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Job request: 19387

Organisation:
Bennett Institute
Workspace:
pax-usernonuser
ID:
t3zxdgu6e547ppcv
View repo View project.yaml

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 in the project, within a secure environment.

By cross-referencing the list of jobs with the pipeline section below, you can infer what security level various outputs were written to. Researchers can never directly view outputs marked as highly_sensitive ; they can only request that code runs against them. Outputs marked as moderately_sensitive can be viewed by an approved researcher by logging into a highly secure environment. Only outputs marked as moderately_sensitive can be requested for release to the public, via a controlled output review service.

Pipeline

Show project.yaml 
version: '3.0'

expectations:
  population_size: 5000

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_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_pax_trt:
    run: cohortextractor:latest generate_cohort --study-definition study_definition_pax_trt --output-format=csv.gz
    outputs:
      highly_sensitive:
        cohort: output/input_pax_trt.csv.gz

  ## # # # # # # # # # # # # # # # # # # # 
  ## # # # # # # # # # # # # # # # # # # # 
  ## Data cleaning and description
  ## # # # # # # # # # # # # # # # # # # # 
  ## # # # # # # # # # # # # # # # # # # # 

  data_process:
    run: r:latest analysis/data_process.R
    needs: [generate_study_population]
    outputs:
      highly_sensitive:
        data1: output/data/data_processed.rds
        data2: output/data/data_processed_grace6.rds
        data3: output/data/data_processed_grace7.rds
        data4: output/data/data_processed_grace8.rds
        data1_excl: output/data/data_processed_excl_contraindicated.rds
        data2_excl: output/data/data_processed_excl_contraindicated_grace6.rds
        data3_excl: output/data/data_processed_excl_contraindicated_grace7.rds
        data4_excl: output/data/data_processed_excl_contraindicated_grace8.rds
        rds1: output/data_properties/n_excluded.rds
        rds2: output/data_properties/n_excluded_contraindicated.rds

  data_process_flowchart:
    run: r:latest analysis/data_process_flowchart.R
    needs: [generate_study_population_flowchart]
    outputs:
      highly_sensitive:
        data: output/data/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

  create_flowchart:
    run: r:latest analysis/flowchart.R
    needs: [data_process_flowchart, data_process]
    outputs:
      moderately_sensitive:
        csv1: output/flowchart/flowchart.csv
        csv2: output/flowchart/flowchart_redacted.csv

  ## # # # # # # # # # # # # # # # # # # # 
  ## # # # # # # # # # # # # # # # # # # # 
  ## Descriptive analyses
  ## # # # # # # # # # # # # # # # # # # # 
  ## # # # # # # # # # # # # # # # # # # #

  describe_distr_trt_init:
    run: r:latest analysis/descriptives/describe_distr_trt_init.R
    needs: [data_process]
    outputs:
      moderately_sensitive:
        csv1: output/descriptives/distr_pax_init.csv
        csv2: output/descriptives/distr_pax_init_red.csv

  describe_outcomes_in_trt_window:
    run: r:latest analysis/descriptives/describe_outcomes_in_trt_window.R
    needs: [data_process]
    outputs:
      moderately_sensitive:
        csv1: output/descriptives/outcomes_in_trt_window.csv
        csv2: output/descriptives/outcomes_in_trt_window_red.csv
  
  describe_prop_trt:
    run: r:latest analysis/descriptives/describe_prop_trt.R
    needs: [data_process]
    outputs:
      moderately_sensitive:
        csv1: output/descriptives/prop_trt.csv
        csv2: output/descriptives/prop_trt_red.csv

  describe_trt_contra:
    run: r:latest analysis/descriptives/describe_trt_contra.R
    needs: [data_process]
    outputs:
      moderately_sensitive:
        csv1: output/descriptives/trt_contra.csv
        csv2: output/descriptives/trt_contra_red.csv

  describe_trt_preds_all_ci:
    run: r:latest analysis/descriptives/describe_trt_preds.R all_ci
    needs: [data_process]
    outputs:
      highly_sensitive:
        data1: output/descriptives/psModel_all_ci.rds     
      moderately_sensitive:
        png1: output/descriptives/psOverlap_untrimmed_all_ci.png
        png2: output/descriptives/psOverlap_trimmed_all_ci.png
        png3: output/descriptives/psCoefs_all_ci.png
        csv1: output/descriptives/trimming_descriptives_all_ci.csv

  describe_trt_preds_excl_drugs_dnu:
    run: r:latest analysis/descriptives/describe_trt_preds.R ci_drugs_dnu
    needs: [data_process]
    outputs:
      highly_sensitive:
        data1: output/descriptives/psModel_excl_drugs_dnu.rds
      moderately_sensitive:
        png1: output/descriptives/psOverlap_untrimmed_excl_drugs_dnu.png
        png2: output/descriptives/psOverlap_trimmed_excl_drugs_dnu.png
        png3: output/descriptives/psCoefs_excl_drugs_dnu.png
        csv1: output/descriptives/trimming_descriptives_excl_drugs_dnu.csv
        
  create_table1:
    run: r:latest analysis/descriptives/table1.R
    needs: [data_process]
    outputs:
      moderately_sensitive:
        csv1: output/tables/table1.csv
        csv2: output/tables/table1_red.csv
  
  describe_postest_pop:
    run: r:latest analysis/descriptives/describe_postest_pop.R
    needs: [data_process]
    outputs:
      moderately_sensitive:
        csv1: output/descriptives/postest_pop.csv
        csv2: output/descriptives/postest_pop_red.csv
    
  ## # # # # # # # # # # # # # # # # # # # 
  ## # # # # # # # # # # # # # # # # # # # 
  ## Sequential trials
  ## # # # # # # # # # # # # # # # # # # # 
  ## # # # # # # # # # # # # # # # # # # #
  data_prepare_seq_trials:
    run: r:latest analysis/seq_trials/prepare_data.R
    needs: [data_process]
    outputs:
      highly_sensitive:
        data1: output/data/data_seq_trials_monthly.feather
        data2: output/data/data_seq_trials_weekly.feather

  describe_size_trials:
    run: r:latest analysis/seq_trials/descriptives/describe_size_trials.R
    needs: [data_prepare_seq_trials]
    outputs:
      moderately_sensitive:
        csv1: output/seq_trials/descriptives/data_flow_seq_trials_monthly.csv
        csv2: output/seq_trials/descriptives/data_flow_seq_trials_weekly.csv
        csv3: output/seq_trials/descriptives/data_flow_seq_trials_monthly_red.csv
        csv4: output/seq_trials/descriptives/data_flow_seq_trials_weekly_red.csv

Timeline

  • Created:

  • Started:

  • Finished:

  • Runtime:

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

Job information

Status
Failed 
JobRequestError: data_process failed on a previous run and must be re-run
Backend
TPP
Workspace
pax-usernonuser
Requested by
Linda Nab
Branch
main
Force run dependencies
No
Git commit hash
350f64a
Requested actions
  • data_prepare_seq_trials
  • describe_size_trials

Code comparison

Compare the code used in this Job Request