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update README.rst
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jbogaardt committed Oct 24, 2021
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Expand Up @@ -30,7 +30,7 @@ Available Estimators

.. _R ChainLadder package: https://github.com/mages/ChainLadder
.. _pandas: https://pandas.pydata.org/
.. _scikit-learn: https://scikit-learn.org/stable/index.html
.. _scikit-learn: https://scikit-learn.org/latest/index.html

.. |PyPI version| image:: https://badge.fury.io/py/chainladder.svg
:target: https://badge.fury.io/py/chainladder
Expand All @@ -41,10 +41,10 @@ Available Estimators
.. |Build Status| image:: https://github.com/casact/chainladder-python/workflows/Unit%20Tests/badge.svg

.. |Documentation Status| image:: https://readthedocs.org/projects/chainladder-python/badge/?version=latest
:target: http://chainladder-python.readthedocs.io/en/stable/?badge=latest
:target: http://chainladder-python.readthedocs.io/en/latest/?badge=latest

.. |codecov io| image:: https://codecov.io/github/casact/chainladder-python/coverage.svg?branch=master
:target: https://codecov.io/github/casact/chainladder-python?branch=master
.. |codecov io| image:: https://codecov.io/github/casact/chainladder-python/coverage.svg?branch=latest
:target: https://codecov.io/github/casact/chainladder-python?branch=latest


+------------------------------+------------------+-------------------------+-----------------------+-----------------------+
Expand All @@ -71,32 +71,32 @@ Available Estimators
+------------------------------+------------------+-------------------------+-----------------------+-----------------------+


.. _Development: https://chainladder-python.readthedocs.io/en/stable/modules/development.html#basic-development
.. _TailCurve: https://chainladder-python.readthedocs.io/en/stable/modules/tails.html#ldf-curve-fitting
.. _Chainladder: https://chainladder-python.readthedocs.io/en/stable/modules/methods.html#basic-chainladder
.. _BootstrapODPSample: https://chainladder-python.readthedocs.io/en/stable/modules/workflow.html#bootstrap-sampling
.. _DevelopmentConstant: https://chainladder-python.readthedocs.io/en/stable/modules/development.html#external-patterns
.. _TailConstant: https://chainladder-python.readthedocs.io/en/stable/modules/tails.html#external-data
.. _MackChainladder: https://chainladder-python.readthedocs.io/en/stable/modules/methods.html#mack-chainladder
.. _BerquistSherman: https://chainladder-python.readthedocs.io/en/stable/modules/workflow.html#berquist-sherman
.. _MunichAdjustment: https://chainladder-python.readthedocs.io/en/stable/modules/development.html#munich-adjustment
.. _TailBondy: https://chainladder-python.readthedocs.io/en/stable/modules/tails.html#the-bondy-tail
.. _BornhuettterFerguson: https://chainladder-python.readthedocs.io/en/stable/modules/methods.html#bornhuetter-ferguson
.. _Pipeline: https://chainladder-python.readthedocs.io/en/stable/modules/workflow.html#pipeline
.. _ClarkLDF: https://chainladder-python.readthedocs.io/en/stable/modules/development.html#growth-curve-fitting
.. _TailClark: https://chainladder-python.readthedocs.io/en/stable/modules/tails.html#growth-curve-extrapolation
.. _Benktander: https://chainladder-python.readthedocs.io/en/stable/modules/methods.html#benktander
.. _GridSearch: https://chainladder-python.readthedocs.io/en/stable/modules/workflow.html#gridsearch
.. _IncrementalAdditive: https://chainladder-python.readthedocs.io/en/stable/modules/development.html#incremental-additive
.. _CapeCod: https://chainladder-python.readthedocs.io/en/stable/modules/methods.html#cape-cod
.. _ParallelogramOLF: https://chainladder-python.readthedocs.io/en/stable/modules/adjustments.html#parallelogramolf
.. _VotingChainladder: https://chainladder-python.readthedocs.io/en/stable/modules/workflow.html#votingchainladder
.. _Trend: https://chainladder-python.readthedocs.io/en/stable/modules/adjustments.html#trend
.. _CaseOutstanding: https://chainladder-python.readthedocs.io/en/stable/modules/development.html#caseoutstanding
.. _TweedieGLM: https://chainladder-python.readthedocs.io/en/stable/modules/development.html#tweedieglm
.. _DevelopmentML: https://chainladder-python.readthedocs.io/en/stable/modules/development.html#developmentml
.. _BarnettZehnwirth: https://chainladder-python.readthedocs.io/en/stable/modules/development.html#barnettzehnwirth
.. _Documentation: https://chainladder-python.readthedocs.io/en/stable/
.. _Development: https://chainladder-python.readthedocs.io/en/latest/modules/development.html#development
.. _TailCurve: https://chainladder-python.readthedocs.io/en/latest/modules/tails.html#tailcurve
.. _Chainladder: https://chainladder-python.readthedocs.io/en/latest/modules/methods.html#chainladder
.. _BootstrapODPSample: https://chainladder-python.readthedocs.io/en/latest/modules/adjustments.html#bootstrapodpsample
.. _DevelopmentConstant: https://chainladder-python.readthedocs.io/en/latest/modules/development.html#developmentconstant
.. _TailConstant: https://chainladder-python.readthedocs.io/en/latest/modules/tails.html#tailconstant
.. _MackChainladder: https://chainladder-python.readthedocs.io/en/latest/modules/methods.html#mackchainladder
.. _BerquistSherman: https://chainladder-python.readthedocs.io/en/latest/modules/adjustments.html#berquistsherman
.. _MunichAdjustment: https://chainladder-python.readthedocs.io/en/latest/modules/development.html#munichadjustment
.. _TailBondy: https://chainladder-python.readthedocs.io/en/latest/modules/tails.html#tailbondy
.. _BornhuettterFerguson: https://chainladder-python.readthedocs.io/en/latest/modules/methods.html#bornhuetterferguson
.. _Pipeline: https://chainladder-python.readthedocs.io/en/latest/modules/workflow.html#pipeline
.. _ClarkLDF: https://chainladder-python.readthedocs.io/en/latest/modules/development.html#clarkldf
.. _TailClark: https://chainladder-python.readthedocs.io/en/latest/modules/tails.html#tailclark
.. _Benktander: https://chainladder-python.readthedocs.io/en/latest/modules/methods.html#benktander
.. _GridSearch: https://chainladder-python.readthedocs.io/en/latest/modules/workflow.html#gridsearch
.. _IncrementalAdditive: https://chainladder-python.readthedocs.io/en/latest/modules/development.html#incrementaladditive
.. _CapeCod: https://chainladder-python.readthedocs.io/en/latest/modules/methods.html#capecod
.. _ParallelogramOLF: https://chainladder-python.readthedocs.io/en/latest/modules/adjustments.html#parallelogramolf
.. _VotingChainladder: https://chainladder-python.readthedocs.io/en/latest/modules/workflow.html#votingchainladder
.. _Trend: https://chainladder-python.readthedocs.io/en/latest/modules/adjustments.html#trend
.. _CaseOutstanding: https://chainladder-python.readthedocs.io/en/latest/modules/development.html#caseoutstanding
.. _TweedieGLM: https://chainladder-python.readthedocs.io/en/latest/modules/development.html#tweedieglm
.. _DevelopmentML: https://chainladder-python.readthedocs.io/en/latest/modules/development.html#developmentml
.. _BarnettZehnwirth: https://chainladder-python.readthedocs.io/en/latest/modules/development.html#barnettzehnwirth
.. _Documentation: https://chainladder-python.readthedocs.io/en/latest/

Getting Started Tutorials
-------------------------
Expand Down Expand Up @@ -136,12 +136,12 @@ Want to contribute?

Check out our `contributing guidelines`_.

.. _here: https://github.com/casact/chainladder-python/tree/master/docs/tutorials
.. _Working with Triangles: https://chainladder-python.readthedocs.io/en/stable/tutorials/triangle-tutorial.html
.. _Selecting Development Patterns: https://chainladder-python.readthedocs.io/en/stable/tutorials/development-tutorial.html
.. _Extending Development Patterns with Tails: https://chainladder-python.readthedocs.io/en/stable/tutorials/tail-tutorial.html
.. _Applying Deterministic Methods: https://chainladder-python.readthedocs.io/en/stable/tutorials/deterministic-tutorial.html
.. _Applying Stochastic Methods: https://chainladder-python.readthedocs.io/en/stable/tutorials/stochastic-tutorial.html
.. _Large Datasets: https://chainladder-python.readthedocs.io/en/stable/tutorials/large-datasets.html
.. _here: https://github.com/casact/chainladder-python/tree/latest/docs/tutorials
.. _Working with Triangles: https://chainladder-python.readthedocs.io/en/latest/tutorials/triangle-tutorial.html
.. _Selecting Development Patterns: https://chainladder-python.readthedocs.io/en/latest/tutorials/development-tutorial.html
.. _Extending Development Patterns with Tails: https://chainladder-python.readthedocs.io/en/latest/tutorials/tail-tutorial.html
.. _Applying Deterministic Methods: https://chainladder-python.readthedocs.io/en/latest/tutorials/deterministic-tutorial.html
.. _Applying Stochastic Methods: https://chainladder-python.readthedocs.io/en/latest/tutorials/stochastic-tutorial.html
.. _Large Datasets: https://chainladder-python.readthedocs.io/en/latest/tutorials/large-datasets.html
.. _github discussions: https://github.com/casact/chainladder-python/discussions
.. _contributing guidelines: https://chainladder-python.readthedocs.io/en/stable/contributing.html
.. _contributing guidelines: https://chainladder-python.readthedocs.io/en/latest/contributing.html

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