In statistical modeling, multiple models need to be compared based on certain criteria. The method described here uses eight metrics from AllMetrics package. â input_dfâ is the data frame (at least two columns for comparison) containing metrics values in different rows of a column (which denotes a particular modelâ s performance). First five metrics are expected to be minimum and last three metrics are expected to be maximum for a model to be considered good. Firstly, every metric value (among first five) is searched in every columns and minimum values are denoted as â MINâ and other values are denoted as â NAâ . Secondly, every metric (among last three) is searched in every columns and maximum values are denoted as â MAXâ and other values are denoted as â NAâ . â output_dfâ contains the similar number of rows (which is 8) and columns (which is number of models to be compared) as of â input_dfâ . Values in â output_dfâ are corresponding â NAâ , â MINâ or â MAXâ . Finally, the column containing minimum number of â NAâ values is denoted as the best column. â min_NA_colâ gives the name of the best column (model). â min_NA_valuesâ are the corresponding metrics values. âBestColumn_metricsâ is the data frame (dimension: 1*8) containing different metrics of the best column (model). â best_column_resultsâ is the final result (a list) containing all of these output elements. In special case, if two columns having equal NA', it will be checked among these two column which one is having least NA in first five rows and will be inferred as the best. More details about AllMetrics can be found in Garai (2023) <doi:10.13140/RG.2.2.18688.30723>.

Rcmdr Plugin for the FactoMineR package.

Runtime for Regenerator-compiled generator and async functions.

Runtime for Regenerator-compiled generator and async functions.

Runtime for Regenerator-compiled generator and async functions.

This package provides additional test assertions for Ruby standard libraries.

EmailReplyTrimmer is a Ruby small library to trim replies from plain text email.

This package provides a collection of RuboCop cops to check for performance optimizations in Ruby code.

This package provides a collection of RuboCop cops to check for performance optimizations in Ruby code.

This package provides a plugin for the RuboCop code style enforcing & linting tool for factory_bot files.

Optimized record access

Optimized record access

An R Commander plug-in for the WorldFlora package. It was mainly developed to show work flows and scripts for first-time users.

Store minor allele frequency data from the Exome Aggregation Consortium (ExAC release 1.0) for the human genome version hs37d5.

Store minor allele frequency data from the Exome Aggregation Consortium (ExAC release 1.0) for the human genome version GRCh38.

This package provides C extensions to optimize the concurrent-ruby gem when running under the Matz's Ruby Interpreter (MRI, also known as CRuby).

This package is a wrapper around parallel_tests that runs every test in a fork to avoid pollution and get clean output per test.

This package provides Directories used by Sequoia.

Documentation at https://melpa.org/#/ruby-interpolation

Documentation at https://melpa.org/#/company-restclient

Documentation at https://melpa.org/#/projectile-ripgrep

Documentation at https://melpa.org/#/russian-techwriter

Documentation at https://melpa.org/#/rainbow-delimiters

This package provides a pure Python RFC3339 validator.