Saravanan666/pypi-org huggingface dataset:
Package: pycopula
PyCopula is an easy-to-use Python library that allows you to study random variables dependencies with copulas. It comes with useful tools and features to plot, estimate or simulate on copulas.Online DocumentationInstallationInstallation viapipalways offers you the last stable version of the package.pip install pycopulaHowever, if you are looking for latest updates, consider installation directly from sources.git clone https://github.com/MaximeJumelle/pycopula.git
cd pycopula
python setup.py installFeaturesPyCopula natively handle various families of copulas including :Archimean CopulasClaytonGumbelJoeFrankAli-Mikhail-HaqElliptic CopulasGaussianStudentEstimationThree methods of estimation, based onSciPynumerical optimization routines, are available to provide high flexibility during fitting process.Moments estimation on particular copulasMaximum Likelihood Estimation (MLE)Inference For Margins (IFM)Canonical Maximum Likelihood Estimation (CMLE)UsagePyCopula was designed to provide an easy-to-use interface that does not require a lot in both programming and computing. As a result, only a few lines are needed to properly fit any copulas, as demonstrated in the following code snippet.importpandasaspdfrompycopula.copulaimportArchimedeanCopuladata=pd.read_csv("data/classic.csv").values[:,1:]archimedean=ArchimedeanCopula(family="gumbel",dim=2)archimedean.fit(data,method="cmle")Archimedean Copula (gumbel) :*	Parameter : 1.605037Visualization3D PDF and CDFConcentration FunctionsEstimationSimulationDevelopmentCurrently, there are only a few features implemented in the library, which are the basics components for copula handling :Creating Archimedean, Gaussian and Student copulas3D plot of PDF and CDFConcentration functions and visualizationEstimation of copulas parameters (CMLE, MLE, IFM)In the future, I plan to release the following features :Goodness-of-fitCopula selection with criterions and statistical testingExamples of applications in real world with open dataAlso, if you are interested in the project, I would be happy to collaborate with you since there are still quite a lot of improvements needed (computation, estimation methods, visualization) and that I don't have enough time on my hands to do it quickly.
Package: pycopy-abc
This is a dummy implementation of a module for Pycopy standard library.
It contains zero or very little functionality, and primarily intended to
avoid import errors (using idea that even if an application imports a
module, it may be not using it onevery code path, so may work at least
partially). It is expected that more complete implementation of the module
will be provided later. Please help with the development if you are
interested in this module.
Package: pycopy-aifc
This is a dummy implementation of a module for the standard library of
Pycopy project (https://github.com/pfalcon/pycopy).
It contains zero or very little functionality, and primarily intended to
avoid import errors (using idea that even if an application imports a
module, it may be not using it onevery code path, so may work at least
partially). It is expected that more complete implementation of the module
will be provided later. Please help with the development if you are
interested in this module.
Package: pycopy-antigravity
This is a dummy implementation of a module for the standard library of
Pycopy project (https://github.com/pfalcon/pycopy).
It contains zero or very little functionality, and primarily intended to
avoid import errors (using idea that even if an application imports a
module, it may be not using it onevery code path, so may work at least
partially). It is expected that more complete implementation of the module
will be provided later. Please help with the development if you are
interested in this module.
Package: pycopy-ast
This is a pure-Python implementation of the “ast” module as described in
CPython documentation. It is written for thePycopyproject, the minimalist
Python dialect, and is a part of its standard library,pycopy-lib. However, it can
also run under CPython and other Python implementations.Implementation-wise, it is laid out as a package, with the following
submodules:ast.types, with AST node types auto-generated from CPython’s ASDL
description.ast.parser, implementing hand-written parser for Python 3.6,
utilizing recursive descent to parse statements, and Pratt operator
precedence parser to parse expressions.ast, the main package, integrating submodules above, and exposing
CPython-compatible API with corresponding additional functions and
classes to process AST trees.At the time of writing, the parser supports Python 3.6 syntax. Updates
for the next versions of Python syntax are expected to follow.The package has small builtin test corpus to check that the AST trees
match the ones generated by CPython, and can also use entire CPython
standard library as a test corpus, which it also can parse
correctly (but with some discrepancies, e.g. this module is optimized
for minimal size and doesn’t support Unicode named escape sequences
(in the same way as Pycopy doesn’t support them)).Pycopy’sastmodule is written by Paul Sokolovsky and provided
under the MIT license.
Package: pycopy-asynchat
This is a dummy implementation of a module for the standard library of
Pycopy project (https://github.com/pfalcon/pycopy).
It contains zero or very little functionality, and primarily intended to
avoid import errors (using idea that even if an application imports a
module, it may be not using it onevery code path, so may work at least
partially). It is expected that more complete implementation of the module
will be provided later. Please help with the development if you are
interested in this module.
Package: pycopy-asyncio
This is a dummy implementation of a module for the standard library of
Pycopy project (https://github.com/pfalcon/pycopy).
It contains zero or very little functionality, and primarily intended to
avoid import errors (using idea that even if an application imports a
module, it may be not using it onevery code path, so may work at least
partially). It is expected that more complete implementation of the module
will be provided later. Please help with the development if you are
interested in this module.
Package: pycopy-asyncore
This is a dummy implementation of a module for the standard library of
Pycopy project (https://github.com/pfalcon/pycopy).
It contains zero or very little functionality, and primarily intended to
avoid import errors (using idea that even if an application imports a
module, it may be not using it onevery code path, so may work at least
partially). It is expected that more complete implementation of the module
will be provided later. Please help with the development if you are
interested in this module.
Package: pycopy-atexit
This is a dummy implementation of a module for the standard library of
Pycopy project (https://github.com/pfalcon/pycopy).
It contains zero or very little functionality, and primarily intended to
avoid import errors (using idea that even if an application imports a
module, it may be not using it onevery code path, so may work at least
partially). It is expected that more complete implementation of the module
will be provided later. Please help with the development if you are
interested in this module.
Package: pycopy-audioop
This is a dummy implementation of a module for the standard library of
Pycopy project (https://github.com/pfalcon/pycopy).
It contains zero or very little functionality, and primarily intended to
avoid import errors (using idea that even if an application imports a
module, it may be not using it onevery code path, so may work at least
partially). It is expected that more complete implementation of the module
will be provided later. Please help with the development if you are
interested in this module.
Package: pycopy-base64
This is a module ported from CPython standard library to be compatible with
Pycopy project (https://github.com/pfalcon/pycopy). Usually, this means
applying small patches for features not supported (yet, or at all) in Pycopy.
Sometimes, heavier changes are required. Note that CPython modules are written
with availability of vast resources in mind, and may not work for Pycopy ports
with limited heap. If you are affected by such a case, please help reimplement
the module from scratch.
Package: pycopy-bdb
This is a dummy implementation of a module for the standard library of
Pycopy project (https://github.com/pfalcon/pycopy).
It contains zero or very little functionality, and primarily intended to
avoid import errors (using idea that even if an application imports a
module, it may be not using it onevery code path, so may work at least
partially). It is expected that more complete implementation of the module
will be provided later. Please help with the development if you are
interested in this module.
Package: pycopy-bin
This is a dummy implementation of a module for the standard library of
Pycopy project (https://github.com/pfalcon/pycopy).
It contains zero or very little functionality, and primarily intended to
avoid import errors (using idea that even if an application imports a
module, it may be not using it onevery code path, so may work at least
partially). It is expected that more complete implementation of the module
will be provided later. Please help with the development if you are
interested in this module.
Package: pycopy-binaries
This is a dummy implementation of a module for the standard library of
Pycopy project (https://github.com/pfalcon/pycopy).
It contains zero or very little functionality, and primarily intended to
avoid import errors (using idea that even if an application imports a
module, it may be not using it onevery code path, so may work at least
partially). It is expected that more complete implementation of the module
will be provided later. Please help with the development if you are
interested in this module.
Package: pycopy-binary
This is a dummy implementation of a module for the standard library of
Pycopy project (https://github.com/pfalcon/pycopy).
It contains zero or very little functionality, and primarily intended to
avoid import errors (using idea that even if an application imports a
module, it may be not using it onevery code path, so may work at least
partially). It is expected that more complete implementation of the module
will be provided later. Please help with the development if you are
interested in this module.
Package: pycopy-binascii
This is a module ported from CPython standard library to be compatible with
Pycopy project (https://github.com/pfalcon/pycopy). Usually, this means
applying small patches for features not supported (yet, or at all) in Pycopy.
Sometimes, heavier changes are required. Note that PyPy modules are written
with availability of vast resources in mind, and may not work for Pycopy ports
with limited heap. If you are affected by such a case, please help reimplement
the module from scratch.
Package: pycopy-binhex
This is a dummy implementation of a module for the standard library of
Pycopy project (https://github.com/pfalcon/pycopy).
It contains zero or very little functionality, and primarily intended to
avoid import errors (using idea that even if an application imports a
module, it may be not using it onevery code path, so may work at least
partially). It is expected that more complete implementation of the module
will be provided later. Please help with the development if you are
interested in this module.
Package: pycopy-bisect
This is a module ported from CPython standard library to be compatible with
Pycopy interpreter. Usually, this means applying small patches for
features not supported (yet, or at all) in Pycopy. Sometimes, heavier
changes are required. Note that CPython modules are written with availability
of vast resources in mind, and may not work for Pycopy ports with
limited heap. If you are affected by such a case, please help reimplement
the module from scratch.
Package: pycopy-btree
This is a dummy implementation of a module for the standard library of
Pycopy project (https://github.com/pfalcon/pycopy).
It contains zero or very little functionality, and primarily intended to
avoid import errors (using idea that even if an application imports a
module, it may be not using it onevery code path, so may work at least
partially). It is expected that more complete implementation of the module
will be provided later. Please help with the development if you are
interested in this module.
Package: pycopy-bz2
This is a dummy implementation of a module for the standard library of
Pycopy project (https://github.com/pfalcon/pycopy).
It contains zero or very little functionality, and primarily intended to
avoid import errors (using idea that even if an application imports a
module, it may be not using it onevery code path, so may work at least
partially). It is expected that more complete implementation of the module
will be provided later. Please help with the development if you are
interested in this module.
Package: pycopy-calendar
This is a dummy implementation of a module for the standard library of
Pycopy project (https://github.com/pfalcon/pycopy).
It contains zero or very little functionality, and primarily intended to
avoid import errors (using idea that even if an application imports a
module, it may be not using it onevery code path, so may work at least
partially). It is expected that more complete implementation of the module
will be provided later. Please help with the development if you are
interested in this module.
Package: pycopy-cgi
This is a module ported from CPython standard library to be compatible with
Pycopy interpreter. Usually, this means applying small patches for
features not supported (yet, or at all) in Pycopy. Sometimes, heavier
changes are required. Note that CPython modules are written with availability
of vast resources in mind, and may not work for Pycopy ports with
limited heap. If you are affected by such a case, please help reimplement
the module from scratch.
Package: pycopy-cgitb
This is a dummy implementation of a module for the standard library of
Pycopy project (https://github.com/pfalcon/pycopy).
It contains zero or very little functionality, and primarily intended to
avoid import errors (using idea that even if an application imports a
module, it may be not using it onevery code path, so may work at least
partially). It is expected that more complete implementation of the module
will be provided later. Please help with the development if you are
interested in this module.
Package: pycopy-chunk
This is a dummy implementation of a module for the standard library of
Pycopy project (https://github.com/pfalcon/pycopy).
It contains zero or very little functionality, and primarily intended to
avoid import errors (using idea that even if an application imports a
module, it may be not using it onevery code path, so may work at least
partially). It is expected that more complete implementation of the module
will be provided later. Please help with the development if you are
interested in this module.
Package: pycopy-cmath
This is a dummy implementation of a module for the standard library of
Pycopy project (https://github.com/pfalcon/pycopy).
It contains zero or very little functionality, and primarily intended to
avoid import errors (using idea that even if an application imports a
module, it may be not using it onevery code path, so may work at least
partially). It is expected that more complete implementation of the module
will be provided later. Please help with the development if you are
interested in this module.
Package: pycopy-cmd
This is a module ported from CPython standard library to be compatible with
Pycopy project (https://github.com/pfalcon/pycopy). Usually, this means
applying small patches for features not supported (yet, or at all) in Pycopy.
Sometimes, heavier changes are required. Note that CPython modules are written
with availability of vast resources in mind, and may not work for Pycopy ports
with limited heap. If you are affected by such a case, please help reimplement
the module from scratch.
Package: pycopy-code
This is a dummy implementation of a module for the standard library of
Pycopy project (https://github.com/pfalcon/pycopy).
It contains zero or very little functionality, and primarily intended to
avoid import errors (using idea that even if an application imports a
module, it may be not using it onevery code path, so may work at least
partially). It is expected that more complete implementation of the module
will be provided later. Please help with the development if you are
interested in this module.
Package: pycopy-codecs
This is a dummy implementation of a module for the standard library of
Pycopy project (https://github.com/pfalcon/pycopy).
It contains zero or very little functionality, and primarily intended to
avoid import errors (using idea that even if an application imports a
module, it may be not using it onevery code path, so may work at least
partially). It is expected that more complete implementation of the module
will be provided later. Please help with the development if you are
interested in this module.
Package: pycopy-codeop
This is a dummy implementation of a module for the standard library of
Pycopy project (https://github.com/pfalcon/pycopy).
It contains zero or very little functionality, and primarily intended to
avoid import errors (using idea that even if an application imports a
module, it may be not using it onevery code path, so may work at least
partially). It is expected that more complete implementation of the module
will be provided later. Please help with the development if you are
interested in this module.
Package: pycopy-collections.abc
This is a dummy implementation of a module for the standard library of
Pycopy project (https://github.com/pfalcon/pycopy).
It contains zero or very little functionality, and primarily intended to
avoid import errors (using idea that even if an application imports a
module, it may be not using it onevery code path, so may work at least
partially). It is expected that more complete implementation of the module
will be provided later. Please help with the development if you are
interested in this module.
Package: pycopy-collections.chainmap
This is a module for the standard library of Pycopy project:https://github.com/pfalcon/pycopy. This module was implemented from
scratch specifically to target Pycopy, with efficient and lean design
in mind. Note that this module is likely work in progress and likely
supports just a subset of CPython’s corresponding module. Please help
with the development if you are interested in this module.
Package: pycopy-collections.defaultdict
This is a module for the standard library of Pycopy project:https://github.com/pfalcon/pycopy. This module was implemented from
scratch specifically to target Pycopy, with efficient and lean design
in mind. Note that this module is likely work in progress and likely
supports just a subset of CPython’s corresponding module. Please help
with the development if you are interested in this module.
Package: pycopy-collections.deque
This is a module for the standard library of Pycopy project:https://github.com/pfalcon/pycopy. This module was implemented from
scratch specifically to target Pycopy, with efficient and lean design
in mind. Note that this module is likely work in progress and likely
supports just a subset of CPython’s corresponding module. Please help
with the development if you are interested in this module.
Package: pycopy-colorsys
This is a dummy implementation of a module for the standard library of
Pycopy project (https://github.com/pfalcon/pycopy).
It contains zero or very little functionality, and primarily intended to
avoid import errors (using idea that even if an application imports a
module, it may be not using it onevery code path, so may work at least
partially). It is expected that more complete implementation of the module
will be provided later. Please help with the development if you are
interested in this module.
Package: pycopy-compileall
This is a dummy implementation of a module for the standard library of
Pycopy project (https://github.com/pfalcon/pycopy).
It contains zero or very little functionality, and primarily intended to
avoid import errors (using idea that even if an application imports a
module, it may be not using it onevery code path, so may work at least
partially). It is expected that more complete implementation of the module
will be provided later. Please help with the development if you are
interested in this module.
Package: pycopy-concurrent.futures
This is a dummy implementation of a module for the standard library of
Pycopy project (https://github.com/pfalcon/pycopy).
It contains zero or very little functionality, and primarily intended to
avoid import errors (using idea that even if an application imports a
module, it may be not using it onevery code path, so may work at least
partially). It is expected that more complete implementation of the module
will be provided later. Please help with the development if you are
interested in this module.
Package: pycopy-configparser
This is a dummy implementation of a module for the standard library of
Pycopy project (https://github.com/pfalcon/pycopy).
It contains zero or very little functionality, and primarily intended to
avoid import errors (using idea that even if an application imports a
module, it may be not using it onevery code path, so may work at least
partially). It is expected that more complete implementation of the module
will be provided later. Please help with the development if you are
interested in this module.
Package: pycopy-contextlib
This is a module ported from CPython standard library to be compatible with
Pycopy project (https://github.com/pfalcon/pycopy). Usually, this means
applying small patches for features not supported (yet, or at all) in Pycopy.
Sometimes, heavier changes are required. Note that CPython modules are written
with availability of vast resources in mind, and may not work for Pycopy ports
with limited heap. If you are affected by such a case, please help reimplement
the module from scratch.
Package: pycopy-contextvars
This is a dummy implementation of a module for the standard library of
Pycopy project (https://github.com/pfalcon/pycopy).
It contains zero or very little functionality, and primarily intended to
avoid import errors (using idea that even if an application imports a
module, it may be not using it onevery code path, so may work at least
partially). It is expected that more complete implementation of the module
will be provided later. Please help with the development if you are
interested in this module.
Package: pycopy-copy
This is a module ported from CPython standard library to be compatible with
Pycopy project (https://github.com/pfalcon/pycopy). Usually, this means
applying small patches for features not supported (yet, or at all) in Pycopy.
Sometimes, heavier changes are required. Note that CPython modules are written
with availability of vast resources in mind, and may not work for Pycopy ports
with limited heap. If you are affected by such a case, please help reimplement
the module from scratch.
Package: pycopy-copyreg
This is a dummy implementation of a module for the standard library of
Pycopy project (https://github.com/pfalcon/pycopy).
It contains zero or very little functionality, and primarily intended to
avoid import errors (using idea that even if an application imports a
module, it may be not using it onevery code path, so may work at least
partially). It is expected that more complete implementation of the module
will be provided later. Please help with the development if you are
interested in this module.
Package: pycopy-cProfile
This is a dummy implementation of a module for the standard library of
Pycopy project (https://github.com/pfalcon/pycopy).
It contains zero or very little functionality, and primarily intended to
avoid import errors (using idea that even if an application imports a
module, it may be not using it onevery code path, so may work at least
partially). It is expected that more complete implementation of the module
will be provided later. Please help with the development if you are
interested in this module.