Package: psHarmonize 0.3.5
psHarmonize: Creates a Harmonized Dataset Based on a Set of Instructions
Functions which facilitate harmonization of data from multiple different datasets. Data harmonization involves taking data sources with differing values, creating coding instructions to create a harmonized set of values, then making those data modifications. 'psHarmonize' will assist with data modification once the harmonization instructions are written. Coding instructions are written by the user to create a "harmonization sheet". This sheet catalogs variable names, domains (e.g. clinical, behavioral, outcomes), provides R code instructions for mapping or conversion of data, specifies the variable name in the harmonized data set, and tracks notes. The package will then harmonize the source datasets according to the harmonization sheet to create a harmonized dataset. Once harmonization is finished, the package also has functions that will create descriptive statistics using 'RMarkdown'. Data Harmonization guidelines have been described by Fortier I, Raina P, Van den Heuvel ER, et al. (2017) <doi:10.1093/ije/dyw075>. Additional details of our R package have been described by Stephen JJ, Carolan P, Krefman AE, et al. (2024) <doi:10.1016/j.patter.2024.101003>.
Authors:
psHarmonize_0.3.5.tar.gz
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psHarmonize.pdf |psHarmonize.html✨
psHarmonize/json (API)
NEWS
# Install 'psHarmonize' in R: |
install.packages('psHarmonize', repos = c('https://nudacc.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/nudacc/psharmonize/issues
- cohort_a - Cohort A
- cohort_b - Cohort B
- cohort_c - Cohort C
- error_harmonization_sheet_example - Error harmonization sheet example
- harmonization_sheet_example - Harmonization sheet example
Last updated 1 months agofrom:e4ec919201. Checks:8 OK. Indexed: yes.
Target | Result | Latest binary |
---|---|---|
Doc / Vignettes | OK | Feb 15 2025 |
R-4.5-win | OK | Feb 15 2025 |
R-4.5-mac | OK | Feb 15 2025 |
R-4.5-linux | OK | Feb 15 2025 |
R-4.4-win | OK | Feb 15 2025 |
R-4.4-mac | OK | Feb 15 2025 |
R-4.3-win | OK | Feb 15 2025 |
R-4.3-mac | OK | Feb 15 2025 |
Exports:%>%code_modify_funccode_modify_func_multicode_modify_recodecohort_shell_funccont_or_catcreate_error_log_reportcreate_long_datasetcreate_summary_reportharmonizationrange_functionrange_function_catreorder_factorsreorder_factors_df
Dependencies:base64encbslibcachemclicpp11digestdplyrevaluatefansifastmapfontawesomefsgenericsgluehighrhtmltoolsjquerylibjsonliteknitrlifecyclemagrittrmemoisemimepillarpkgconfigpurrrR6rappdirsRColorBrewerrlangrmarkdownsassstringistringrtibbletidyrtidyselecttinytexutf8vctrswithrxfunyaml