Job request: 15332
- Organisation:
- Bennett Institute
- Workspace:
- mabsavs-usernonuser-ccw
- ID:
- mxo7k3y33shif5gv
This page shows the technical details of what happened when the authorised researcher Linda Nab 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
- 
                - Job identifier:
- 
                    
                    gut5jorxrlqbuwi7
- Error:
- nonzero_exit: Job exited with an error
 
- 
                - Job identifier:
- 
                    
                    wno6fepx4744psrr
- Error:
- nonzero_exit: Job exited with an error
 
Pipeline
Show project.yaml
version: '3.0'
expectations:
  population_size: 40000
actions:
  ## # # # # # # # # # # # # # # # # # # # 
  ## Data extraction 
  ## # # # # # # # # # # # # # # # # # # # 
  generate_study_population:
    run: cohortextractor:latest generate_cohort --study-definition study_definition --output-format=csv.gz
    outputs:
      highly_sensitive:
        cohort: output/input.csv.gz
  generate_study_population_ba2:
    run: cohortextractor:latest generate_cohort --study-definition study_definition_ba2 --output-format=csv.gz
    outputs:
      highly_sensitive:
        cohort: output/input_ba2.csv.gz
  generate_study_population_flowchart:
    run: cohortextractor:latest generate_cohort --study-definition study_definition_flowchart --output-format=csv.gz
    outputs:
      highly_sensitive:
        cohort: output/input_flowchart.csv.gz
  
  generate_study_population_flowchart_ba2:
    run: cohortextractor:latest generate_cohort --study-definition study_definition_flowchart_ba2 --output-format=csv.gz
    outputs:
      highly_sensitive:
        cohort: output/input_flowchart_ba2.csv.gz
  ## # # # # # # # # # # # # # # # # # # # 
  ## Data cleaning and description
  ## # # # # # # # # # # # # # # # # # # # 
  data_process:
    run: r:latest analysis/data_process.R ba1
    needs: [generate_study_population]
    outputs:
      highly_sensitive:
        data: output/data/data_processed.rds
        rds: output/data_properties/n_excluded.rds
  data_process_ba2:
    run: r:latest analysis/data_process.R ba2
    needs: [generate_study_population_ba2]
    outputs:
      highly_sensitive:
        data: output/data/ba2_data_processed.rds
        rds: output/data_properties/ba2_n_excluded.rds
  data_process_flowchart:
    run: r:latest analysis/data_process_flowchart.R ba1
    needs: [generate_study_population_flowchart]
    outputs:
      highly_sensitive:
        data: output/data/data_flowchart_processed.rds
  data_process_flowchart_ba2:
    run: r:latest analysis/data_process_flowchart.R ba2
    needs: [generate_study_population_flowchart_ba2]
    outputs:
      highly_sensitive:
        data: output/data/ba2_data_flowchart_processed.rds 
  
  data_properties:
    run: r:latest analysis/data_properties/data_properties.R output/data/data_processed.rds output/data_properties
    needs: [data_process]
    outputs:
      moderately_sensitive:
        txt1: output/data_properties/data_processed_skim.txt
        txt2: output/data_properties/data_processed_coltypes.txt
        txt3: output/data_properties/data_processed_tabulate.txt
  data_properties_ba2:
    run: r:latest analysis/data_properties/data_properties.R output/data/ba2_data_processed.rds output/data_properties
    needs: [data_process_ba2]
    outputs:
      moderately_sensitive:
        txt1: output/data_properties/ba2_data_processed_skim.txt
        txt2: output/data_properties/ba2_data_processed_coltypes.txt
        txt3: output/data_properties/ba2_data_processed_tabulate.txt
  create_flowchart:
    run: r:latest analysis/flowchart.R ba1
    needs: [data_process_flowchart, data_process]
    outputs:
      moderately_sensitive:
        csv1: output/tables/flowchart/flowchart.csv
        csv2: output/tables/flowchart/flowchart_redacted.csv
  create_flowchart_ba2:
    run: r:latest analysis/flowchart.R ba2
    needs: [data_process_flowchart_ba2, data_process_ba2]
    outputs:
      moderately_sensitive:
        csv1: output/tables/flowchart/ba2_flowchart.csv
        csv2: output/tables/flowchart/ba2_flowchart_redacted.csv
  describe_outcomes:
    run: r:latest analysis/data_properties/describe_outcomes.R ba1
    needs: [data_process]
    outputs:
      moderately_sensitive:
        csv1: output/tables/descriptive/outcomes.csv
        csv1sec: output/tables/descriptive/outcomes_secondary.csv
        csv2: output/tables/descriptive/outcomes_redacted.csv
        csv2sec: output/tables/descriptive/outcomes_secondary_redacted.csv
  describe_outcomes_ba2:
    run: r:latest analysis/data_properties/describe_outcomes.R ba2
    needs: [data_process_ba2]
    outputs:
      moderately_sensitive:
        csv1: output/tables/descriptive/ba2_outcomes.csv
        csv1sec: output/tables/descriptive/ba2_outcomes_secondary.csv
        csv2: output/tables/descriptive/ba2_outcomes_redacted.csv
        csv2sec: output/tables/descriptive/ba2_outcomes_secondary_redacted.csv
  
  sense_check:
    run: r:latest analysis/data_properties/sense_check.R ba1
    needs: [data_process]
    outputs:
      moderately_sensitive:
        csv: output/data_properties/sense_checks.txt
  sense_check_ba2:
    run: r:latest analysis/data_properties/sense_check.R ba2
    needs: [data_process_ba2]
    outputs:
      moderately_sensitive:
        csv: output/data_properties/ba2_sense_checks.txt
  ## # # # # # # # # # # # # # # # # # # # 
  ## CCW Analysis - main
  ## # # # # # # # # # # # # # # # # # # # 
  perform_ccw_analysis:
    run: r:latest analysis/ccw.R ba1 all primary
    needs: [data_process]
    outputs:
      highly_sensitive:
        data: output/data/data_long_all.rds
        model1: output/models/km_trt_all.rds
        model2: output/models/km_control_all.rds
        model3: output/models/cox_w_all.rds
      moderately_sensitive:
        table: output/tables/ccw/ccw_all.csv
  
  perform_ccw_analysis_mol:
    run: r:latest analysis/ccw.R ba1 molnupiravir primary
    needs: [data_process]
    outputs:
      highly_sensitive:
        data: output/data/data_long_molnupiravir.rds
        model1: output/models/km_trt_molnupiravir.rds
        model2: output/models/km_control_molnupiravir.rds
        model3: output/models/cox_w_molnupiravir.rds
      moderately_sensitive:
        table: output/tables/ccw/ccw_molnupiravir.csv
  perform_ccw_analysis_sot:
    run: r:latest analysis/ccw.R ba1 sotrovimab primary
    needs: [data_process]
    outputs:
      highly_sensitive:
        data: output/data/data_long_sotrovimab.rds
        model1: output/models/km_trt_sotrovimab.rds
        model2: output/models/km_control_sotrovimab.rds
        model3: output/models/cox_w_sotrovimab.rds
      moderately_sensitive:
        table: output/tables/ccw/ccw_sotrovimab.csv
  perform_ccw_analysis_ba2:
    run: r:latest analysis/ccw.R ba2 all primary
    needs: [data_process_ba2]
    outputs:
      highly_sensitive:
        data: output/data/ba2_data_long_all.rds
        model1: output/models/ba2_km_trt_all.rds
        model2: output/models/ba2_km_control_all.rds
        model3: output/models/ba2_cox_w_all.rds
      moderately_sensitive:
        table: output/tables/ccw/ba2_ccw_all.csv
  
  perform_ccw_analysis_mol_ba2:
    run: r:latest analysis/ccw.R ba2 molnupiravir primary
    needs: [data_process_ba2]
    outputs:
      highly_sensitive:
        data: output/data/ba2_data_long_molnupiravir.rds
        model1: output/models/ba2_km_trt_molnupiravir.rds
        model2: output/models/ba2_km_control_molnupiravir.rds
        model3: output/models/ba2_cox_w_molnupiravir.rds
      moderately_sensitive:
        table: output/tables/ccw/ba2_ccw_molnupiravir.csv
  perform_ccw_analysis_sot_ba2:
    run: r:latest analysis/ccw.R ba2 sotrovimab primary
    needs: [data_process_ba2]
    outputs:
      highly_sensitive:
        data: output/data/ba2_data_long_sotrovimab.rds
        model1: output/models/ba2_km_trt_sotrovimab.rds
        model2: output/models/ba2_km_control_sotrovimab.rds
        model3: output/models/ba2_cox_w_sotrovimab.rds
      moderately_sensitive:
        table: output/tables/ccw/ba2_ccw_sotrovimab.csv
  
  ## # # # # # # # # # # # # # # # # # # # 
  ## CCW Analysis - check balance
  ## # # # # # # # # # # # # # # # # # # #
  calc_smd:
    run: r:latest analysis/smd.R ba1 all primary
    needs: [perform_ccw_analysis]
    outputs:
      moderately_sensitive:
        table: output/tables/ccw/smd_all.csv
  calc_smd_mol:
    run: r:latest analysis/smd.R ba1 molnupiravir primary
    needs: [perform_ccw_analysis_mol]
    outputs:
      moderately_sensitive:
        table: output/tables/ccw/smd_molnupiravir.csv
  calc_smd_sot:
    run: r:latest analysis/smd.R ba1 sotrovimab primary
    needs: [perform_ccw_analysis_sot]
    outputs:
      moderately_sensitive:
        table: output/tables/ccw/smd_sotrovimab.csv
  calc_smd_ba2:
    run: r:latest analysis/smd.R ba2 all primary
    needs: [perform_ccw_analysis_ba2]
    outputs:
      moderately_sensitive:
        table: output/tables/ccw/ba2_smd_all.csv
  calc_smd_mol_ba2:
    run: r:latest analysis/smd.R ba2 molnupiravir primary
    needs: [perform_ccw_analysis_mol_ba2]
    outputs:
      moderately_sensitive:
        table: output/tables/ccw/ba2_smd_molnupiravir.csv
  calc_smd_sot_ba2:
    run: r:latest analysis/smd.R ba2 sotrovimab primary
    needs: [perform_ccw_analysis_sot_ba2]
    outputs:
      moderately_sensitive:
        table: output/tables/ccw/ba2_smd_sotrovimab.csv
  ## # # # # # # # # # # # # # # # # # # # 
  ## Tables
  ## # # # # # # # # # # # # # # # # # # # 
  create_table1:
    run: r:latest analysis/table_1.R ba1
    needs: [data_process]
    outputs:
      moderately_sensitive:
        html: output/tables/table1_redacted.html
  create_table1_ba2:
    run: r:latest analysis/table_1.R ba2
    needs: [data_process_ba2]
    outputs:
      moderately_sensitive:
        html: output/tables/ba2_table1_redacted.html
  create_table_ccw:
    run: r:latest analysis/table_ccw.R ba1
    needs: [perform_ccw_analysis, perform_ccw_analysis_mol, perform_ccw_analysis_sot]
    outputs:
      moderately_sensitive:
        html: output/tables/table_ccw.html
  create_table_ccw_ba2:
    run: r:latest analysis/table_ccw.R ba2
    needs: [perform_ccw_analysis_ba2, perform_ccw_analysis_mol_ba2, perform_ccw_analysis_sot_ba2]
    outputs:
      moderately_sensitive:
        html: output/tables/ba2_table_ccw.html
Timeline
- 
  
    
  
  Created: 
- 
  
    
  
  Started: 
- 
  
    
  
  Finished: 
- 
  
  Runtime: 00:00:48 
These timestamps are generated and stored using the UTC timezone on the TPP backend.
Job request
- Status
- 
            Failed
- Backend
- TPP
- Workspace
- mabsavs-usernonuser-ccw
- Requested by
- Linda Nab
- Branch
- ccw-analysis
- Force run dependencies
- No
- Git commit hash
- e31ab0f
- Requested actions
- 
            - 
                  create_table_ccw
- 
                  create_table_ccw_ba2
 
- 
                  
Code comparison
Compare the code used in this job request