project.yaml

version: '3.0'

expectations:
  population_size: 3000

actions:

  generate_study_population:
    run: >
      cohortextractor:latest generate_cohort
        --study-definition study_definition
        --index-date-range "2019-04-01 to 2022-03-01 by month"
        --output-format='csv.gz'
    outputs:
      highly_sensitive:
        cohort: output/input_*.csv.gz

  generate_ethnicity_cohort:
    run: >
      cohortextractor:latest generate_cohort
        --study-definition study_definition_ethnicity
        --output-format='csv.gz'
    outputs:
      highly_sensitive:
        cohort: output/input_ethnicity.csv.gz

  join_cohorts:
    run: >
      cohort-joiner:v0.0.44
        --lhs output/input_20*.csv.gz
        --rhs output/input_ethnicity.csv.gz
        --output-dir output/joined
    needs: [generate_study_population, generate_ethnicity_cohort]
    outputs:
      highly_sensitive:
        cohort: output/joined/input_*.csv.gz

## generate Structured Medication Review Measures and plots

  generate_measures_all_reviews:
     run: >
       cohortextractor:latest generate_measures 
       --study-definition study_definition 
       --output-dir=output/joined
     needs: [join_cohorts]
     outputs:
       moderately_sensitive:
         measure_csv: output/joined/measure_*_*_rate.csv

  generate_deciles_charts:
    run: >
      deciles-charts:v0.0.33
        --input-files output/joined/measure_*_practice_rate.csv
        --output-dir output/joined
    config:
      show_outer_percentiles: false
      tables:
        output: true
      charts:
        output: true
    needs: [generate_measures_all_reviews]
    outputs:
      moderately_sensitive:
        deciles_charts: output/joined/deciles_*_*.*

  redact_and_round:
    run: python:latest python analysis/redact_and_round.py
    needs: [generate_measures_all_reviews]
    outputs:
      moderately_sensitive:
        cohort: output/redacted/redacted_measure_*.csv

  generate_plots:
    run: python:latest python analysis/plots.py
    needs: [generate_measures_all_reviews, redact_and_round]
    outputs:
      moderately_sensitive:
        cohort: output/figures/*_*_rate.jpeg    

  generate_table_1:
    run: python:latest python analysis/table_1.py --study_def_paths="output/joined/input_*.csv.gz" --demographics="age_band,sex,region,imdQ5,ethnicity,learning_disability,care_home_type" --outcome "had_smr"
    needs: [join_cohorts]
    outputs:
      moderately_sensitive:
        counts: output/table_1.csv
        had_outcome: output/table_1_had_outcome.csv

  generate_codeuse_output:
    run: python:latest python analysis/code_use_summary.py --study_def_paths="output/joined/input_*.csv.gz" --codelistfile="user-chriswood-medication-review.csv"
    needs: [join_cohorts]
    outputs:
      moderately_sensitive:
        code_counts: output/codeuse.csv