Preface
0.1 Guidelines
- The project will be kept in sync with the latest versions of both Python and R.
- It will be ensured that the code can be executed by direct copy-paste and without significantly affecting user work environment
- Equality & Identity tests related to language rules may be hidden to avoid clutter
0.3 Prerequisites
R
strsplit(R.version.string, ' ')[[1]][3] # R Version
## [1] "4.3.2"0.4 Environment
R
# Attached (Basic) Packages in R
sessionInfo()
## R version 4.3.2 (2023-10-31 ucrt)
## Platform: x86_64-w64-mingw32/x64 (64-bit)
## Running under: Windows 10 x64 (build 19045)
##
## Matrix products: default
##
##
## locale:
## [1] LC_COLLATE=English_India.utf8 LC_CTYPE=English_India.utf8
## [3] LC_MONETARY=English_India.utf8 LC_NUMERIC=C
## [5] LC_TIME=English_India.utf8
##
## time zone: Asia/Calcutta
## tzcode source: internal
##
## attached base packages:
## [1] stats graphics grDevices utils datasets methods base
##
## other attached packages:
## [1] Lahman_11.0-0 kableExtra_1.3.4 tidyr_1.3.0 readr_2.1.5
## [5] dplyr_1.1.4 tibble_3.2.1 lobstr_1.1.2 fontawesome_0.5.2
## [9] reticulate_1.34.0 knitr_1.45 conflicted_1.2.0
##
## loaded via a namespace (and not attached):
## [1] sass_0.4.8 utf8_1.2.4 generics_0.1.3 xml2_1.3.6
## [5] stringi_1.8.3 lattice_0.22-5 hms_1.1.3 digest_0.6.33
## [9] magrittr_2.0.3 evaluate_0.23 grid_4.3.2 bookdown_0.37
## [13] fastmap_1.1.1 jsonlite_1.8.8 Matrix_1.6-4 httr_1.4.7
## [17] rvest_1.0.3 purrr_1.0.2 fansi_1.0.6 viridisLite_0.4.2
## [21] scales_1.3.0 jquerylib_0.1.4 cli_3.6.2 rlang_1.1.3
## [25] munsell_0.5.0 withr_2.5.2 yaml_2.3.8 cachem_1.0.8
## [29] tools_4.3.2 tzdb_0.4.0 memoise_2.0.1 colorspace_2.1-0
## [33] webshot_0.5.5 vctrs_0.6.5 R6_2.5.1 png_0.1-8
## [37] lifecycle_1.0.4 stringr_1.5.1 fs_1.6.3 pkgconfig_2.0.3
## [41] bslib_0.6.1 pillar_1.9.0 glue_1.7.0 Rcpp_1.0.12
## [45] systemfonts_1.0.5 xfun_0.41 tidyselect_1.2.0 rstudioapi_0.15.0
## [49] htmltools_0.5.7 rmarkdown_2.25 svglite_2.1.3 compiler_4.3.2
## [53] downlit_0.4.3Python
# Count & List the Imported (Basic) Modules in Python
pp = [v.__name__ for k, v in globals().items()
if type(v) is types.ModuleType and not k.startswith('__')]
len(pp) # Count the Loaded Modules
## 18
', '.join(pp) # List Modules
## 'sys, os, multiprocessing, pip, copy, types, math, time, pandas, numpy, statsmodels.api, seaborn, sklearn, matplotlib, matplotlib.pyplot, imblearn, pyarrow, joblib'R
# Python Configuration with R Package 'Reticulate'
py_config()
## python: C:/Softwares/Python/Python312/python.exe
## libpython: C:/Softwares/Python/Python312/python312.dll
## pythonhome: C:/Softwares/Python/Python312
## version: 3.12.1 (tags/v3.12.1:2305ca5, Dec 7 2023, 22:03:25) [MSC v.1937 64 bit (AMD64)]
## Architecture: 64bit
## numpy: C:/Softwares/Python/Python312/Lib/site-packages/numpy
## numpy_version: 1.26.3
##
## NOTE: Python version was forced by use_python() function