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- ==============
- More Itertools
- ==============
- .. image:: https://coveralls.io/repos/github/erikrose/more-itertools/badge.svg?branch=master
- :target: https://coveralls.io/github/erikrose/more-itertools?branch=master
- Python's ``itertools`` library is a gem - you can compose elegant solutions
- for a variety of problems with the functions it provides. In ``more-itertools``
- we collect additional building blocks, recipes, and routines for working with
- Python iterables.
- ----
- +------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
- | Grouping | `chunked <https://more-itertools.readthedocs.io/en/stable/api.html#more_itertools.chunked>`_, |
- | | `sliced <https://more-itertools.readthedocs.io/en/stable/api.html#more_itertools.sliced>`_, |
- | | `distribute <https://more-itertools.readthedocs.io/en/stable/api.html#more_itertools.distribute>`_, |
- | | `divide <https://more-itertools.readthedocs.io/en/stable/api.html#more_itertools.divide>`_, |
- | | `split_at <https://more-itertools.readthedocs.io/en/stable/api.html#more_itertools.split_at>`_, |
- | | `split_before <https://more-itertools.readthedocs.io/en/stable/api.html#more_itertools.split_before>`_, |
- | | `split_after <https://more-itertools.readthedocs.io/en/stable/api.html#more_itertools.split_after>`_, |
- | | `bucket <https://more-itertools.readthedocs.io/en/stable/api.html#more_itertools.bucket>`_, |
- | | `grouper <https://more-itertools.readthedocs.io/en/stable/api.html#more_itertools.grouper>`_, |
- | | `partition <https://more-itertools.readthedocs.io/en/stable/api.html#more_itertools.partition>`_ |
- +------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
- | Lookahead and lookback | `spy <https://more-itertools.readthedocs.io/en/stable/api.html#more_itertools.spy>`_, |
- | | `peekable <https://more-itertools.readthedocs.io/en/stable/api.html#more_itertools.peekable>`_, |
- | | `seekable <https://more-itertools.readthedocs.io/en/stable/api.html#more_itertools.seekable>`_ |
- +------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
- | Windowing | `windowed <https://more-itertools.readthedocs.io/en/stable/api.html#more_itertools.windowed>`_, |
- | | `stagger <https://more-itertools.readthedocs.io/en/stable/api.html#more_itertools.stagger>`_, |
- | | `pairwise <https://more-itertools.readthedocs.io/en/stable/api.html#more_itertools.pairwise>`_ |
- +------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
- | Augmenting | `count_cycle <https://more-itertools.readthedocs.io/en/stable/api.html#more_itertools.count_cycle>`_, |
- | | `intersperse <https://more-itertools.readthedocs.io/en/stable/api.html#more_itertools.intersperse>`_, |
- | | `padded <https://more-itertools.readthedocs.io/en/stable/api.html#more_itertools.padded>`_, |
- | | `adjacent <https://more-itertools.readthedocs.io/en/stable/api.html#more_itertools.adjacent>`_, |
- | | `groupby_transform <https://more-itertools.readthedocs.io/en/stable/api.html#more_itertools.groupby_transform>`_, |
- | | `padnone <https://more-itertools.readthedocs.io/en/stable/api.html#more_itertools.padnone>`_, |
- | | `ncycles <https://more-itertools.readthedocs.io/en/stable/api.html#more_itertools.ncycles>`_ |
- +------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
- | Combining | `collapse <https://more-itertools.readthedocs.io/en/stable/api.html#more_itertools.collapse>`_, |
- | | `sort_together <https://more-itertools.readthedocs.io/en/stable/api.html#more_itertools.sort_together>`_, |
- | | `interleave <https://more-itertools.readthedocs.io/en/stable/api.html#more_itertools.interleave>`_, |
- | | `interleave_longest <https://more-itertools.readthedocs.io/en/stable/api.html#more_itertools.interleave_longest>`_, |
- | | `collate <https://more-itertools.readthedocs.io/en/stable/api.html#more_itertools.collate>`_, |
- | | `zip_offset <https://more-itertools.readthedocs.io/en/stable/api.html#more_itertools.zip_offset>`_, |
- | | `dotproduct <https://more-itertools.readthedocs.io/en/stable/api.html#more_itertools.dotproduct>`_, |
- | | `flatten <https://more-itertools.readthedocs.io/en/stable/api.html#more_itertools.flatten>`_, |
- | | `roundrobin <https://more-itertools.readthedocs.io/en/stable/api.html#more_itertools.roundrobin>`_, |
- | | `prepend <https://more-itertools.readthedocs.io/en/stable/api.html#more_itertools.prepend>`_ |
- +------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
- | Summarizing | `ilen <https://more-itertools.readthedocs.io/en/stable/api.html#more_itertools.ilen>`_, |
- | | `first <https://more-itertools.readthedocs.io/en/stable/api.html#more_itertools.first>`_, |
- | | `last <https://more-itertools.readthedocs.io/en/stable/api.html#more_itertools.last>`_, |
- | | `one <https://more-itertools.readthedocs.io/en/stable/api.html#more_itertools.one>`_, |
- | | `unique_to_each <https://more-itertools.readthedocs.io/en/stable/api.html#more_itertools.unique_to_each>`_, |
- | | `locate <https://more-itertools.readthedocs.io/en/stable/api.html#more_itertools.locate>`_, |
- | | `rlocate <https://more-itertools.readthedocs.io/en/stable/api.html#more_itertools.rlocate>`_, |
- | | `consecutive_groups <https://more-itertools.readthedocs.io/en/stable/api.html#more_itertools.consecutive_groups>`_, |
- | | `exactly_n <https://more-itertools.readthedocs.io/en/stable/api.html#more_itertools.exactly_n>`_, |
- | | `run_length <https://more-itertools.readthedocs.io/en/stable/api.html#more_itertools.run_length>`_, |
- | | `map_reduce <https://more-itertools.readthedocs.io/en/stable/api.html#more_itertools.map_reduce>`_, |
- | | `all_equal <https://more-itertools.readthedocs.io/en/stable/api.html#more_itertools.all_equal>`_, |
- | | `first_true <https://more-itertools.readthedocs.io/en/stable/api.html#more_itertools.first_true>`_, |
- | | `nth <https://more-itertools.readthedocs.io/en/stable/api.html#more_itertools.nth>`_, |
- | | `quantify <https://more-itertools.readthedocs.io/en/stable/api.html#more_itertools.quantify>`_ |
- +------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
- | Selecting | `islice_extended <https://more-itertools.readthedocs.io/en/stable/api.html#more_itertools.islice_extended>`_, |
- | | `strip <https://more-itertools.readthedocs.io/en/stable/api.html#more_itertools.strip>`_, |
- | | `lstrip <https://more-itertools.readthedocs.io/en/stable/api.html#more_itertools.lstrip>`_, |
- | | `rstrip <https://more-itertools.readthedocs.io/en/stable/api.html#more_itertools.rstrip>`_, |
- | | `take <https://more-itertools.readthedocs.io/en/stable/api.html#more_itertools.take>`_, |
- | | `tail <https://more-itertools.readthedocs.io/en/stable/api.html#more_itertools.tail>`_, |
- | | `unique_everseen <https://more-itertools.readthedocs.io/en/stable/api.html#more_itertoo ls.unique_everseen>`_, |
- | | `unique_justseen <https://more-itertools.readthedocs.io/en/stable/api.html#more_itertools.unique_justseen>`_ |
- +------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
- | Combinatorics | `distinct_permutations <https://more-itertools.readthedocs.io/en/stable/api.html#more_itertools.distinct_permutations>`_, |
- | | `circular_shifts <https://more-itertools.readthedocs.io/en/stable/api.html#more_itertools.circular_shifts>`_, |
- | | `powerset <https://more-itertools.readthedocs.io/en/stable/api.html#more_itertools.powerset>`_, |
- | | `random_product <https://more-itertools.readthedocs.io/en/stable/api.html#more_itertools.random_product>`_, |
- | | `random_permutation <https://more-itertools.readthedocs.io/en/stable/api.html#more_itertools.random_permutation>`_, |
- | | `random_combination <https://more-itertools.readthedocs.io/en/stable/api.html#more_itertools.random_combination>`_, |
- | | `random_combination_with_replacement <https://more-itertools.readthedocs.io/en/stable/api.html#more_itertools.random_combination_with_replacement>`_, |
- | | `nth_combination <https://more-itertools.readthedocs.io/en/stable/api.html#more_itertools.nth_combination>`_ |
- +------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
- | Wrapping | `always_iterable <https://more-itertools.readthedocs.io/en/stable/api.html#more_itertools.always_iterable>`_, |
- | | `consumer <https://more-itertools.readthedocs.io/en/stable/api.html#more_itertools.consumer>`_, |
- | | `with_iter <https://more-itertools.readthedocs.io/en/stable/api.html#more_itertools.with_iter>`_, |
- | | `iter_except <https://more-itertools.readthedocs.io/en/stable/api.html#more_itertools.iter_except>`_ |
- +------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
- | Others | `replace <https://more-itertools.readthedocs.io/en/stable/api.html#more_itertools.replace>`_, |
- | | `numeric_range <https://more-itertools.readthedocs.io/en/stable/api.html#more_itertools.numeric_range>`_, |
- | | `always_reversible <https://more-itertools.readthedocs.io/en/stable/api.html#more_itertools.always_reversible>`_, |
- | | `side_effect <https://more-itertools.readthedocs.io/en/stable/api.html#more_itertools.side_effect>`_, |
- | | `iterate <https://more-itertools.readthedocs.io/en/stable/api.html#more_itertools.iterate>`_, |
- | | `difference <https://more-itertools.readthedocs.io/en/stable/api.html#more_itertools.difference>`_, |
- | | `make_decorator <https://more-itertools.readthedocs.io/en/stable/api.html#more_itertools.make_decorator>`_, |
- | | `SequenceView <https://more-itertools.readthedocs.io/en/stable/api.html#more_itertools.SequenceView>`_, |
- | | `consume <https://more-itertools.readthedocs.io/en/stable/api.html#more_itertools.consume>`_, |
- | | `accumulate <https://more-itertools.readthedocs.io/en/stable/api.html#more_itertools.accumulate>`_, |
- | | `tabulate <https://more-itertools.readthedocs.io/en/stable/api.html#more_itertools.tabulate>`_, |
- | | `repeatfunc <https://more-itertools.readthedocs.io/en/stable/api.html#more_itertools.repeatfunc>`_ |
- +------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
- Getting started
- ===============
- To get started, install the library with `pip <https://pip.pypa.io/en/stable/>`_:
- .. code-block:: shell
- pip install more-itertools
- The recipes from the `itertools docs <https://docs.python.org/3/library/itertools.html#itertools-recipes>`_
- are included in the top-level package:
- .. code-block:: python
- >>> from more_itertools import flatten
- >>> iterable = [(0, 1), (2, 3)]
- >>> list(flatten(iterable))
- [0, 1, 2, 3]
- Several new recipes are available as well:
- .. code-block:: python
- >>> from more_itertools import chunked
- >>> iterable = [0, 1, 2, 3, 4, 5, 6, 7, 8]
- >>> list(chunked(iterable, 3))
- [[0, 1, 2], [3, 4, 5], [6, 7, 8]]
- >>> from more_itertools import spy
- >>> iterable = (x * x for x in range(1, 6))
- >>> head, iterable = spy(iterable, n=3)
- >>> list(head)
- [1, 4, 9]
- >>> list(iterable)
- [1, 4, 9, 16, 25]
- For the full listing of functions, see the `API documentation <https://more-itertools.readthedocs.io/en/latest/api.html>`_.
- Development
- ===========
- ``more-itertools`` is maintained by `@erikrose <https://github.com/erikrose>`_
- and `@bbayles <https://github.com/bbayles>`_, with help from `many others <https://github.com/erikrose/more-itertools/graphs/contributors>`_.
- If you have a problem or suggestion, please file a bug or pull request in this
- repository. Thanks for contributing!
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