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Definisi backfilled datahistorical reconstruction

Backfill

Filling in historical data for a period that was not collected at the time, by reconstructing it after the fact.

Backfilling happens whenever a provider adds a new chain or asset and rebuilds its history from archive nodes, introduces a new metric and computes it for past dates, or patches a gap left by an outage. It is normal and often necessary, but it changes what the data means. Reconstruction uses today's knowledge, including today's address labels, today's contract list, and today's venue inclusion rules, none of which existed at the historical date, which imports look-ahead bias into anything built on the series. Re-derivation from archives can also fail to reproduce what was actually published at the time. Good practice is to mark backfilled ranges explicitly so users can distinguish them from data captured live.

Dalam praktik

A metric introduced this year but shown stretching back several years was necessarily computed retrospectively, using the contract and label sets known now.

Kesalahpahaman yang umum terjadi

A long, smooth history does not mean the data was collected throughout that period; much of it may have been recomputed later under today's rules.

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Istilah terkait

Data Provider A company or project that collects, cleans, and publishes digital-asset data such as prices, supply…
Indexer Software that reads a blockchain block by block and reorganizes its contents so applications can…
Look-Ahead Bias Using information in a study of the past that was not actually available at the time, which makes…
Methodology The documented rules a provider uses to define and calculate a metric, including what is counted…
Revision A change to a previously published data point after new information arrives or a calculation is…
Survivorship Bias A distortion that appears when failed or delisted assets drop out of a dataset, making the ones…
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