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Job request: 1999

Organisation:
Bennett Institute
Workspace:
factors-associated-with-covid-19-vaccination
ID:
l2dnpih54svjkzs3
View repo View project.yaml

This page shows the technical details of what happened when the authorised researcher Millie Green requested one or more actions to be run against real patient data within a secure environment.

By cross-referencing the list of jobs with the pipeline section below, you can infer what security level the outputs were written to.

The output security levels are:

  • highly_sensitive
    • Researchers can never directly view these outputs
    • Researchers can only request code is run against them
  • moderately_sensitive
    • Can be viewed by an approved researcher by logging into a highly secure environment
    • These are the only outputs that can be requested for public release via a controlled output review service.

Jobs

  • Action:
    generate_study_population
    Status:
    Status: Succeeded
    Job identifier:
    7mfhmumkcch2tffw
  • Action:
    data_process
    Status:
    Status: Succeeded
    Job identifier:
    jtjakj2dzbmjqbu4
  • Action:
    model_final
    Status:
    Status: Failed
    Job identifier:
    qlp3l3rnir34eeyb
    Error:
    nonzero_exit: Job exited with an error code
  • Action:
    aft_vs_cox_models
    Status:
    Status: Succeeded
    Job identifier:
    4xwbhkay5px2sbpy
  • Action:
    data_summaries
    Status:
    Status: Succeeded
    Job identifier:
    r7qiiyhei5tumy7i
  • Action:
    aft_vs_cox_poc
    Status:
    Status: Succeeded
    Job identifier:
    5bofir2jov5vk2uo
  • Action:
    data_properties
    Status:
    Status: Succeeded
    Job identifier:
    65nrwcux34pqtpms
  • Action:
    aft_vs_cox_comparison
    Status:
    Status: Succeeded
    Job identifier:
    x35fbiwhfe6aothw
  • Action:
    strata_summary
    Status:
    Status: Failed
    Job identifier:
    64el7huzsqev6vw3
    Error:
    dependency_failed: Not starting as dependency failed
  • Action:
    results_summary
    Status:
    Status: Failed
    Job identifier:
    uaelbotjzoihy6ga
    Error:
    dependency_failed: Not starting as dependency failed

Pipeline

Show project.yaml 
######################################

# This script defines the project pipeline - it specifys the execution orders for all the code in this
# repo using a series of actions.

######################################

version: '3.0'

expectations:
  population_size: 1000000

actions:

  # Extract data for study population flow chart
  generate_study_population_flow_chart_data:
    run: cohortextractor:latest generate_cohort --study-definition study_definition_flow_chart
    outputs:
      highly_sensitive:
        cohort: output/input_flow_chart.csv

  # Calculate numbers for study population flow chart
  flow_chart:
    run: r:latest -e 'rmarkdown::render("analysis/R/Markdown/Study_definition_flow_chart.Rmd", knit_root_dir = "/workspace", output_dir="/workspace/output")'
    needs: [generate_study_population_flow_chart_data]
    outputs:
      moderately_sensitive:
        html: output/Study_definition_flow_chart.html
        
  # Extract study data
  generate_study_population:
    run: cohortextractor:latest generate_cohort --study-definition study_definition
    outputs:
      highly_sensitive:
        cohort: output/input.csv
        
  # Process data
  data_process:
    run: r:latest analysis/R/Scripts/00_process_data.R
    needs: [generate_study_population]
    outputs:
      highly_sensitive:
        data1: output/data/data_all.rds
        data2: output/data/data_modelling.rds
        
  # Summarise data
  data_properties:
    run: r:latest analysis/R/Scripts/01_data_properties.R output/data/data_all.rds output/data_properties
    needs: [generate_study_population, data_process]
    outputs:
      moderately_sensitive:
        datasummary: output/data_properties/data_all*.txt
        
  # More data summaries
  data_summaries:
    run: r:latest -e 'rmarkdown::render("analysis/R/Markdown/Data_summaries.Rmd", knit_root_dir = "/workspace", output_dir="/workspace/output")'
    needs: [generate_study_population, data_process]
    outputs:
      moderately_sensitive:
        html: output/Data_summaries.html

  # # Coxph models
  # cox_models:
  #   run: r:latest analysis/R/Scripts/02a_models_coxph.R
  #   needs: [generate_study_population, data_process]
  #   outputs:
  #     highly_sensitive :
  #       models: output/models/testing/mod*.rds
        
  # # Coxme model
  # coxme_model:
  #   run: r:latest analysis/R/Scripts/02b_models_coxme.R
  #   needs: [generate_study_population, data_process]
  #   outputs:
  #     highly_sensitive :
  #       models: output/models/testing/mod_test*.rds
  
  # # Model summaries
  # cox_models_summaries:
  #   run: r:latest -e 'rmarkdown::render("analysis/R/Markdown/Model_comparisons.Rmd", knit_root_dir = "/workspace", output_dir="/workspace/output")'
  #   needs: [generate_study_population, data_process, cox_models, coxme_model]
  #   outputs:
  #     moderately_sensitive:
  #       html: output/Model_comparisons.html
  
  # AFT vs Cox models feasibility
  aft_vs_cox_poc:
    run: r:latest analysis/R/Scripts/02c_models_cox_vs_aft_poc.R
    needs: [generate_study_population, data_process]
    outputs:
      highly_sensitive :
        models: output/models/testing/cox_vs_aft/mod*.rds
      moderately_sensitive:
        tables: output/models/testing/cox_vs_aft/table*.csv
        plots: output/models/testing/cox_vs_aft/plot*.svg

  # AFT models
  aft_vs_cox_models:
    run: r:latest analysis/R/Scripts/02d_models_cox_vs_aft.R
    needs: [generate_study_population, data_process]
    outputs:
      highly_sensitive :
        models: output/models/cox_vs_aft/mod*.rds
        
  # Model comparison
  aft_vs_cox_comparison:
    run: r:latest -e 'rmarkdown::render("analysis/R/Markdown/Cox_vs_aft_model_comparison.Rmd", knit_root_dir = "/workspace", output_dir="/workspace/output")'
    needs: [generate_study_population, data_process, aft_vs_cox_models]
    outputs:
      moderately_sensitive:
        html: output/Cox_vs_aft_model_comparison.html
        
  # Final (stratified cox) model
  model_final:
    run: r:latest analysis/R/Scripts/03_model_final.R
    needs: [generate_study_population, data_process]
    outputs:
      highly_sensitive :
        models: output/models/final/mod*.rds
      moderately_sensitive:
        tables: output/models/final/tab*.html
        data: output/models/final/tab*.csv
        plots: output/models/final/plot*.svg
 
  # Strata summaries
  strata_summary:
    run: r:latest analysis/R/Scripts/04_strata_summary.R
    needs: [data_process, model_final]
    outputs:
      moderately_sensitive:
        plots: output/models/final/plot_strata*.svg
  
  # Results summary
  results_summary:
    run: r:latest -e 'rmarkdown::render("analysis/R/Markdown/Results_summary.Rmd", knit_root_dir = "/workspace", output_dir="/workspace/output")'
    needs: [generate_study_population, data_process, model_final]
    outputs:
      moderately_sensitive:
        html: output/Results_summary.html

Timeline

  • Created:

  • Started:

  • Finished:

  • Runtime: 03:26:28

These timestamps are generated and stored using the UTC timezone on the TPP backend.

Job request

Status
Failed
Backend
TPP
Workspace
factors-associated-with-covid-19-vaccination
Requested by
Millie Green
Branch
master
Force run dependencies
No
Git commit hash
f4af36d
Requested actions
  • generate_study_population
  • data_process
  • data_properties
  • data_summaries
  • aft_vs_cox_poc
  • aft_vs_cox_models
  • aft_vs_cox_comparison
  • model_final
  • strata_summary
  • results_summary

Code comparison

Compare the code used in this job request