect the same market episode.
These three groups cover every complete outcome, including the moves smaller than 2%. Bar length shows the share of matches, not the size of the price move.
0 incomplete outcomes excluded. This measures the price at 30 minutes, not the highest or lowest price reached on the way.
Detailed distribution: 14 return ranges
30-minute return distribution · 282 present · 0 absent. Each column counts outcomes in the labelled return range. The ranges have different widths; compare counts, not the shape as a probability density.
"282 episodes of a $5,000,000-plus liquidation hour (deduped false-to-true anchors) over the full corpus: BTC 127, ETH 123, SOL 15 - a majors phenomenon. What follows is chop, not fireworks: 24h forward closed at or beyond +5% in 8 of 282 episodes and at or beyond -5% in 15 of 282; typical 24h MFE and MAE both sit in the 1-5% band. The cohort comparison (same document, cohort_result.v2) shows the tails are NARROWER than baseline, not wider: every other eligible bucket reached +5% in 24h 10.6% of the time and -5% 11.2% (of 41.9M buckets with a complete horizon). But the baseline spans 677 symbols while these episodes are majors-dominated, so much of that gap is composition, not calm. Cost line (flat assumption until measured spreads ship): ~2 bps half-spread on majors + 5 bps taker per side = ~14 bps round trip; deflate thresholds accordingly before reading a net edge. Verdict: "a big liquidation hour means fireworks ahead" does not survive the count. Descriptive only; not advice."
Results since publicationHave new matches appeared, and what happened after them?
Armed as a standing alert (definition #4, linked 2026-07-27): the live alert watches for exactly this definition. It and this page compile to the same ID.
| Outcome | Original study, 2026-05-15 to 2026-07-26 | Since publication, from 2026-07-27 |
|---|---|---|
| Traded 5% or more above the match within 1h | 0 of 282 (0.0%) | loading |
| Closed 2% or more higher at 24h | 46 of 282 (16.3%) | loading |
| Closed 2% or more lower at 24h | 79 of 282 (28.0%) | loading |
Both periods are counted the same way. The later period is the same search on data recorded after publication, not a preregistered test. A missing outcome is never counted as zero.
Matches by marketMost matches: BTCUSDT 127 · ETHUSDT 123 · SOLUSDT 15677 markets itemized
Find where this setup appeared. These are occurrence counts, not performance rankings. Outcomes for individual markets are not included in this saved report.
- BTCUSDT127103,62112.3
- ETHUSDT123103,62111.9
- SOLUSDT15103,6211.4
- SPCXUSDT573,3810.7
- XRPUSDT4103,6210.4
- XAGUSDT373,3810.4
- DOGEUSDT2103,6210.2
- AAVEUSDT173,3810.1
- HYPEUSDT1103,6210.1
- ZECUSDT1103,6210.1
- 0GUSDT073,3810.0
- 1000000BOBUSDT073,3810.0
- 1000000MOGUSDT073,3810.0
- 1000BONKUSDT073,3810.0
- 1000CATUSDT073,3810.0
- 1000CHEEMSUSDT073,3810.0
- 1000FLOKIUSDT073,3810.0
- 1000LUNCUSDT073,3810.0
- 1000PEPEUSDT0103,6210.0
- 1000RATSUSDT073,3810.0
- 1000SATSUSDT073,3810.0
- 1000SHIBUSDT073,3810.0
- 1000XECUSDT073,3810.0
- 1INCHUSDT073,3810.0
- 1MBABYDOGEUSDT073,3810.0
Examples and replaysFirst 50 of 282 matches
Examples, never the denominator; the counts above cover every match. Replay opens 30 minutes before the moment.
Sort the 50 examples shown here. This does not sort all study matches.
ETHUSDT2026-07-24 13:52−0.08%+0.34%−0.51%replay →
| Field | Op | Query | Observed | Scope |
|---|---|---|---|---|
| feature.liq_notional_usd_1h | between | {"gte":5000000} | 5027579.722700002 | setup_point_in_time |
BTCUSDT2026-07-24 13:41−0.14%+0.27%−0.90%replay →
| Field | Op | Query | Observed | Scope |
|---|---|---|---|---|
| feature.liq_notional_usd_1h | between | {"gte":5000000} | 5173998.720239999 | setup_point_in_time |
ETHUSDT2026-07-24 07:11−0.60%+0.33%−0.82%replay →
| Field | Op | Query | Observed | Scope |
|---|---|---|---|---|
| feature.liq_notional_usd_1h | between | {"gte":5000000} | 9467834.020300003 | setup_point_in_time |
BTCUSDT2026-07-23 12:48+0.12%+0.40%−0.15%replay →
| Field | Op | Query | Observed | Scope |
|---|---|---|---|---|
| feature.liq_notional_usd_1h | between | {"gte":5000000} | 5578733.00825 | setup_point_in_time |
ETHUSDT2026-07-23 12:47+0.04%+0.58%−0.20%replay →
| Field | Op | Query | Observed | Scope |
|---|---|---|---|---|
| feature.liq_notional_usd_1h | between | {"gte":5000000} | 5776518.48453 | setup_point_in_time |
ETHUSDT2026-07-22 14:16−0.32%+0.44%−0.65%replay →
| Field | Op | Query | Observed | Scope |
|---|---|---|---|---|
| feature.liq_notional_usd_1h | between | {"gte":5000000} | 5038053.021889997 | setup_point_in_time |
BTCUSDT2026-07-21 13:56−0.12%+0.27%−0.20%replay →
| Field | Op | Query | Observed | Scope |
|---|---|---|---|---|
| feature.liq_notional_usd_1h | between | {"gte":5000000} | 6404987.471269998 | setup_point_in_time |
BTCUSDT2026-07-21 08:25−0.10%+0.10%−0.25%replay →
| Field | Op | Query | Observed | Scope |
|---|---|---|---|---|
| feature.liq_notional_usd_1h | between | {"gte":5000000} | 5133133.43567 | setup_point_in_time |
BTCUSDT2026-07-20 18:13−0.50%+0.09%−0.91%replay →
| Field | Op | Query | Observed | Scope |
|---|---|---|---|---|
| feature.liq_notional_usd_1h | between | {"gte":5000000} | 16191086.698719997 | setup_point_in_time |
ETHUSDT2026-07-20 18:13−0.59%+0.09%−1.24%replay →
| Field | Op | Query | Observed | Scope |
|---|---|---|---|---|
| feature.liq_notional_usd_1h | between | {"gte":5000000} | 7923301.660720002 | setup_point_in_time |
BTCUSDT2026-07-20 15:55−0.06%+0.18%−0.29%replay →
| Field | Op | Query | Observed | Scope |
|---|---|---|---|---|
| feature.liq_notional_usd_1h | between | {"gte":5000000} | 5703951.76527 | setup_point_in_time |
BTCUSDT2026-07-20 05:14−0.00%+0.23%−0.25%replay →
| Field | Op | Query | Observed | Scope |
|---|---|---|---|---|
| feature.liq_notional_usd_1h | between | {"gte":5000000} | 6084430.310160002 | setup_point_in_time |
ETHUSDT2026-07-20 05:14+0.03%+0.32%−0.33%replay →
| Field | Op | Query | Observed | Scope |
|---|---|---|---|---|
| feature.liq_notional_usd_1h | between | {"gte":5000000} | 9186173.004649997 | setup_point_in_time |
ETHUSDT2026-07-17 17:12−0.53%+0.05%−0.75%replay →
| Field | Op | Query | Observed | Scope |
|---|---|---|---|---|
| feature.liq_notional_usd_1h | between | {"gte":5000000} | 11316259.930979999 | setup_point_in_time |
ETHUSDT2026-07-17 14:11−0.38%+0.04%−1.06%replay →
| Field | Op | Query | Observed | Scope |
|---|---|---|---|---|
| feature.liq_notional_usd_1h | between | {"gte":5000000} | 5013673.75081 | setup_point_in_time |
ETHUSDT2026-07-17 13:08−0.53%+0.95%−0.63%replay →
| Field | Op | Query | Observed | Scope |
|---|---|---|---|---|
| feature.liq_notional_usd_1h | between | {"gte":5000000} | 6566485.476380001 | setup_point_in_time |
BTCUSDT2026-07-17 06:17+0.23%+0.37%−0.04%replay →
| Field | Op | Query | Observed | Scope |
|---|---|---|---|---|
| feature.liq_notional_usd_1h | between | {"gte":5000000} | 5225066.0855 | setup_point_in_time |
ETHUSDT2026-07-17 05:59+0.61%+0.74%−0.13%replay →
| Field | Op | Query | Observed | Scope |
|---|---|---|---|---|
| feature.liq_notional_usd_1h | between | {"gte":5000000} | 11224758.75446 | setup_point_in_time |
ETHUSDT2026-07-17 00:37+1.06%+1.18%−0.04%replay →
| Field | Op | Query | Observed | Scope |
|---|---|---|---|---|
| feature.liq_notional_usd_1h | between | {"gte":5000000} | 5889487.190270002 | setup_point_in_time |
SPCXUSDT2026-07-16 22:49+1.22%+2.36%−1.16%replay →
| Field | Op | Query | Observed | Scope |
|---|---|---|---|---|
| feature.liq_notional_usd_1h | between | {"gte":5000000} | 10433563.235006496 | setup_point_in_time |
BTCUSDT2026-07-16 08:11+0.38%+0.46%−0.32%replay →
| Field | Op | Query | Observed | Scope |
|---|---|---|---|---|
| feature.liq_notional_usd_1h | between | {"gte":5000000} | 6419921.4026000025 | setup_point_in_time |
ETHUSDT2026-07-16 08:11−0.25%+0.03%−1.32%replay →
| Field | Op | Query | Observed | Scope |
|---|---|---|---|---|
| feature.liq_notional_usd_1h | between | {"gte":5000000} | 13982524.574789992 | setup_point_in_time |
SPCXUSDT2026-07-15 16:12+0.45%+2.21%−0.03%replay →
| Field | Op | Query | Observed | Scope |
|---|---|---|---|---|
| feature.liq_notional_usd_1h | between | {"gte":5000000} | 5384901.792921401 | setup_point_in_time |
BTCUSDT2026-07-15 12:54+0.38%+0.57%−0.50%replay →
| Field | Op | Query | Observed | Scope |
|---|---|---|---|---|
| feature.liq_notional_usd_1h | between | {"gte":5000000} | 6310365.300569999 | setup_point_in_time |
ETHUSDT2026-07-15 12:50+1.79%+2.15%−0.09%replay →
| Field | Op | Query | Observed | Scope |
|---|---|---|---|---|
| feature.liq_notional_usd_1h | between | {"gte":5000000} | 7303465.833010001 | setup_point_in_time |
BTCUSDT2026-07-14 15:30+0.40%+0.75%+0.00%replay →
| Field | Op | Query | Observed | Scope |
|---|---|---|---|---|
| feature.liq_notional_usd_1h | between | {"gte":5000000} | 6871480.247299998 | setup_point_in_time |
ETHUSDT2026-07-14 15:30−0.42%+0.31%−0.78%replay →
| Field | Op | Query | Observed | Scope |
|---|---|---|---|---|
| feature.liq_notional_usd_1h | between | {"gte":5000000} | 5441421.210469998 | setup_point_in_time |
BTCUSDT2026-07-14 12:31+0.44%+1.00%−0.37%replay →
| Field | Op | Query | Observed | Scope |
|---|---|---|---|---|
| feature.liq_notional_usd_1h | between | {"gte":5000000} | 6775951.319979996 | setup_point_in_time |
ETHUSDT2026-07-14 12:31+2.21%+3.57%−0.16%replay →
| Field | Op | Query | Observed | Scope |
|---|---|---|---|---|
| feature.liq_notional_usd_1h | between | {"gte":5000000} | 5295229.72812 | setup_point_in_time |
ETHUSDT2026-07-14 10:58−0.06%+0.10%−0.44%replay →
| Field | Op | Query | Observed | Scope |
|---|---|---|---|---|
| feature.liq_notional_usd_1h | between | {"gte":5000000} | 5045647.29722 | setup_point_in_time |
BTCUSDT2026-07-13 18:00+0.08%+0.32%−0.11%replay →
| Field | Op | Query | Observed | Scope |
|---|---|---|---|---|
| feature.liq_notional_usd_1h | between | {"gte":5000000} | 5727119.667550001 | setup_point_in_time |
ETHUSDT2026-07-13 17:58+0.05%+0.58%−0.49%replay →
| Field | Op | Query | Observed | Scope |
|---|---|---|---|---|
| feature.liq_notional_usd_1h | between | {"gte":5000000} | 5377108.744269997 | setup_point_in_time |
ETHUSDT2026-07-13 03:34−0.11%+0.29%−0.33%replay →
| Field | Op | Query | Observed | Scope |
|---|---|---|---|---|
| feature.liq_notional_usd_1h | between | {"gte":5000000} | 5146858.93139 | setup_point_in_time |
BTCUSDT2026-07-13 03:10−0.22%+0.18%−0.51%replay →
| Field | Op | Query | Observed | Scope |
|---|---|---|---|---|
| feature.liq_notional_usd_1h | between | {"gte":5000000} | 6478271.890889999 | setup_point_in_time |
ETHUSDT2026-07-13 00:12−1.31%+0.47%−1.57%replay →
| Field | Op | Query | Observed | Scope |
|---|---|---|---|---|
| feature.liq_notional_usd_1h | between | {"gte":5000000} | 6552241.353690003 | setup_point_in_time |
ETHUSDT2026-07-12 00:01−0.34%+0.08%−0.60%replay →
| Field | Op | Query | Observed | Scope |
|---|---|---|---|---|
| feature.liq_notional_usd_1h | between | {"gte":5000000} | 5061464.851249999 | setup_point_in_time |
BTCUSDT2026-07-10 14:19−0.11%+0.34%−0.50%replay →
| Field | Op | Query | Observed | Scope |
|---|---|---|---|---|
| feature.liq_notional_usd_1h | between | {"gte":5000000} | 5752725.55694 | setup_point_in_time |
BTCUSDT2026-07-10 01:49+0.02%+0.15%−0.28%replay →
| Field | Op | Query | Observed | Scope |
|---|---|---|---|---|
| feature.liq_notional_usd_1h | between | {"gte":5000000} | 5554361.895050003 | setup_point_in_time |
BTCUSDT2026-07-09 18:08−0.09%+0.19%−0.32%replay →
| Field | Op | Query | Observed | Scope |
|---|---|---|---|---|
| feature.liq_notional_usd_1h | between | {"gte":5000000} | 5148139.881169999 | setup_point_in_time |
BTCUSDT2026-07-09 03:06+0.39%+0.47%−0.08%replay →
| Field | Op | Query | Observed | Scope |
|---|---|---|---|---|
| feature.liq_notional_usd_1h | between | {"gte":5000000} | 5176031.574619998 | setup_point_in_time |
BTCUSDT2026-07-08 08:28−0.16%+0.29%−0.68%replay →
| Field | Op | Query | Observed | Scope |
|---|---|---|---|---|
| feature.liq_notional_usd_1h | between | {"gte":5000000} | 5101785.199559998 | setup_point_in_time |
BTCUSDT2026-07-08 02:36+0.58%+0.71%−0.25%replay →
| Field | Op | Query | Observed | Scope |
|---|---|---|---|---|
| feature.liq_notional_usd_1h | between | {"gte":5000000} | 5146211.026140001 | setup_point_in_time |
SOLUSDT2026-07-08 02:34+1.07%+1.19%−0.28%replay →
| Field | Op | Query | Observed | Scope |
|---|---|---|---|---|
| feature.liq_notional_usd_1h | between | {"gte":5000000} | 5669245.603251 | setup_point_in_time |
ETHUSDT2026-07-08 02:02+0.01%+0.50%−0.55%replay →
| Field | Op | Query | Observed | Scope |
|---|---|---|---|---|
| feature.liq_notional_usd_1h | between | {"gte":5000000} | 5407978.209140001 | setup_point_in_time |
ETHUSDT2026-07-07 16:53−0.29%+0.06%−0.56%replay →
| Field | Op | Query | Observed | Scope |
|---|---|---|---|---|
| feature.liq_notional_usd_1h | between | {"gte":5000000} | 8526205.268390004 | setup_point_in_time |
ETHUSDT2026-07-07 15:29+0.25%+0.74%−0.07%replay →
| Field | Op | Query | Observed | Scope |
|---|---|---|---|---|
| feature.liq_notional_usd_1h | between | {"gte":5000000} | 5007709.799710004 | setup_point_in_time |
BTCUSDT2026-07-07 14:59+0.20%+0.83%−0.35%replay →
| Field | Op | Query | Observed | Scope |
|---|---|---|---|---|
| feature.liq_notional_usd_1h | between | {"gte":5000000} | 7658620.67581 | setup_point_in_time |
BTCUSDT2026-07-06 21:10−0.38%+0.44%−0.45%replay →
| Field | Op | Query | Observed | Scope |
|---|---|---|---|---|
| feature.liq_notional_usd_1h | between | {"gte":5000000} | 5278117.135619999 | setup_point_in_time |
ETHUSDT2026-07-06 21:10−0.69%+0.53%−0.94%replay →
| Field | Op | Query | Observed | Scope |
|---|---|---|---|---|
| feature.liq_notional_usd_1h | between | {"gte":5000000} | 19457888.72622 | setup_point_in_time |
BTCUSDT2026-07-06 15:51+0.75%+0.97%−0.01%replay →
| Field | Op | Query | Observed | Scope |
|---|---|---|---|---|
| feature.liq_notional_usd_1h | between | {"gte":5000000} | 6768627.944189997 | setup_point_in_time |
Evidence and methodologySetup definition, sample counts, data quality and reproducibility
Use this section to check the setup rules, what was counted and the limits of the source data. The exact query and audit counts are available below.
Published 2026-07-27 by @admin · q#34fc2ca4
The setup: $5M or more liquidated in the trailing hour.
Readings in this definition: Liquidations in the trailing hour. Each page states the exact rule, its limits and what it does not prove.
How the comparison works
Each match is measured from the moment the full setup completes. Rates use only matches with a complete outcome at that time period.
- 282
- matches
- 677
- markets
- 47,387,038
- eligible market-minutes scanned
- 2026-07-24
- last match
No same-scope reference rate is pinned to this report yet.
Technical audit: exact query, source counts and versions
Exact search
These values are what ran, confirmed by the author before the run. Prose on this page is commentary. A chip links to the page that defines its reading.
Pinned result
v2 · nrm.v1 · ft.v1 · rev f0d647bc…69d5d977 · q#34fc2ca4
This ID reruns to the same answer on any day and any account. It never changes; the record grows nightly and a rerun publishes as a new labeled result.
Outcome diagnostics
Methodology and versions
How this is counted
How this is counted
How this is counted
How this is counted
How this is counted
How this is counted
How this is counted
How this is counted
These are counts of what happened in the scanned window, not a promise it happens again. Nothing here is trading advice.