Datasets:
pump.fun and PumpSwap trades, 2026-10-15 (UTC), failed trades kept
Browse files
README.md
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---
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license: cc-by-4.0
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pretty_name: pump.fun and PumpSwap trades, one day (pumpdata sample)
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language:
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- en
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tags:
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- solana
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- pump.fun
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- pumpswap
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- memecoins
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- defi
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- crypto
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- blockchain
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- trades
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- parquet
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size_categories:
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- 10M<n<100M
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task_categories:
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- tabular-classification
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- time-series-forecasting
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configs:
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- config_name: default
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data_files:
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- split: train
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path: data/*.parquet
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---
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# pumpdata sample: one UTC day of pump.fun and PumpSwap trades, failed trades kept
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One UTC day, **2026-10-15**, of every pump.fun bonding-curve trade and every PumpSwap trade in the pumpdata.fun
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archive, with the trades that failed on chain kept beside the ones that landed. It's read from the chain's own
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ledger, not an indexer's copy. Parquet, zstd, in shards of at most 500 MB. Not affiliated with pump.fun.
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From [pumpdata.fun](https://pumpdata.fun/?utm_source=hf&utm_medium=listing&utm_campaign=open): every PumpSwap trade, ever, sold by the call to trading agents (base rates, wallet records, launch records, replays) in USDC over x402. Free daily base rates: [/public/baserate.json](https://pumpdata.fun/public/baserate.json?utm_source=hf&utm_medium=listing&utm_campaign=open) and [/today](https://pumpdata.fun/today?utm_source=hf&utm_medium=listing&utm_campaign=open).
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## Coverage
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| | |
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|---|---|
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| UTC day | `2026-10-15T00:00:00Z` to `2026-10-16T00:00:00Z` (end exclusive) |
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| rows | 41,082,426 |
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| landed trades | 21,684,219 (curve 4,556,524, PumpSwap 17,127,695) |
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| failed trades | 19,398,207 (curve 9,367,134, PumpSwap 10,031,073) |
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| PumpSwap landed trades in the coin's own migration pool / in other pools | 10,915,792 / 6,211,903 |
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| distinct mints / wallets / pools | 79,138 / 848,877 / 19,659 |
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| first / last block time | 2026-10-15T00:00:00Z / 2026-10-15T23:59:59Z |
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| longest stretch with no landed trade | 2 s |
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| raw venue codes (`venue:venue_code` rows) | `curve:c` 13,923,658, `pumpswap:a` 27,158,768 |
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| archive epochs read | 1057, 1058 |
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| shards / size | 3 / 1,209.5 MB |
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| shard | rows | size |
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|---|---|---|
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| `data/pumpdata-2026-10-15-00000-of-00003.parquet` | 14,310,973 | 436.5 MB |
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| `data/pumpdata-2026-10-15-00001-of-00003.parquet` | 14,310,973 | 422.5 MB |
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| `data/pumpdata-2026-10-15-00002-of-00003.parquet` | 12,460,480 | 350.5 MB |
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The archive begins Mar 10, 2025 and PumpSwap launched Mar 20, 2025. This sample is one day of it. The full history, any month or a custom cut is the bulk
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tier: support@pumpdata.fun, or [pumpdata.fun](https://pumpdata.fun/?utm_source=hf&utm_medium=listing&utm_campaign=open).
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## The UTC day
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A row belongs to the day when its **block time** is in `[2026-10-15T00:00:00Z, 2026-10-16T00:00:00Z)`. Block time is the
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Solana block's own timestamp (unix seconds), the same `ts` every pumpdata call uses. For a failed trade it's the
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time of the block the failed transaction landed in (the archive's `blocks.parquet`, by slot). Midnight
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`00:00:00Z` is in. The next midnight is in the next day.
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## Columns
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Rows are ordered by `(ts, slot, idx, failed)` within and across shards (shard `00000` comes first).
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| column | type | meaning |
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|---|---|---|
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| `block_time` | timestamp, UTC | block time, as a timestamp |
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| `ts` | int64 | block time, unix seconds |
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| `slot` | int64 | Solana slot |
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| `idx` | int32 | the trade's position within its slot, as the archive orders it (landed and failed rows each have their own `idx`) |
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| `venue` | string | `curve` (the pump.fun bonding curve) or `pumpswap` (a PumpSwap pool) |
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| `venue_code` | string | the archive's raw venue code. Curve codes are `c`, `curve`, `bonding_curve` or `0`, and any other code is PumpSwap. The coverage table lists the codes present |
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| `failed` | bool | `false`: the trade landed. `true`: the transaction tried a curve or PumpSwap trade, made it into a block and failed (`error` says why). Failed rows have no amounts and no reserves, only who tried what, the fee they paid and the error |
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| `mint` | string | the token's mint address |
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| `pool` | string | the PumpSwap pool address. Null on curve rows and on failed rows (the archive keeps no pool for a failed trade) |
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| `migration_pool` | bool | PumpSwap landed rows only: `true` when `pool` is the coin's own pump.fun migration pool quoted in WSOL (its `migrate` and `pool` events, as pumpdata's base rates count it), `false` for any other pool trading the mint (third-party pools, other quotes). Null on curve and failed rows |
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| `wallet` | string | the trader: the trade's user, or the failed transaction's signer |
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| `side` | string | `buy` or `sell` (of the token) |
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| `sol_lamports` | int64 | SOL in the trade, lamports (1 SOL = 1e9). Null on failed rows |
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| `token_amount` | int64 | tokens in the trade, base units (pump.fun tokens have 6 decimals). Null on failed rows |
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| `r1`, `r2`, `r3` | float64 | reserves as the archive's parser stores them. Null on failed rows. **Curve:** `r1` is the SOL reserve (lamports) and `r2` the token reserve (base units), price in SOL per token = `(r1 / 1e9) / (r2 / 1e6)`. **PumpSwap:** `r1` is the base (token) reserve and `r2` the quote (WSOL, lamports) reserve before the trade, and `r3` is a quote-side amount pumpdata adds to the quote reserve when it prices a pool. Pool rows before about epoch 1030 carry no `r3`. |
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| `fee_lamports` | int64 | failed rows only: the fee the failed transaction paid, lamports |
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| `error` | string | failed rows only: the transaction's error as the runtime reported it |
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| `epoch` | int32 | the archive epoch the row was read from |
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## Reading it
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```python
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import duckdb
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duckdb.sql("SELECT venue, failed, count(*) FROM 'data/*.parquet' GROUP BY ALL")
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```
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```python
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import pandas as pd
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df = pd.read_parquet("data/") # pyarrow; block_time comes back tz-aware UTC
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```
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## Made by
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pumpdata.fun, from its own archive of the chain (per epoch: trades, failed trades, block times and migration events), exported 2026-10-17. Questions: support@pumpdata.fun.
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## License
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CC BY 4.0: use it, share it, build on it; credit pumpdata.fun with a link.
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data/pumpdata-2026-10-15-00000-of-00003.parquet
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version https://git-lfs.github.com/spec/v1
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oid sha256:d3880bbf229b3387f3c1f2795c42d434a57bca60e1fdac5d09d3b229f3d47399
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size 436528758
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data/pumpdata-2026-10-15-00001-of-00003.parquet
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version https://git-lfs.github.com/spec/v1
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oid sha256:f794779e79e49902214e6c3484b38b0484346e4734544e25bf4cf122a0319eee
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size 422477472
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data/pumpdata-2026-10-15-00002-of-00003.parquet
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version https://git-lfs.github.com/spec/v1
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oid sha256:7b00b0e9c7ae1fdcf5de10dd8dedb425cc34c4e1f40670aba06667a7ce39eef1
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size 350517895
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summary.json
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{
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"day": "2026-10-15",
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"utc_from": "2026-10-15T00:00:00Z",
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"utc_to_exclusive": "2026-10-16T00:00:00Z",
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"rows_total": 41082426,
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"rows_landed": 21684219,
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"rows_failed": 19398207,
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"rows_by_venue": {
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"curve_landed": 4556524,
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"curve_failed": 9367134,
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"pumpswap_landed": 17127695,
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"pumpswap_failed": 10031073
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},
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"venue_codes": {
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"curve:c": 13923658,
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"pumpswap:a": 27158768
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},
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"pumpswap_landed_in_migration_pool": 10915792,
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"pumpswap_landed_in_other_pools": 6211903,
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"distinct_mints": 79138,
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"distinct_wallets": 848877,
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"distinct_pools": 19659,
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"first_block_time": "2026-10-15T00:00:00Z",
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"last_block_time": "2026-10-15T23:59:59Z",
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"longest_gap_s": 2,
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"epochs": [
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1057,
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1058
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],
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"archive_last_ts": "2026-10-16T03:31:07Z",
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"shards": [
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{
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"file": "data/pumpdata-2026-10-15-00000-of-00003.parquet",
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"rows": 14310973,
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"bytes": 436528758,
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"first_ts": 1792022400,
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"last_ts": 1792057415
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},
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{
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"file": "data/pumpdata-2026-10-15-00001-of-00003.parquet",
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"rows": 14310973,
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| 42 |
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"bytes": 422477472,
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| 43 |
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"first_ts": 1792057415,
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| 44 |
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"last_ts": 1792088024
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},
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{
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"file": "data/pumpdata-2026-10-15-00002-of-00003.parquet",
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"rows": 12460480,
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| 49 |
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"bytes": 350517895,
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| 50 |
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"first_ts": 1792088024,
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| 51 |
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"last_ts": 1792108799
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}
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],
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"shard_count": 3,
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"bytes_total": 1209524125,
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"generated_at": "2026-10-17T20:57:16Z",
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"elapsed_s": 86.0
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}
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