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Learner tutorial

This tutorial uses deterministic synthetic data so the pipeline can be studied without NHS downloads.

Run a three-month example

python automation/pipeline_cli.py demo --months 3

On Windows, RUN_DEMO.cmd runs the same command. Inspect:

  • work/demo_3_months/inputs/ for contract-shaped source files;
  • work/demo_3_months/pipeline.sqlite for intermediate tables;
  • work/demo_3_months/outputs/ for analytical tables; and
  • pipeline_validation_results.csv for the gates.

Follow one key

Choose one practice and month. Compare it across OCS, GPAD, CBT, the union spine and a matched output. Notice that:

  • source-led views keep the selected source even when another source is absent;
  • the union spine preserves every reported source key;
  • matched views contain only common eligible keys; and
  • missing reporting is not changed to zero.

The analytical design index explains why each population differs.

The demo runs no clustering and its values are not NHS observations.