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This vignette displays pre-computed results. Run the targets pipeline locally for interactive analysis.

Pipeline build telemetry from targets::tar_meta(). All outputs are pre-computed targets reading the _targets/meta/meta CSV.

Build Timing

Targets ordered by build duration. Long-running targets are candidates for caching optimization or parallel execution via crew.

Build durations for 218 targets with timing data. Sorted by seconds (descending); total build time = 6.2 min. Slowest target: raw_rnaseq (113.2 s). Size = serialized object size on disk. Source: _targets/meta/meta (pipe-delimited CSV). See size distribution plot for visual comparison.
name seconds size
raw_rnaseq 113.166 79 B
deseq2_results 50.003 2.7 MB
clinical_data 38.404 70 B
deseq2_paired_results 26.130 2.1 MB
edger_results 20.422 1.3 MB
api_index 5.616 670 B
api_pathways 5.471 244 B
api_clinical 5.470 242 B
code_dd_explore_dict 5.452 221 B
code_api_python 5.451 300 B
code_eda_aggregation 5.447 331 B
pkgctx_deps 5.363 0 B
vig_pipeline_dag 5.334 5.9 KB
code_readme_quick_start 5.274 200 B
readme_project_tree 5.177 370 B
vig_git_changelog_summary 5.023 698 B
shiny_survival_index 5.002 326 B
limma_results 3.990 1.5 MB
vst_counts 3.619 51.3 MB
pca_data 3.543 104.2 KB
eda_pca_summary 3.438 104.2 KB
filtered_data 2.509 41.7 MB
config 2.457 167 B
vig_rnaseq_sample_stats 2.435 5.8 KB
code_vig_annotated_de_table 2.362 645 B
normalized_data 2.219 41.7 MB
dag_layer_validation 1.870 3 KB
expression_data_clean 1.854 7.9 MB
eda_rnaseq_summary 1.832 1.5 KB
vig_github_activity 1.807 122 B
vig_outdated_list 1.739 106 B
qc_metrics 1.694 2.6 KB
vig_filtered_summary 1.408 135 B
vig_dd_rnaseq_sample_table 1.385 4 KB
vig_git_changelog 1.300 4.2 KB
vig_dd_rnaseq_biotype_table 1.291 3.8 KB
vig_count_distribution_plot 1.272 2.7 MB
gene_annotation 0.992 281.2 KB
skill_source_files 0.957 83.8 KB
code_vig_age_histogram 0.934 653 B
vig_dd_rnaseq_text 0.750 153 B
code_vig_de_method_barplot 0.629 738 B
vig_gene_correlation_plot 0.561 242.5 KB
vig_gene_correlations 0.526 3.3 KB
vig_git_info 0.400 2.8 KB
eda_duckdb_demo 0.389 420 B
eda_clinical_summary 0.369 5.8 KB
vig_msigdb_stats 0.344 3.1 KB
cytogenetic_data 0.340 7.6 KB
vig_size_plot 0.318 308 KB
vig_heatmap_plot 0.314 12.3 MB
volcano_plot_data 0.307 1.3 MB
expr_by_subtype 0.291 44.6 MB
consensus_de_genes 0.290 5.4 MB
vig_gene_expr_subtype 0.257 9 MB
pkgctx_self 0.245 20.4 KB
ora_hallmark 0.235 214 B
vig_dd_biospecimen_table 0.223 4.1 KB
clinical_data_clean 0.215 92.5 KB
vig_commit_velocity 0.208 261.5 KB
eda_missing_summary 0.191 329 B
vig_gene_km_expression 0.172 433.6 KB
vig_dd_clinical_text 0.171 150 B
vig_dd_biospecimen_text 0.165 95 B
treatment_data_clean 0.157 44 B
vig_dd_clinical_table 0.149 5.6 KB
vig_km_by_expression 0.135 1.5 MB
gsea_kegg 0.127 207 B
vig_api_endpoints_dt 0.112 3.5 KB
vig_dd_dictionary_table 0.109 5.7 KB
vig_cyto_oncoprint 0.098 443.2 KB
vig_codebase_metrics 0.097 2.9 KB
vig_missing_data_table 0.094 3.4 KB
vig_units_table 0.090 3 KB
vig_github_activity_table 0.087 2.7 KB
vig_timing_table 0.081 6.9 KB
vig_dd_column_mappings 0.076 3.5 KB
vig_gene_expression_dist 0.075 363.7 KB
vig_clinical_column_info 0.073 5.6 KB
vig_pipeline_summary 0.072 1.7 KB
vig_paired_de_plot 0.070 7.8 MB
km_by_expression 0.070 15.5 KB
vig_km_iss 0.067 510.1 KB
vig_cyto_cooccurrence_heatmap 0.064 299.8 KB
glossary_table 0.060 15.2 KB
vig_ma_plot 0.059 10.2 MB
vig_changes_by_type 0.059 3 KB
vig_km_overall 0.052 506 KB
vig_volcano_plot 0.048 8.9 MB
vig_de_method_barplot 0.046 266.4 KB
vig_pca_plot 0.042 876.5 KB
survival_data 0.041 7.1 KB
vig_forest_plot 0.039 368.2 KB
vig_iss_barplot 0.039 230.6 KB
vig_samples_per_patient_hist 0.033 235.6 KB
gene_correlations 0.033 511 B
gsea_hallmark 0.032 207 B
shiny_cox_os_age_stage 0.031 49.6 KB
cyto_cooccurrence 0.030 291 B
vig_pca_biplot 0.030 876.6 KB
vig_pca_biplot_vital 0.029 876.6 KB
save_api_files 0.028 160 B
shiny_cox_os_full 0.028 44 B
cox_basic 0.025 48.5 KB
vig_age_histogram 0.025 257.7 KB
km_by_iss 0.023 43.1 KB
vig_library_size_boxplot 0.021 252 KB
api_de_results 0.020 251 B
nix_sync_check 0.020 516 B
vig_cyto_cooccurrence_table 0.020 3.9 KB
de_results_annotated 0.020 1.3 MB
vig_annotated_de_table 0.020 4.1 KB
vig_genes_detected_hist 0.019 238 KB
vig_sample_type_barplot 0.019 233.4 KB
vig_iss_age_table 0.018 3.4 KB
de_method_summary 0.017 212 B
skill_drift_check 0.016 195 B
api_data_dict 0.015 2.1 KB
cyto_frequency_summary 0.015 236 B
vig_cox_full_table 0.015 3.7 KB
shiny_cox_os_age_risk 0.014 44 B
cox_full 0.014 54.6 KB
vig_qc_table 0.014 5.9 KB
vig_cox_basic_table 0.014 3.6 KB
vig_cox_comparison 0.014 3.6 KB
vig_ph_test_table 0.013 3.5 KB
shiny_risk_os_overall 0.012 270 B
top_de_heatmap_data 0.012 10.3 MB
eda_biospecimen_summary 0.011 492 B
shiny_risk_os_by_iss 0.011 514 B
vig_gender_table 0.011 3.4 KB
vig_race_table 0.011 3.5 KB
vig_vital_table 0.010 3.4 KB
eda_integration_summary 0.009 178 B
km_by_markers 0.009 198 B
integrated_data 0.009 8 MB
treatment_summary 0.009 189 B
vig_de_method_table 0.009 3.6 KB
api_cytogenetics 0.008 252 B
eda_iss_summary 0.008 479 B
vig_iss_table 0.008 3.3 KB
vig_duckdb_demo_agg 0.008 3.2 KB
vig_duckdb_demo_simple 0.008 3.2 KB
vig_cyto_frequency_table 0.008 3.5 KB
nix_desc_deps 0.007 403 B
summary_report 0.007 112 B
vig_errors_table 0.007 6.8 KB
api_survival 0.005 244 B
vig_build_status 0.005 2.7 KB
vig_changes_by_file_category 0.004 2.8 KB
km_overall 0.003 41.5 KB
eda_qc_summary 0.003 2.3 KB
code_parsed_eda_aggregation 0.002 392 B
cyto_viz_data 0.002 3.9 KB
code_eda_simple_query 0.001 294 B
code_parsed_dd_explore_dict 0.001 280 B
code_parsed_eda_simple_query 0.001 355 B
code_parsed_api_r 0.001 349 B
code_parsed_dd_load_data 0.001 432 B
vig_biospecimen_overview_text 0.001 93 B
vig_integration_text 0.001 179 B
shiny_km_os_by_response 0.001 44 B
shiny_km_pfs_by_risk 0.001 44 B
vig_rnaseq_quality_text 0.001 176 B
data_quality_report 0.001 323 B
code_vig_duckdb_demo_agg 0.001 377 B
code_vig_cox_basic_table 0.001 559 B
code_vig_ph_test_table 0.001 595 B
code_vig_count_distribution_plot 0.001 820 B
code_vig_gender_table 0.001 494 B
code_vig_vital_table 0.001 466 B
vig_iss_distribution_text 0.001 127 B
de_report 0.001 19 B
vig_survival_endpoints 0.001 248 B
vig_consensus_text 0.001 335 B
code_api_curl 0.000 227 B
code_api_r 0.000 291 B
code_dd_load_data 0.000 366 B
code_parsed_api_python 0.000 357 B
code_parsed_readme_quick_start 0.000 259 B
code_parsed_api_curl 0.000 287 B
doc_examples_validation 0.000 252 B
vig_missing_data_text 0.000 176 B
shiny_risk_os_by_response 0.000 44 B
vig_km_markers 0.000 44 B
shiny_pfs_data 0.000 44 B
shiny_km_pfs_by_iss 0.000 44 B
shiny_risk_pfs_by_iss 0.000 44 B
km_by_risk 0.000 167 B
vig_km_risk 0.000 44 B
shiny_km_pfs_overall 0.000 44 B
shiny_risk_os_by_risk 0.000 44 B
shiny_risk_pfs_by_risk 0.000 44 B
shiny_risk_pfs_overall 0.000 44 B
vig_qc_text 0.000 123 B
vig_rnaseq_summary_text 0.000 239 B
enrichment_dotplot_data 0.000 98 B
enrichment_barplot_data 0.000 98 B
vig_gsea_dotplot 0.000 44 B
vig_ora_barplot 0.000 44 B
vig_paired_de_text 0.000 126 B
code_vig_cyto_frequency_table 0.000 538 B
vig_config_text 0.000 381 B
code_vig_cox_comparison 0.000 599 B
code_vig_git_info 0.000 456 B
code_vig_duckdb_demo_simple 0.000 418 B
code_vig_iss_age_table 0.000 578 B
code_vig_de_method_table 0.000 593 B
code_vig_cyto_cooccurrence_table 0.000 773 B
code_vig_iss_table 0.000 504 B
code_vig_race_table 0.000 467 B
code_vig_cox_full_table 0.000 553 B
nix_desc_file 0.000 1.3 KB
code_vig_iss_barplot 0.000 610 B
vig_clinical_demographics_text 0.000 112 B
vig_km_overall_text 0.000 236 B
ma_plot_data 0.000 1.6 MB
vig_expr_by_subtype 0.000 44.6 MB

Build Status Summary

High-level pipeline health metrics: target counts, build time, and storage size.

Pipeline build summary for 500 targets. Total build time: 6.2 min; total serialized size: 329.5 MB. 500 targets have errors — see errors table. Source: _targets/meta/meta. See timing table for per-target durations and size plot for distribution.
Metric Value
Total targets 500
With timing data 224
With errors 500
With warnings 500
Total build time 6.2 min
Total serialized size 329.5 MB

Errors and Warnings

Targets that produced errors or warnings during the most recent pipeline run.

496 targets with errors or warnings. name = target identifier; error = error message (if any); warnings = warning messages (if any). Source: _targets/meta/meta. See pipeline-dag for dependency chains to diagnose root causes.
name error warnings
api_pathways
code_dd_explore_dict
code_eda_aggregation
api_clinical
api_cytogenetics
api_data_dict
api_de_results
api_index
api_survival
code_api_python
code_readme_quick_start
readme_project_tree
vig_api_endpoints_dt
code_api_curl
code_eda_simple_query
shiny_survival_index
code_api_r
code_dd_load_data
pkgctx_self
code_parsed_dd_explore_dict
code_parsed_eda_aggregation
save_api_files
code_parsed_api_python
code_parsed_readme_quick_start
code_parsed_api_curl
code_parsed_eda_simple_query
code_parsed_api_r
code_parsed_dd_load_data
doc_examples_validation
pkgctx_deps error in running command. ! pkgctx failed for dplyr ℹ Exit code: 127. error in running command. ! pkgctx failed for targets ℹ Exit code: 127. error in running command. ! pkgctx failed for DBI ℹ Exit code: 127. error in running command. ! pkgctx failed for duckdb ℹ Exit code: 127. error in running command. ! pkgctx failed for arrow ℹ Exit code: 127. error in running command. ! pkgctx failed for cli ℹ Exit code: 127
cyto_viz_data
cyto_cooccurrence
vig_cyto_oncoprint
vig_cyto_cooccurrence_heatmap
cyto_frequency_summary
clinical_data
eda_missing_summary
eda_iss_summary NAs introduced by coercion
eda_biospecimen_summary
vig_biospecimen_overview_text
eda_integration_summary
vig_integration_text
vig_missing_data_text
eda_duckdb_demo
vig_missing_data_table
shiny_km_os_by_response
km_by_markers
shiny_cox_os_age_stage
shiny_risk_os_by_response
vig_km_markers
km_by_iss
shiny_pfs_data
cox_basic
shiny_risk_os_by_iss
shiny_km_pfs_by_iss
shiny_cox_os_age_risk
shiny_risk_pfs_by_iss
km_by_risk
km_overall
shiny_cox_os_full
vig_km_risk
cox_full
vig_km_overall
vig_km_iss
shiny_km_pfs_by_risk
shiny_km_pfs_overall
shiny_risk_os_by_risk
shiny_risk_pfs_by_risk
shiny_risk_pfs_overall
shiny_risk_os_overall
vig_forest_plot
raw_rnaseq
vig_dd_rnaseq_biotype_table
vig_dd_rnaseq_text
eda_rnaseq_summary
expression_data_clean
qc_metrics
eda_qc_summary
vig_qc_text
vig_rnaseq_summary_text
vig_rnaseq_quality_text
vig_qc_table
integrated_data No matching sample IDs found between clinical and expression data
data_quality_report
filtered_data
vig_dd_biospecimen_text
vig_dd_clinical_text
vig_dd_clinical_table
vig_clinical_column_info
vig_rnaseq_sample_stats
vig_filtered_summary
normalized_data
vst_counts
pca_data
vig_pca_plot
gsea_hallmark
enrichment_dotplot_data
enrichment_barplot_data
vig_gsea_dotplot
vig_ora_barplot
vig_paired_de_text
vig_paired_de_plot
dag_layer_validation
code_vig_annotated_de_table
config
code_vig_cyto_frequency_table
vig_config_text
code_vig_cox_comparison
code_vig_git_info
code_vig_duckdb_demo_agg
code_vig_cox_basic_table
code_vig_duckdb_demo_simple
code_vig_iss_age_table
code_vig_ph_test_table
code_vig_de_method_table
code_vig_cyto_cooccurrence_table
code_vig_count_distribution_plot
code_vig_gender_table
code_vig_iss_table
vig_git_info
code_vig_vital_table
code_vig_race_table
code_vig_cox_full_table
vig_units_table
glossary_table
vig_dd_column_mappings
vig_dd_dictionary_table
vig_msigdb_stats
vig_pipeline_dag
cytogenetic_data
clinical_data_clean NAs introduced by coercion
survival_data NAs introduced by coercion
vig_dd_biospecimen_table
vig_dd_rnaseq_sample_table
code_vig_age_histogram
code_vig_de_method_barplot
nix_desc_file
nix_desc_deps
nix_sync_check ! DESCRIPTION -> Nix drift detected! ℹ Packages in DESCRIPTION but not in default.nix: TCGAbiolinks, S4Vectors, SummarizedExperiment, edgeR, logger, dplyr, aws.s3, arrow, DBI, duckdb, dbplyr, cli, jsonlite, glue, stringr, tibble, anndataR, AnnotationDbi, …, visNetwork, and here ℹ Run Rscript default.R to regenerate.
code_vig_iss_barplot
vig_genes_detected_hist
treatment_data_clean
vig_library_size_boxplot
treatment_summary
vig_iss_age_table
vig_iss_distribution_text
vig_iss_table
vig_duckdb_demo_agg
vig_duckdb_demo_simple
vig_iss_barplot
vig_cyto_cooccurrence_table
vig_samples_per_patient_hist
vig_cyto_frequency_table
vig_sample_type_barplot
vig_gene_correlations
eda_pca_summary
vig_pca_biplot_vital
vig_cox_basic_table
vig_cox_comparison
vig_ph_test_table
vig_cox_full_table
de_report
summary_report
vig_pca_biplot
vig_gene_expression_dist
vig_gene_correlation_plot
eda_clinical_summary
skill_source_files
skill_drift_check ! gdc-genomics skill may be stale! ℹ R source files changed since skill was last synced. ℹ Review ~/.claude/skills/gdc-genomics/references/ and update.
vig_gender_table
vig_age_histogram
vig_survival_endpoints
vig_vital_table
vig_race_table
vig_clinical_demographics_text
vig_gene_expr_subtype
limma_results
vig_gene_km_expression
vig_km_overall_text
edger_results
deseq2_paired_results the line search routine failed, unable to sufficiently decrease the function value. the line search routine failed, unable to sufficiently decrease the function value. the line search routine failed, unable to sufficiently decrease the function value. the line search routine failed, unable to sufficiently decrease the function value. the line search routine failed, unable to sufficiently decrease the function value. the line search routine failed, unable to sufficiently decrease the function value. the line search routine failed, unable to sufficiently decrease the function value. the line search routine failed, unable to sufficiently decrease the function value. the line search routine failed, unable to sufficiently decrease the function value. the line search routine failed, unable to sufficiently decrease the function value. the line search routine failed, possibly due to insufficient numeric precision. the line search routine failed, unable to sufficiently decrease the function value. the line search routine failed, unable to sufficiently decrease the function value. the line search routine failed, unable to sufficiently decrease the function value. the line search routine failed, possibly due to insufficient numeric precision. the line search routine failed, unable to sufficiently decrease the function value. the line search routine failed, unable to sufficiently decrease the function value. the line search routine failed, unable to sufficiently decrease the function value. the line search routine failed, unable to sufficiently decrease the function value. the line search routine failed, unable to sufficiently decrease the function value. the line search routine failed, unable to sufficiently decrease the function value. the line search routine failed, unable to sufficiently decrease the function value. the line search routine failed, unable to sufficiently decrease the function value. the line search routine failed, possibly due to insufficient numeric precision. the line search routine failed, unable to su
deseq2_results
ma_plot_data
volcano_plot_data
vig_ma_plot
gene_annotation
gsea_kegg ✖ Package msigdbr required but not installed ℹ Run ‘R/dev/create_msigdb_data.R’ to generate local gene sets
de_method_summary
vig_de_method_barplot
de_results_annotated
vig_annotated_de_table
consensus_de_genes
top_de_heatmap_data
vig_volcano_plot
vig_de_method_table
vig_heatmap_plot
vig_consensus_text
all_outdated
to_build
exclude
vig_git_changelog_summary
vig_changes_by_type
vig_commit_velocity
vig_changes_by_file_category
gene_correlations
km_by_expression
vig_km_by_expression
expr_by_subtype
vig_expr_by_subtype
vig_git_changelog
vig_build_status
vig_outdated_list
vig_github_activity
vig_github_activity_table
ora_hallmark ✖ Package msigdbr required but not installed ℹ Run ‘R/dev/create_msigdb_data.R’ to generate local gene sets
vig_pipeline_summary
vig_timing_table
vig_errors_table
vig_codebase_metrics
vig_size_plot
response_levels
get_commpass_data_dictionary
setup_logging
run_pkgctx
make_iss_table
generate_api_index
download_aws_data
download_clinical_data
parse_git_changelog
make_iss_barplot
export_h5ad
make_ph_test_table
update.packages
get_counts_assay
make_cyto_frequency_table
find_consensus_genes
find_expr_col
generate_api_endpoint
placeholder_results
save_timestamped
plot_enrichment_dotplot
compute_pca
annotate_via_orgdb
resolve_parquet_path
prepare_survival_data
plot_pca
api_serve
make_age_histogram
find_lfc_col
find_padj_col
prepare_coldata
standardize_regimen
correlate_genes
plot_gene_correlation
make_duckdb_demo_agg
parse_code_example
parse_commpass_barcodes
api_get_de_results
make_annotated_de_table
plot_forest
resolve_gene_id
summarize_treatment
plot_expression_by_subtype
check_dependencies
build_gene_ranks
classify_cytogenetic_risk
parse_cytogenetic_status
summarize_cytogenetics
format_file_size
show_target
make_gender_table
load_local_gene_sets
download_s3_subset
run_kaplan_meier
make_race_table
install.packages
classify_regimen
integrate_clinical_expression
generate_summary_report
make_vital_table
remove.packages
make_de_method_table
render_de_report
make_iss_age_table
strip_plotly
run_cox_regression
plot_enrichment_barplot
api_get_survival
validate_pkgdown_articles
plot_cooccurrence_heatmap
make_cox_comparison
annotate_via_msigdbr
make_git_info
plot_km
make_cyto_cooccurrence_table
api_list_datasets
create_summary_table
make_de_method_barplot
gene_report
make_duckdb_demo_simple
plot_cytogenetic_oncoprint
format_with_commas
extract_risk_table
create_project_dirs
get_description_deps
list_s3_commpass
query_commpass_rna
make_cox_full_table
api_get_pathways
get_commpass_clinical
api_get_clinical
calculate_cooccurrence
compute_riss
.__global__
make_cox_basic_table
clean_clinical_data
clean_expression_data
annotate_de_results
standardize_response
get_variable_docs
save_rnaseq_parquet
make_count_distribution_plot
extract_counts
run_vst
normalize_rnaseq
summarize_data
calculate_qc_metrics
query_commpass_parquet
get_commpass_tbl
summarize_de_methods
plot_ma
plot_volcano
plot_heatmap_de
correlate_genes_batch
build_paired_coldata
extract_cytogenetic_data
get_msigdb_gene_sets
run_km_by_markers
run_km_by_expression
annotate_genes
clean_treatment_data
download_gdc_rnaseq
run_edger
run_limma
filter_low_quality
run_deseq2_paired
run_ora
run_gsea
plot_gsea_running_score
example_data
acquire_commpass_data
run_deseq2
run_pathway_analysis
target_name
plan_file
file
plan_files
vig_count_distribution_plot could not find function ‘get_counts_assay’
response_levels
get_commpass_data_dictionary
setup_logging
run_pkgctx
make_iss_table
generate_api_index
download_aws_data
download_clinical_data
parse_git_changelog
make_iss_barplot
export_h5ad
make_ph_test_table
update.packages
get_counts_assay
make_cyto_frequency_table
find_consensus_genes
find_expr_col
file
generate_api_endpoint
placeholder_results
save_timestamped
plot_enrichment_dotplot
compute_pca
annotate_via_orgdb
resolve_parquet_path
prepare_survival_data
plot_pca
api_serve
make_age_histogram
find_lfc_col
find_padj_col
prepare_coldata
standardize_regimen
correlate_genes
plot_gene_correlation
make_duckdb_demo_agg
parse_code_example
parse_commpass_barcodes
api_get_de_results
make_annotated_de_table
plot_forest
resolve_gene_id
summarize_treatment
plot_expression_by_subtype
check_dependencies
build_gene_ranks
classify_cytogenetic_risk
parse_cytogenetic_status
summarize_cytogenetics
format_file_size
show_target
make_gender_table
load_local_gene_sets
download_s3_subset
run_kaplan_meier
make_race_table
install.packages
classify_regimen
integrate_clinical_expression
plan_file
generate_summary_report
make_vital_table
remove.packages
make_de_method_table
render_de_report
make_iss_age_table
strip_plotly
run_cox_regression
plot_enrichment_barplot
api_get_survival
validate_pkgdown_articles
plot_cooccurrence_heatmap
make_cox_comparison
annotate_via_msigdbr
make_git_info
plot_km
make_cyto_cooccurrence_table
api_list_datasets
create_summary_table
make_de_method_barplot
gene_report
make_duckdb_demo_simple
plot_cytogenetic_oncoprint
format_with_commas
extract_risk_table
plan_files
create_project_dirs
get_description_deps
list_s3_commpass
query_commpass_rna
make_cox_full_table
api_get_pathways
get_commpass_clinical
api_get_clinical
calculate_cooccurrence
compute_riss
.__global__
make_cox_basic_table
clean_clinical_data
clean_expression_data
annotate_de_results
standardize_response
get_variable_docs
save_rnaseq_parquet
make_count_distribution_plot
extract_counts
run_vst
normalize_rnaseq
summarize_data
calculate_qc_metrics
query_commpass_parquet
get_commpass_tbl
summarize_de_methods
plot_ma
plot_volcano
plot_heatmap_de
correlate_genes_batch
build_paired_coldata
extract_cytogenetic_data
get_msigdb_gene_sets
run_km_by_markers
run_km_by_expression
annotate_genes
clean_treatment_data
download_gdc_rnaseq
run_edger
run_limma
filter_low_quality
run_deseq2_paired
run_ora
run_gsea
plot_gsea_running_score
example_data
acquire_commpass_data
run_deseq2
run_pathway_analysis
vig_pipeline_summary
vig_timing_table

Outdated Targets

Targets that need rebuilding due to changed code or upstream dependencies.

Run targets::tar_outdated() locally to check for outdated targets.

Size Distribution

Distribution of target serialized sizes, identifying large objects that dominate storage.

Git Activity

Commit Velocity

Weekly commit counts colored by conventional-commit type (feat, fix, docs, etc.) across the last 200 commits.

Changes by Type

Commits grouped by conventional-commit prefix, with total lines added and removed.

Commits by type (conventional-commit prefix) for the last 121 commits. Dominant type: Bug Fix (49 commits). total_added/total_removed = lines of code changed per type. Source: git log –numstat. See commit velocity plot for weekly trends and changelog for details.
type commits total_added total_removed
Bug Fix 49 7426 354789
Other 44 265379 593
New Feature 16 30283 49793
CI/CD 7 74 16
Maintenance 2 924 124501
Refactoring 2 191 168
Documentation 1 118 10

Changes by File Category

How often each file category (R Source, Tests, Vignettes, CI/CD, etc.) was touched across the last 200 commits.

Files changed by category across the last 121 commits. Most active category: Other (49 commits). category = file path pattern (R Source, Tests, Vignettes, CI/CD, etc.). commits_touching = number of commits that modified at least one file in this category. Source: git log –numstat.
category commits_touching
Other 49
R Source 46
Vignettes 37
CI/CD 33
Config 32
Docs 14
Tests 9

Recent Commits

Full 20-commit changelog with lines added, files changed, and change categories.

Last 20 project commits with change statistics. Date = commit date; Type = conventional-commit prefix (feat/fix/docs/ci/refactor/test/chore). Files = number of files modified; +Lines/-Lines = lines added/removed. Source: git log –numstat. See changes-by-type table for aggregate breakdown.
date type summary n_files lines_added lines_removed file_categories
2026-03-14 Bug Fix fix(pipeline): Fix 11 NULL targets — DE condition, ID matching, consensus type 41 146 47 Other, R Source
2026-03-14 Bug Fix fix(cachix): Remove –watch-mode auto flag (already default) 1 1 1 Other
2026-03-14 Bug Fix fix(pipeline): Fix 3 NULL-target bugs, auto-generate package.nix (#93) 87 235 80 Config, Docs, Other, R Source
2026-03-14 Bug Fix fix(nix): Fix cachix signing key, rebuild Bioconductor-dependent targets 2 0 0 Other
2026-03-14 New Feature feat(captions): Add dynamic captions to 34 table/plot targets 22 579 89 Other, R Source
2026-03-14 Bug Fix fix(vignettes): Enforce zero-computation rule — 22 violations → 0 32 360 764 Other, R Source, Vignettes
2026-03-13 Bug Fix fix(vignettes): Convert kable RDS to data.frames, fix telemetry eval guards 18 8 2 Other, Vignettes
2026-03-13 Bug Fix fix(ci): Save data frames (not DT widgets) to RDS for Nix portability 3 0 0 Other
2026-03-13 Bug Fix fix(vignettes): Use Quarto #| eval syntax for pkgdown-banner chunks 11 44 11 Vignettes
2026-03-13 Refactoring refactor(targets): Move Bioconductor packages to per-target declarations 11 35 17 Other, R Source, Vignettes
2026-03-13 New Feature feat(vignettes): Add code provenance, kable→DT conversion, caption compliance 35 1004 437 CI/CD, Other, R Source, Vignettes
2026-03-13 Bug Fix fix(vignettes): Skip NULL RDS in safe_tar_read, return invisible(NULL) 11 22 22 Vignettes
2026-03-13 Bug Fix fix(glossary): Prevent double DT::datatable() wrapping in glossary-table chunk 1 3 1 Vignettes
2026-03-13 CI/CD ci: Show quarto errors with quiet=FALSE, render individual vignettes in diagnostic 1 20 6 CI/CD
2026-03-13 CI/CD ci: Add verbose quarto error diagnostics on build failure 1 14 1 CI/CD
2026-03-13 Bug Fix fix(vignettes): Strip Nix paths from DT widgets, auto-wrap data frames 25 66 28 CI/CD, Other, Vignettes
2026-03-13 CI/CD ci: Add diagnostic quarto render step to debug build failure 1 17 0 CI/CD
2026-03-13 Bug Fix fix(vignettes): Revert safe_tar_read placeholder, guard gene-report 11 12 56 Vignettes
2026-03-13 Maintenance chore: Export vig_count_distribution_plot as ggplot RDS (513KB) 1 0 0 Other
2026-03-13 Bug Fix fix(vignettes): Enable code eval in CI with RDS fallback 80 113 74 CI/CD, Other, R Source, Vignettes

GitHub Activity

Issues & Pull Requests

Open/closed issue and merged PR counts from the GitHub API.

GitHub activity for JohnGavin/coMMpass-analysis. 63 total issues (14 open, 49 closed); 27 merged PRs. Source: GitHub REST API (/repos/{owner}/{repo}/issues and /pulls). See changelog for recent commit details.
Metric Count
Open Issues 14
Closed Issues 49
Merged PRs 27

Codebase Metrics

R files, test files, exports, lines of code, and package version.

coMMpass v0.1.0 codebase metrics. R source files includes R/ and R/tar_plans/ (excluding R/dev/). Lines of R code excludes comments and blank lines. Exported functions counted from NAMESPACE. Source: file system scan at pipeline build time. See pipeline-dag for target dependency structure.
Metric Value
R source files 52
Test files 22
Vignettes 12
Pipeline plans 22
Exported functions 68
Lines of R code 8,857
Version 0.1.0

Chunk-Target Audit

Mapping of every R code chunk across all vignettes to its pipeline target. Exceptions are infrastructure chunks (setup, banners, sessionInfo) or violations.

Chunk-target mapping exceptions. ‘infra (OK)’ = setup/banner/sessionInfo. ‘VIOLATION’ = content chunk without a pipeline target. All content chunks should use show_target() with a vig_* target.
Vignette Chunk Call Target echo_false Status
api-usage setup show_target <none> TRUE infra (OK)
api-usage pkgdown-banner <infra> <none> TRUE infra (OK)
api-usage session-info <infra> <none> FALSE infra (OK)
causal-analysis setup show_target <none> TRUE infra (OK)
causal-analysis session-info <infra> <none> FALSE infra (OK)
data-acquisition setup show_target <none> TRUE infra (OK)
data-acquisition pkgdown-banner <infra> <none> TRUE infra (OK)
data-acquisition session-info <infra> <none> FALSE infra (OK)
data-dictionary setup show_target <none> TRUE infra (OK)
data-dictionary pkgdown-banner <infra> <none> TRUE infra (OK)
data-dictionary session-info <infra> <none> FALSE infra (OK)
data-sources setup show_target <none> TRUE infra (OK)
data-sources pkgdown-banner <infra> <none> TRUE infra (OK)
data-sources session-info <infra> <none> FALSE infra (OK)
differential-expression setup show_target <none> TRUE infra (OK)
differential-expression pkgdown-banner <infra> <none> TRUE infra (OK)
differential-expression session-info <infra> <none> FALSE infra (OK)
exploratory-analysis setup show_target <none> TRUE infra (OK)
exploratory-analysis pkgdown-banner <infra> <none> TRUE infra (OK)
exploratory-analysis session-info <infra> <none> FALSE infra (OK)
gene-report setup show_target <none> TRUE infra (OK)
gene-report pkgdown-banner <infra> <none> TRUE infra (OK)
gene-report session-info <infra> <none> FALSE infra (OK)
glossary setup show_target <none> TRUE infra (OK)
glossary pkgdown-banner <infra> <none> TRUE infra (OK)
glossary session-info <infra> <none> FALSE infra (OK)
pipeline-dag setup show_target <none> TRUE infra (OK)
pipeline-dag pkgdown-banner <infra> <none> TRUE infra (OK)
pipeline-dag visnetwork-live <infra> <none> FALSE VIOLATION
pipeline-dag session-info <infra> <none> FALSE infra (OK)
project-overview sessioninfo <infra> <none> FALSE infra (OK)
survival-analysis setup show_target <none> TRUE infra (OK)
survival-analysis pkgdown-banner <infra> <none> TRUE infra (OK)
survival-analysis session-info <infra> <none> FALSE infra (OK)
telemetry setup show_target <none> TRUE infra (OK)
telemetry pkgdown-banner <infra> <none> TRUE infra (OK)
telemetry session-info <infra> <none> FALSE infra (OK)

Reproducibility

Session Info (click to expand)
Show code
sessionInfo()
#> R version 4.5.3 (2026-03-11)
#> Platform: x86_64-pc-linux-gnu
#> Running under: Ubuntu 24.04.3 LTS
#> 
#> Matrix products: default
#> BLAS:   /usr/lib/x86_64-linux-gnu/openblas-pthread/libblas.so.3 
#> LAPACK: /usr/lib/x86_64-linux-gnu/openblas-pthread/libopenblasp-r0.3.26.so;  LAPACK version 3.12.0
#> 
#> locale:
#>  [1] LC_CTYPE=C.UTF-8       LC_NUMERIC=C           LC_TIME=C.UTF-8       
#>  [4] LC_COLLATE=C.UTF-8     LC_MONETARY=C.UTF-8    LC_MESSAGES=C.UTF-8   
#>  [7] LC_PAPER=C.UTF-8       LC_NAME=C              LC_ADDRESS=C          
#> [10] LC_TELEPHONE=C         LC_MEASUREMENT=C.UTF-8 LC_IDENTIFICATION=C   
#> 
#> time zone: UTC
#> tzcode source: system (glibc)
#> 
#> attached base packages:
#> [1] stats     graphics  grDevices utils     datasets  methods   base     
#> 
#> loaded via a namespace (and not attached):
#>  [1] base64url_1.4       gtable_0.3.6        jsonlite_2.0.0     
#>  [4] dplyr_1.2.0         compiler_4.5.3      tidyselect_1.2.1   
#>  [7] callr_3.7.6         scales_1.4.0        yaml_2.3.12        
#> [10] fastmap_1.2.0       ggplot2_4.0.2       R6_2.6.1           
#> [13] generics_0.1.4      igraph_2.2.2        knitr_1.51         
#> [16] backports_1.5.0     targets_1.12.0      tibble_3.3.1       
#> [19] pillar_1.11.1       RColorBrewer_1.1-3  rlang_1.1.7        
#> [22] xfun_0.57           S7_0.2.1            otel_0.2.0         
#> [25] cli_3.6.5           withr_3.0.2         magrittr_2.0.4     
#> [28] ps_1.9.1            digest_0.6.39       grid_4.5.3         
#> [31] processx_3.8.6      secretbase_1.2.0    lifecycle_1.0.5    
#> [34] prettyunits_1.2.0   vctrs_0.7.2         evaluate_1.0.5     
#> [37] glue_1.8.0          data.table_1.18.2.1 farver_2.1.2       
#> [40] codetools_0.2-20    rmarkdown_2.30      tools_4.5.3        
#> [43] pkgconfig_2.0.3     htmltools_0.5.9