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+Toolz
+=====
+
+|Build Status| |Coverage Status| |Version Status|
+
+A set of utility functions for iterators, functions, and dictionaries.
+
+See the PyToolz documentation at https://toolz.readthedocs.io
+
+LICENSE
+-------
+
+New BSD. See `License File <https://github.com/pytoolz/toolz/blob/master/LICENSE.txt>`__.
+
+Install
+-------
+
+``toolz`` is on the Python Package Index (PyPI):
+
+::
+
+    pip install toolz
+
+Structure and Heritage
+----------------------
+
+``toolz`` is implemented in three parts:
+
+|literal itertoolz|_, for operations on iterables. Examples: ``groupby``,
+``unique``, ``interpose``,
+
+|literal functoolz|_, for higher-order functions. Examples: ``memoize``,
+``curry``, ``compose``,
+
+|literal dicttoolz|_, for operations on dictionaries. Examples: ``assoc``,
+``update-in``, ``merge``.
+
+.. |literal itertoolz| replace:: ``itertoolz``
+.. _literal itertoolz: https://github.com/pytoolz/toolz/blob/master/toolz/itertoolz.py
+
+.. |literal functoolz| replace:: ``functoolz``
+.. _literal functoolz: https://github.com/pytoolz/toolz/blob/master/toolz/functoolz.py
+
+.. |literal dicttoolz| replace:: ``dicttoolz``
+.. _literal dicttoolz: https://github.com/pytoolz/toolz/blob/master/toolz/dicttoolz.py
+
+These functions come from the legacy of functional languages for list
+processing. They interoperate well to accomplish common complex tasks.
+
+Read our `API
+Documentation <https://toolz.readthedocs.io/en/latest/api.html>`__ for
+more details.
+
+Example
+-------
+
+This builds a standard wordcount function from pieces within ``toolz``:
+
+.. code:: python
+
+    >>> def stem(word):
+    ...     """ Stem word to primitive form """
+    ...     return word.lower().rstrip(",.!:;'-\"").lstrip("'\"")
+
+    >>> from toolz import compose, frequencies
+    >>> from toolz.curried import map
+    >>> wordcount = compose(frequencies, map(stem), str.split)
+
+    >>> sentence = "This cat jumped over this other cat!"
+    >>> wordcount(sentence)
+    {'this': 2, 'cat': 2, 'jumped': 1, 'over': 1, 'other': 1}
+
+Dependencies
+------------
+
+``toolz`` supports Python 3.5+ with a common codebase.
+It is pure Python and requires no dependencies beyond the standard
+library.
+
+It is, in short, a lightweight dependency.
+
+
+CyToolz
+-------
+
+The ``toolz`` project has been reimplemented in `Cython <http://cython.org>`__.
+The ``cytoolz`` project is a drop-in replacement for the Pure Python
+implementation.
+See `CyToolz GitHub Page <https://github.com/pytoolz/cytoolz/>`__ for more
+details.
+
+See Also
+--------
+
+-  `Underscore.js <https://underscorejs.org/>`__: A similar library for
+   JavaScript
+-  `Enumerable <https://ruby-doc.org/core-2.0.0/Enumerable.html>`__: A
+   similar library for Ruby
+-  `Clojure <https://clojure.org/>`__: A functional language whose
+   standard library has several counterparts in ``toolz``
+-  `itertools <https://docs.python.org/2/library/itertools.html>`__: The
+   Python standard library for iterator tools
+-  `functools <https://docs.python.org/2/library/functools.html>`__: The
+   Python standard library for function tools
+
+Contributions Welcome
+---------------------
+
+``toolz`` aims to be a repository for utility functions, particularly
+those that come from the functional programming and list processing
+traditions. We welcome contributions that fall within this scope.
+
+We also try to keep the API small to keep ``toolz`` manageable.  The ideal
+contribution is significantly different from existing functions and has
+precedent in a few other functional systems.
+
+Please take a look at our
+`issue page <https://github.com/pytoolz/toolz/issues>`__
+for contribution ideas.
+
+Community
+---------
+
+See our `mailing list <https://groups.google.com/forum/#!forum/pytoolz>`__.
+We're friendly.
+
+.. |Build Status| image:: https://github.com/pytoolz/toolz/workflows/Test/badge.svg
+   :target: https://github.com/pytoolz/toolz/actions
+.. |Coverage Status| image:: https://coveralls.io/repos/pytoolz/toolz/badge.svg?branch=master
+   :target: https://coveralls.io/r/pytoolz/toolz
+.. |Version Status| image:: https://badge.fury.io/py/toolz.svg
+   :target: https://badge.fury.io/py/toolz