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statistics

2 registry resources · 2 tutorials · roadmap: Foundations

What this topic covers

DE//AGENT currently lists 2 resources under statistics: 2 tutorials. Everything below is derived from the live registry — counts, capabilities, verification state and security posture come from the curated records, never from marketing copy.

What you can learn here

Documented learning objectives across these resources:

Where this fits in the learning roadmap

These resources map to stage: Foundations (2). Follow the four-phase roadmap to place this topic inside a progression instead of learning it in isolation.

Compare the registry's options

Every entry, its shape and its trust state — sorted by the registry's composite score. This table is the honest version of a marketing comparison: no sponsored placements, no unverifiable claims.

ResourceTypeDifficultyVerificationScore
Open the Parquet file — row groups, pages, encodingsTutorialbeginnercommunity34.15
Format-driven performance incidents — small scans and wrong layoutsTutorialintermediatecommunity34.15

How scores are computed: source quality score.

Where to start

Highest composite score first:

  1. Open the Parquet file — row groups, pages, encodings score 34.15 — beginner
  2. Format-driven performance incidents — small scans and wrong layouts score 34.15 — intermediate

Scores rank provenance, completeness and trust — read how verification works before adopting anything.

Good fits

Production use cases

  • Open the Parquet file — row groups, pages, encodings — A Parquet file is not a black box — it is row groups of column chunks made of pages, with statistics that readers use for predicate pushdown. Learn the anatomy from the two Parquet… details
  • Format-driven performance incidents — small scans and wrong layouts — When a scan reads the whole lake for one column, the cause is usually the file layout, not the engine — missing statistics, row groups sized without intent, encodings chosen by def… details

Further study

Adjacent topics: tutorial (2 shared).

Study path: the roadmap places this topic in a progression · the scoring model explains the numbers · the trust rule catalog shows every security check these entries passed through.

Full resource list

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