dataframe: Upgrading C++ DataFrame to version 4.0.0

[hosseinmoein]

Summary

Changes to recipe: lib/[version]

Motivation

Details

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Many of visitor algorithms were generalized to work seamlessly with both scalar (i.e. columns of numbers) and multidimensional (i.e. columns of vectors or arrays) datasets, and many others are forthcoming. This justifies increasing the major version number.
Added more tests in general
Enhanced documentations
Implemented gen_join() function
Implemented ChiSquaredTestVisitor visitor
Implemented SHAPValuesVisitor visitor
Implemented get_matrix() with column names passed in
Implemented solve() function in matrix
Implemented ldlt() function in matrix
Added matrix/vector, vector/vector, array/array, … arithmetic operators to matrix source code
Implemented ARIMAVisitor visitor
Implemented LSTMForecastVisitor visitor
Enhanced interfaces by using C++20 requires.
Implemented kshape_groups() function
Made parallel_loop() aligned with cache line width hence improving multithreading performance significantly
Implemented count() function
Implemented class_count() function
Implemented AnomalyDetectByKNNVisitor visitor
Implemented BIRCHVisitor visitor
Implemented get_[data|view]_by_birch() function
Made clustering algorithms and many other statistical algos work seamlessly with multidimensional datasets.

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• Read the contributing guidelines
• Checked that this PR is not a duplicate: list of PRs by recipe
• If this is a bug fix, please link related issue or provide bug details
• Tested locally with at least one configuration using a recent version of Conan

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