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  1. README.md +75 -117
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README.md CHANGED
@@ -1,153 +1,111 @@
1
  ---
2
  license: odc-by
3
- pretty_name: "Bitcoin and Litecoin mempool: dwell times, drops, and block composition"
4
  tags:
5
- - mempool
6
- - bitcoin
7
- - litecoin
8
- - unconfirmed-transactions
9
- - transaction-fees
10
- - blockchain
11
- - cryptocurrency
12
- - time-series
13
  task_categories:
14
- - time-series-forecasting
15
  size_categories:
16
- - 1M<n<10M
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
17
  ---
18
 
19
- # Bitcoin mempool lifecycle
20
 
21
- Transactions from the moment they appear in the mempool to whatever happens to them: mined,
22
- still waiting, or dropped without ever reaching a block.
23
-
24
- A confirmed transaction keeps its contents forever but loses its timing. One that is never mined
25
- leaves no record at all. Both are recorded here as they happen.
26
 
27
  ## Contents
28
 
29
- | name | one row is |
30
- |---|---|
31
- | `e8_btc_mempool_lifecycle` | a Bitcoin transaction: first seen, fee rate, mined height, blocks waited, fate |
32
- | `e9_btc_mempool_divergence` | one view of the pending set at one instant, sized and compared against the others |
33
- | `e11_ltc_mempool_lifecycle` | the same, for Litecoin |
34
- | `e8_btc_block_composition` | one block: how much of it we had already seen pending |
35
-
36
- Ethereum moved to its own repo, `ethereum-mempool`, rather than sitting inside a Bitcoin panel.
37
- Peer-to-peer propagation and relay floors likewise moved to `bitcoin-network-propagation`.
38
-
39
- ## Fee rate coverage
40
-
41
- `fee_rate_sat_vb` is present on a portion of rows and that portion changes over time. It is
42
- sampled, never estimated: a guessed fee rate would ruin the analyses the column exists for.
43
-
44
- Coverage by day, as a share of transactions observed arriving (`pre_existing == False`):
45
-
46
- | date | coverage |
47
  |---|---|
48
- | 2026-08-25 | none |
49
- | 2026-08-26 | ~4% |
50
- | 2026-08-27 | ~14% |
51
- | 2026-08-28 | ~16% early, ~67% late |
52
- | 2026-08-29 onward | ~67% |
53
-
54
- Coverage of transactions already pending when a collection window opened moved from about 1% to
55
- about 99% on 2026-08-28. Dropped rows inherit that figure and reached 94% on 2026-08-29.
56
-
57
- Partitions from 2026-08-29 are substantially denser than earlier ones. Compute coverage per
58
- partition rather than assuming a constant:
59
-
60
- ```python
61
- obs = df[~df.pre_existing.astype(bool)]
62
- coverage = obs.fee_rate_sat_vb.notna().mean()
63
- ```
64
-
65
- Rows without a fee rate are complete in every other respect, so they remain usable for lifecycle
66
- work. Only fee-conditioned analysis is affected.
67
-
68
- ## Reading the fate column
69
-
70
- `dropped` means the transaction was confirmed absent from the chain, absent from every pending
71
- view held, and stayed absent through a debounce period. It is not inferred from a single
72
- observation. `unresolved` means it went missing but could not be confirmed, and is never counted
73
- as a drop.
74
 
75
- Bitcoin `fate = "dropped"` begins 2026-08-26. Earlier partitions contain no drops because a
76
- defect made them impossible to record, not because none occurred.
77
 
78
- ## How much of a block did we already know about
79
 
80
- `e8_btc_block_composition` counts, for every block, how many of its transactions were already in
81
- our mempool view and how many appeared for the first time in the block itself.
82
 
83
- The second number is the interesting one. A transaction that reaches a miner without crossing the
84
- public relay network looks exactly like this, which is what direct-to-pool submission is. So does
85
- a transaction broadcast in the seconds between two of our polls, and so does one our providers
86
- simply never held. **The column is therefore an upper bound on out-of-band submission, not a
87
- measurement of it**, and `polls_so_far`, `poll_failures` and `pool_size_at_block` travel on every
88
- row so the bound can be tightened or discarded.
89
 
90
- It doubles as a coverage statement for the rest of this repo. If you want to know how complete
91
- the mempool view behind `e8_btc_mempool_lifecycle` is, this is the answer, block by block, in the
92
- data rather than in a claim. One observed block held 4,823 transactions excluding the coinbase,
93
- of which 4,804 were already in view: 99.6% captured, and 19 seen for the first time in the block
94
- itself.
95
 
96
- The coinbase is excluded, since it is created by the miner and never broadcast; counting it would
97
- add one guaranteed unseen transaction to every block. Blocks mined before a run's baseline was
98
- established are not recorded at all, because none of their transactions could have been seen and
99
- the row would read 100% unseen for a reason that has nothing to do with the network.
100
 
101
- ## Package fee rates
102
 
103
- A transaction's own fee rate is not what decides whether it is mined. A miner sorts by the
104
- ANCESTOR fee rate, so a transaction with an unconfirmed low-fee parent is worth less than it
105
- appears, and a child paying a large fee lifts its parent with it.
106
 
107
- `effective_fee_rate_sat_vb` is `ancestor_fees_sat / ancestor_vsize`. For a transaction with no
108
- unconfirmed parents it equals `fee_rate_sat_vb` exactly; where they diverge, the effective rate
109
- is the one that governs inclusion. One snapshot held a transaction paying 28.4 sat/vB whose
110
- effective rate was 2.1.
111
 
112
- `ancestor_count` above 1 marks membership in an unconfirmed chain, which is how fee bumping by
113
- a child shows up. The descendant columns are the mirror: what is waiting on this transaction.
114
 
115
- These come from a full node's own view, so they are null for transactions it never held, and
116
- they are recorded as first observed. Package structure changes as parents confirm, so treat
117
- them as the state at first sight rather than a running value.
118
 
119
- ## Before you build on this
120
 
121
- - Pending sets are node-local. What one view holds is not what the network holds, and retention
122
- is a configuration choice rather than a protocol rule. `e9` exists to size that disagreement,
123
- and it is large: at one instant the views ranged from about 6,000 to about 87,000 pending
124
- transactions, with only 7% common to all of them.
125
- - Dropped rows carry a fee rate far less often than mined rows. Every drop observed so far was
126
- already pending when its window opened, and fee sampling favours arrivals.
127
- - A fee rate of exactly 0 is real and rare. Filter on `fee_rate_sat_vb > 0` if a zero would
128
- break your arithmetic rather than treating it as a decode fault.
129
- - Timestamps are ours, taken at observation. They are not consensus timestamps and carry our
130
- network distance to whatever served the data.
131
 
132
- Partitions are parquet, one file per collection window, under `dataset/YYYY/MM/`. Every dataset here carries a FIXED 7-day sample WINDOW starting at its own first day of collection, together spanning 2026-08-25 to 2026-09-05, so you can check schema, coverage and quality before asking for more. It does not advance, so there is nothing to gain by re-downloading it. The full history is held privately, available on request.
133
 
134
  ```python
135
- from huggingface_hub import snapshot_download
136
- import pandas as pd, glob
137
 
138
- path = snapshot_download("dataforge-labs/bitcoin-mempool-lifecycle", repo_type="dataset",
139
- allow_patterns="e8_btc_mempool_lifecycle/**")
140
- df = pd.concat(map(pd.read_parquet,
141
- glob.glob(f"{path}/e8_btc_mempool_lifecycle/**/*.parquet", recursive=True)))
142
  ```
143
 
144
  ## Coverage
145
 
146
- `e0_run_manifest` lists every collection window with its poll counts and failure counts, and is
147
- published in full rather than windowed. Gaps between windows are real, cannot be filled in
148
- afterwards, and nothing here is interpolated.
149
 
150
  ## License and contact
151
 
152
- ODC-BY: use it freely, credit "DataForge (dataforge-labs)". Questions and requests for the full
153
- history via the discussions tab.
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
  ---
2
  license: odc-by
3
+ pretty_name: Bitcoin and Litecoin transaction lifecycle observations
4
  tags:
5
+ - mempool
6
+ - bitcoin
7
+ - litecoin
8
+ - unconfirmed-transactions
9
+ - transaction-fees
10
+ - blockchain
11
+ - cryptocurrency
12
+ - time-series
13
  task_categories:
14
+ - time-series-forecasting
15
  size_categories:
16
+ - 1M<n<10M
17
+ configs:
18
+ - config_name: bitcoin_transaction_lifecycle
19
+ data_files:
20
+ - split: train
21
+ path: bitcoin_transaction_lifecycle/**/*.parquet
22
+ default: true
23
+ - config_name: bitcoin_mempool_comparison
24
+ data_files:
25
+ - split: train
26
+ path: bitcoin_mempool_comparison/**/*.parquet
27
+ - config_name: litecoin_transaction_lifecycle
28
+ data_files:
29
+ - split: train
30
+ path: litecoin_transaction_lifecycle/**/*.parquet
31
+ - config_name: bitcoin_block_composition
32
+ data_files:
33
+ - split: train
34
+ path: bitcoin_block_composition/**/*.parquet
35
+ - config_name: collection_runs
36
+ data_files:
37
+ - split: train
38
+ path: collection_runs/**/*.parquet
39
  ---
40
 
41
+ # Bitcoin and Litecoin mempool lifecycle
42
 
43
+ Transaction observations covering first sight, time spent pending, confirmation and disappearance from monitored mempools. The repository also contains comparisons between Bitcoin provider views and a measure of how much of each block was visible before it arrived.
 
 
 
 
44
 
45
  ## Contents
46
 
47
+ | Table | Record |
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
48
  |---|---|
49
+ | `bitcoin_transaction_lifecycle` | A Bitcoin transaction's observed lifecycle, fee information and outcome |
50
+ | `bitcoin_mempool_comparison` | A provider's pending-set size and overlap with other views |
51
+ | `litecoin_transaction_lifecycle` | A Litecoin transaction lifecycle observation |
52
+ | `bitcoin_block_composition` | A block's previously observed and newly seen transaction counts |
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
53
 
54
+ ## Observation coverage
 
55
 
56
+ `pre_existing` identifies transactions already pending when a collection window opened. Their first-seen times do not establish when they originally entered the network.
57
 
58
+ `fee_rate_sat_vb` is populated only where a fee was obtained. Coverage changed substantially during the initial collection period, especially on 2026-08-28. Measure the non-null share within each partition and outcome group before conducting fee-based analysis. A missing fee does not by itself invalidate the other lifecycle fields.
 
59
 
60
+ Bitcoin dropped-transaction records begin on 2026-08-26. An earlier collection defect prevented this classification, so the absence of drops before that date is not evidence that none occurred.
 
 
 
 
 
61
 
62
+ ## Outcomes and package fields
 
 
 
 
63
 
64
+ `dropped` requires the collector's absence checks and debounce period. `unresolved` records a disappearance whose outcome could not be established. These labels describe observations within a collection window; a transaction may later reappear or confirm. Litecoin uses a single-provider view, so it has less cross-checking than Bitcoin.
 
 
 
65
 
66
+ `effective_fee_rate_sat_vb` is `ancestor_fees_sat / ancestor_vsize`. Ancestor and descendant fields describe package structure when recorded, which can change as related transactions confirm. This ratio is useful context for fee analysis, but it is not a guarantee of miner selection.
67
 
68
+ ## Block composition and limitations
 
 
69
 
70
+ The block-composition table excludes the coinbase and counts transactions the collector had already observed pending. Transactions first seen in a block may reflect private submission, missed polls or gaps in provider visibility. The unseen share is an upper-bound proxy for private submission, not a direct measurement.
 
 
 
71
 
72
+ Use `polls_so_far`, `poll_failures` and `pool_size_at_block` to assess that comparison. Mempools differ between nodes, and timestamps include polling and network delays. Zero fee rates can be valid observations; distinguish them from nulls.
 
73
 
74
+ ## Files and access
 
 
75
 
76
+ Data is stored as Parquet files under `table_name/YYYY/MM/`, with partitions for collection windows. Each measurement table has a fixed 7-day sample beginning at its configured collection start date. The sample windows in this repository span 2026-08-25 to 2026-09-05. Availability within each window depends on successful collection. The public sample dates remain fixed as additional history accumulates privately. Contact DataForge through the discussions tab to enquire about additional history.
77
 
78
+ ### Load a table
 
 
 
 
 
 
 
 
 
79
 
80
+ Install `datasets` and `pandas` to run this example. The `train` split contains all observations in the selected table; it is not a predefined modelling split.
81
 
82
  ```python
83
+ from datasets import load_dataset
 
84
 
85
+ data = load_dataset("dataforge-labs/bitcoin-mempool-lifecycle",
86
+ "bitcoin_transaction_lifecycle", split="train")
87
+ df = data.to_pandas()
 
88
  ```
89
 
90
  ## Coverage
91
 
92
+ `collection_runs` records collection windows, poll counts and failures. It is published in full and may cover dates beyond the fixed data sample. Collection gaps are not interpolated. Use this table together with measurement timestamps and error fields to assess coverage.
 
 
93
 
94
  ## License and contact
95
 
96
+ The public sample is published under ODC-BY. Attribute it to "DataForge (dataforge-labs)". For questions about the data or access to additional history, open a discussion in this repository.
97
+
98
+ <details>
99
+ <summary>Earlier file paths</summary>
100
+
101
+ Each table is stored under a directory with the same descriptive name. The file contents and date partitions are unchanged. Scripts using an earlier directory name should use the corresponding table name below, or pin downloads to revision `before-folder-rename-20260915` to access the original layout. Internal collector IDs are retained in the private archive and may appear in raw coverage records.
102
+
103
+ | Current table and directory | Earlier directory |
104
+ |---|---|
105
+ | `bitcoin_transaction_lifecycle` | `e8_btc_mempool_lifecycle/` |
106
+ | `bitcoin_mempool_comparison` | `e9_btc_mempool_divergence/` |
107
+ | `litecoin_transaction_lifecycle` | `e11_ltc_mempool_lifecycle/` |
108
+ | `bitcoin_block_composition` | `e8_btc_block_composition/` |
109
+ | `collection_runs` | `e0_run_manifest/` |
110
+
111
+ </details>
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