Datasets:
Maurits Wurzner commited on
bitcoin-mempool-lifecycle: 2026-08-26
Browse files- README.md +99 -0
- e0_run_manifest/2026/08/2026-08-25T1524Z.parquet +3 -0
- e0_run_manifest/2026/08/2026-08-25T1657Z.parquet +3 -0
- e0_run_manifest/2026/08/2026-08-25T1851Z.parquet +3 -0
- e0_run_manifest/2026/08/2026-08-26T0021Z.parquet +3 -0
- e0_run_manifest/2026/08/2026-08-26T0148Z.parquet +3 -0
- e0_run_manifest/2026/08/2026-08-26T1250Z.parquet +3 -0
- e1_mempool_dropped/2026/08/2026-08-26T0148Z.parquet +3 -0
- e1_mempool_dropped/2026/08/2026-08-26T1250Z.parquet +3 -0
- e1_mempool_lifecycle/2026/08/2026-08-25T1524Z.parquet +3 -0
- e1_mempool_lifecycle/2026/08/2026-08-25T1657Z.parquet +3 -0
- e1_mempool_lifecycle/2026/08/2026-08-25T1851Z.parquet +3 -0
- e1_mempool_lifecycle/2026/08/2026-08-26T0021Z.parquet +3 -0
- e1_mempool_minutely/2026/08/2026-08-26T0148Z.parquet +3 -0
- e1_mempool_minutely/2026/08/2026-08-26T1250Z.parquet +3 -0
- e3_mempool_divergence/2026/08/2026-08-25T1524Z.parquet +3 -0
- e3_mempool_divergence/2026/08/2026-08-25T1657Z.parquet +3 -0
- e3_mempool_divergence/2026/08/2026-08-25T1851Z.parquet +3 -0
- e3_mempool_divergence/2026/08/2026-08-26T0021Z.parquet +3 -0
- e3_mempool_divergence/2026/08/2026-08-26T0148Z.parquet +3 -0
- e3_mempool_divergence/2026/08/2026-08-26T1250Z.parquet +3 -0
- e8_btc_mempool_lifecycle/2026/08/2026-08-25T1657Z.parquet +3 -0
- e8_btc_mempool_lifecycle/2026/08/2026-08-25T1851Z.parquet +3 -0
- e8_btc_mempool_lifecycle/2026/08/2026-08-26T0148Z.parquet +3 -0
- e8_btc_mempool_lifecycle/2026/08/2026-08-26T1250Z.parquet +3 -0
- e9_btc_mempool_divergence/2026/08/2026-08-25T1657Z.parquet +3 -0
- e9_btc_mempool_divergence/2026/08/2026-08-25T1851Z.parquet +3 -0
- e9_btc_mempool_divergence/2026/08/2026-08-26T0021Z.parquet +3 -0
- e9_btc_mempool_divergence/2026/08/2026-08-26T0148Z.parquet +3 -0
- e9_btc_mempool_divergence/2026/08/2026-08-26T1250Z.parquet +3 -0
README.md
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| 1 |
+
---
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| 2 |
+
license: odc-by
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| 3 |
+
pretty_name: "Bitcoin mempool lifecycle, dwell times and fee estimates"
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| 4 |
+
tags:
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| 5 |
+
- mempool
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| 6 |
+
- transaction-fees
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| 7 |
+
- fee-estimation
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| 8 |
+
- bitcoin
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| 9 |
+
- litecoin
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| 10 |
+
- ethereum
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| 11 |
+
- blockchain
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| 12 |
+
- cryptocurrency
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| 13 |
+
- time-series
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| 14 |
+
task_categories:
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| 15 |
+
- time-series-forecasting
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| 16 |
+
size_categories:
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| 17 |
+
- 1M<n<10M
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| 18 |
+
---
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| 19 |
+
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| 20 |
+
# Bitcoin mempool lifecycle
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| 21 |
+
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| 22 |
+
What happens to a transaction between being broadcast and being mined: when we first saw it, how
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| 23 |
+
long it waited, what fee it paid, and whether it was ever mined at all.
|
| 24 |
+
|
| 25 |
+
A confirmed transaction keeps its body forever but loses its timing, and one that is never mined
|
| 26 |
+
leaves no trace at all. We checked this on Bitcoin before collecting anything: the public
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| 27 |
+
first-seen lookup answers while a transaction is unconfirmed and returns 0 once it is mined,
|
| 28 |
+
whether that was a day ago or a year ago. So it gets recorded as it happens or not at all.
|
| 29 |
+
|
| 30 |
+
Bitcoin is the point of this repo. Litecoin runs the same collector. Ethereum is included as a
|
| 31 |
+
second observation, but if you want Ethereum specifically, the
|
| 32 |
+
[Flashbots Mempool Dumpster](https://github.com/flashbots/mempool-dumpster) publishes the same
|
| 33 |
+
measurement daily under CC-0, from a wider node network and going back to September 2023. Theirs
|
| 34 |
+
is better than ours; use it.
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| 35 |
+
|
| 36 |
+
## What is in here
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| 37 |
+
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| 38 |
+
| name | one row is |
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| 39 |
+
|---|---|
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| 40 |
+
| `e8_btc_mempool_lifecycle` | a Bitcoin transaction: first seen, fee rate, mined height, blocks waited, fate |
|
| 41 |
+
| `e9_btc_mempool_divergence` | one provider's pending-set size and overlap with another, at an instant |
|
| 42 |
+
| `e11_ltc_mempool_lifecycle` | the same as e8, for Litecoin (single provider, no cross-check) |
|
| 43 |
+
| `e15_fee_estimators` | one fee estimate from one of five providers, at one confirmation target |
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| 44 |
+
| `e1_mempool_minutely` | one minute of Ethereum mempool activity: arrivals, fates, dwell quantiles |
|
| 45 |
+
| `e1_mempool_dropped` | an Ethereum transaction that was never mined, in full |
|
| 46 |
+
| `e3_mempool_divergence` | one Ethereum node's pending view against three others |
|
| 47 |
+
| `e0_run_manifest` | one collection window: polls, failures, coverage counters |
|
| 48 |
+
|
| 49 |
+
## Before you build on this
|
| 50 |
+
|
| 51 |
+
Most of these came out of getting something wrong first.
|
| 52 |
+
|
| 53 |
+
- `first_seen_ts` is when WE saw it, on our clock, from our own polling. The network saw it a
|
| 54 |
+
little earlier. We never copy a provider's own first-seen field.
|
| 55 |
+
- Rows with `pre_existing = true` were already pending when a window opened. Their real arrival
|
| 56 |
+
time is unknowable, so `first_seen_ts` is null there rather than a made-up value.
|
| 57 |
+
- Bitcoin `fate = "dropped"` starts 2026-08-26. Before that, a bug made drops impossible to
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| 58 |
+
record: the status endpoint reports `confirmed: false` for a replaced transaction exactly as it
|
| 59 |
+
does for a waiting one, and we read that as proof it was still pending. Earlier partitions are
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| 60 |
+
kept as collected rather than rewritten.
|
| 61 |
+
- We only call something dropped once it is missing from the chain, missing from two providers'
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| 62 |
+
pools, and missing for ten polls running. Weaker tests do not work: a plain poll-to-poll diff
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| 63 |
+
invented 642 "drops" in 200 seconds and every one we checked was still in the mempool.
|
| 64 |
+
- `fee_rate_sat_vb` is present on roughly a fifth of observed arrivals, sampled from the recent
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| 65 |
+
feed. It is never estimated for the rest, because a guessed fee rate would ruin the analyses
|
| 66 |
+
the column exists for.
|
| 67 |
+
- Mempools are node-local, and how long a node keeps things is its own choice rather than a
|
| 68 |
+
protocol rule. Ours served 115-day-old entries where Bitcoin Core would have evicted after 336
|
| 69 |
+
hours. `e9` tracks how far apart two providers are, usually several thousand transactions.
|
| 70 |
+
- Bitcoin dwell times are long. Around 10 minutes for transactions that confirm quickly, but the
|
| 71 |
+
pool also holds a standing backlog whose median age is over 100 days. That is Bitcoin's fee
|
| 72 |
+
market, not a collection error.
|
| 73 |
+
- Fee estimators disagree much more than their marketing suggests: one sample showed a 6.7x
|
| 74 |
+
spread across five providers on the same six-block target. Targets are normalised to a block
|
| 75 |
+
count and the raw payload field is kept per row, so you can check that rather than trust it.
|
| 76 |
+
- Ethereum is stored as per-minute aggregates plus full rows for never-mined transactions.
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| 77 |
+
|
| 78 |
+
Partitions are parquet, one file per collection window, under `dataset/YYYY/MM/`. This repo carries a rolling 7-day window of the panels above; the accumulated history is held privately.
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| 79 |
+
|
| 80 |
+
```python
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| 81 |
+
from huggingface_hub import snapshot_download
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| 82 |
+
import pandas as pd, glob
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| 83 |
+
|
| 84 |
+
path = snapshot_download("SleeveZipper/bitcoin-mempool-lifecycle", repo_type="dataset",
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| 85 |
+
allow_patterns="e8_btc_mempool_lifecycle/**")
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| 86 |
+
df = pd.concat(map(pd.read_parquet,
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| 87 |
+
glob.glob(f"{path}/e8_btc_mempool_lifecycle/**/*.parquet", recursive=True)))
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| 88 |
+
```
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| 89 |
+
|
| 90 |
+
## Coverage
|
| 91 |
+
|
| 92 |
+
`e0_run_manifest` lists every collection window with its poll counts and failure counts, and is
|
| 93 |
+
published in full rather than windowed. Gaps between windows are real, cannot be filled in
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| 94 |
+
afterwards, and nothing here is interpolated.
|
| 95 |
+
|
| 96 |
+
## License and contact
|
| 97 |
+
|
| 98 |
+
ODC-BY: use it freely, credit "DataForge (SleeveZipper)". Questions and requests for the full
|
| 99 |
+
history via the discussions tab.
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