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Add Polars and DuckDB quickstarts for the resource dataset #16

Description

@ChaoYue0307

Outcome

Add copy-pasteable Polars and DuckDB quickstarts to data/README.md so readers can query the resource dataset without first learning the project tooling.

Scope

  • Show how to load the CSV or Parquet dataset with Polars.
  • Show how to query the Parquet dataset directly with DuckDB.
  • Include one useful example in each tool, such as filtering for whole-loop resources or a lifecycle stage.
  • Keep both examples independent of the repository runtime and short enough to understand at a glance.
  • Mention any package installation command required to run the snippets.

Acceptance criteria

  • Both snippets run against the current files in data/.
  • Their output and selected columns are explained in one sentence each.
  • npx --yes markdownlint-cli2 **/*.md passes.
  • No new project dependency is added.

Useful context

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    documentationImprovements or additions to documentationgood first issueGood for newcomershelp wantedExtra attention is needed

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