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										 |  |  | :mod:`bisect` --- Array bisection algorithm
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							|  |  |  | ===========================================
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							|  |  |  | .. module:: bisect
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							|  |  |  |    :synopsis: Array bisection algorithms for binary searching.
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							|  |  |  | .. sectionauthor:: Fred L. Drake, Jr. <fdrake@acm.org>
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										 |  |  | .. sectionauthor:: Raymond Hettinger <python at rcn.com>
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												Merged revisions 59605-59624 via svnmerge from
svn+ssh://pythondev@svn.python.org/python/trunk
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  r59606 | georg.brandl | 2007-12-29 11:57:00 +0100 (Sat, 29 Dec 2007) | 2 lines
  Some cleanup in the docs.
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  r59611 | martin.v.loewis | 2007-12-29 19:49:21 +0100 (Sat, 29 Dec 2007) | 2 lines
  Bug #1699: Define _BSD_SOURCE only on OpenBSD.
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  r59612 | raymond.hettinger | 2007-12-29 23:09:34 +0100 (Sat, 29 Dec 2007) | 1 line
  Simpler documentation for itertools.tee().  Should be backported.
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  r59613 | raymond.hettinger | 2007-12-29 23:16:24 +0100 (Sat, 29 Dec 2007) | 1 line
  Improve docs for itertools.groupby().  The use of xrange(0) to create a unique object is less obvious than object().
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  r59620 | christian.heimes | 2007-12-31 15:47:07 +0100 (Mon, 31 Dec 2007) | 3 lines
  Added wininst-9.0.exe executable for VS 2008
  Integrated bdist_wininst into PCBuild9 directory
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  r59621 | christian.heimes | 2007-12-31 15:51:18 +0100 (Mon, 31 Dec 2007) | 1 line
  Moved PCbuild directory to PC/VS7.1
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  r59622 | christian.heimes | 2007-12-31 15:59:26 +0100 (Mon, 31 Dec 2007) | 1 line
  Fix paths for build bot
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  r59623 | christian.heimes | 2007-12-31 16:02:41 +0100 (Mon, 31 Dec 2007) | 1 line
  Fix paths for build bot, part 2
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  r59624 | christian.heimes | 2007-12-31 16:18:55 +0100 (Mon, 31 Dec 2007) | 1 line
  Renamed PCBuild9 directory to PCBuild
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										 |  |  | .. example based on the PyModules FAQ entry by Aaron Watters <arw@pythonpros.com>
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										 |  |  | **Source code:** :source:`Lib/bisect.py`
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										 |  |  | --------------
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							|  |  |  | 
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										 |  |  | This module provides support for maintaining a list in sorted order without
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							|  |  |  | having to sort the list after each insertion.  For long lists of items with
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							|  |  |  | expensive comparison operations, this can be an improvement over the more common
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							|  |  |  | approach.  The module is called :mod:`bisect` because it uses a basic bisection
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							|  |  |  | algorithm to do its work.  The source code may be most useful as a working
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							|  |  |  | example of the algorithm (the boundary conditions are already right!).
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							|  |  |  | The following functions are provided:
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										 |  |  | .. function:: bisect_left(a, x, lo=0, hi=len(a))
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										 |  |  |    Locate the insertion point for *x* in *a* to maintain sorted order.
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										 |  |  |    The parameters *lo* and *hi* may be used to specify a subset of the list
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							|  |  |  |    which should be considered; by default the entire list is used.  If *x* is
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							|  |  |  |    already present in *a*, the insertion point will be before (to the left of)
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							|  |  |  |    any existing entries.  The return value is suitable for use as the first
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										 |  |  |    parameter to ``list.insert()`` assuming that *a* is already sorted.
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										 |  |  |    The returned insertion point *i* partitions the array *a* into two halves so
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							|  |  |  |    that ``all(val < x for val in a[lo:i])`` for the left side and
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							|  |  |  |    ``all(val >= x for val in a[i:hi])`` for the right side.
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										 |  |  | .. function:: bisect_right(a, x, lo=0, hi=len(a))
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							|  |  |  |               bisect(a, x, lo=0, hi=len(a))
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										 |  |  |    Similar to :func:`bisect_left`, but returns an insertion point which comes
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							|  |  |  |    after (to the right of) any existing entries of *x* in *a*.
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										 |  |  |    The returned insertion point *i* partitions the array *a* into two halves so
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							|  |  |  |    that ``all(val <= x for val in a[lo:i])`` for the left side and
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							|  |  |  |    ``all(val > x for val in a[i:hi])`` for the right side.
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										 |  |  | .. function:: insort_left(a, x, lo=0, hi=len(a))
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										 |  |  |    Insert *x* in *a* in sorted order.  This is equivalent to
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										 |  |  |    ``a.insert(bisect.bisect_left(a, x, lo, hi), x)`` assuming that *a* is
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							|  |  |  |    already sorted.  Keep in mind that the O(log n) search is dominated by
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							|  |  |  |    the slow O(n) insertion step.
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										 |  |  | .. function:: insort_right(a, x, lo=0, hi=len(a))
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							|  |  |  |               insort(a, x, lo=0, hi=len(a))
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										 |  |  |    Similar to :func:`insort_left`, but inserting *x* in *a* after any existing
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							|  |  |  |    entries of *x*.
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										 |  |  | .. seealso::
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							|  |  |  |    `SortedCollection recipe
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										 |  |  |    <https://code.activestate.com/recipes/577197-sortedcollection/>`_ that uses
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										 |  |  |    bisect to build a full-featured collection class with straight-forward search
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							|  |  |  |    methods and support for a key-function.  The keys are precomputed to save
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							|  |  |  |    unnecessary calls to the key function during searches.
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										 |  |  | 
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							|  |  |  | Searching Sorted Lists
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							|  |  |  | ----------------------
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										 |  |  | The above :func:`bisect` functions are useful for finding insertion points but
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							|  |  |  | can be tricky or awkward to use for common searching tasks. The following five
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										 |  |  | functions show how to transform them into the standard lookups for sorted
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							|  |  |  | lists::
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										 |  |  |     def index(a, x):
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							|  |  |  |         'Locate the leftmost value exactly equal to x'
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							|  |  |  |         i = bisect_left(a, x)
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							|  |  |  |         if i != len(a) and a[i] == x:
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							|  |  |  |             return i
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							|  |  |  |         raise ValueError
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							|  |  |  |     def find_lt(a, x):
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							|  |  |  |         'Find rightmost value less than x'
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							|  |  |  |         i = bisect_left(a, x)
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							|  |  |  |         if i:
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							|  |  |  |             return a[i-1]
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							|  |  |  |         raise ValueError
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							|  |  |  |     def find_le(a, x):
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							|  |  |  |         'Find rightmost value less than or equal to x'
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							|  |  |  |         i = bisect_right(a, x)
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							|  |  |  |         if i:
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							|  |  |  |             return a[i-1]
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							|  |  |  |         raise ValueError
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							|  |  |  |     def find_gt(a, x):
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							|  |  |  |         'Find leftmost value greater than x'
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							|  |  |  |         i = bisect_right(a, x)
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							|  |  |  |         if i != len(a):
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										 |  |  |             return a[i]
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										 |  |  |         raise ValueError
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										 |  |  |     def find_ge(a, x):
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							|  |  |  |         'Find leftmost item greater than or equal to x'
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							|  |  |  |         i = bisect_left(a, x)
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							|  |  |  |         if i != len(a):
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										 |  |  |             return a[i]
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										 |  |  |         raise ValueError
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							|  |  |  | Other Examples
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							|  |  |  | --------------
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										 |  |  | 
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							|  |  |  | .. _bisect-example:
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										 |  |  | The :func:`bisect` function can be useful for numeric table lookups. This
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							|  |  |  | example uses :func:`bisect` to look up a letter grade for an exam score (say)
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							|  |  |  | based on a set of ordered numeric breakpoints: 90 and up is an 'A', 80 to 89 is
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							|  |  |  | a 'B', and so on::
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										 |  |  |    >>> def grade(score, breakpoints=[60, 70, 80, 90], grades='FDCBA'):
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							|  |  |  |    ...     i = bisect(breakpoints, score)
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							|  |  |  |    ...     return grades[i]
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										 |  |  |    ...
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										 |  |  |    >>> [grade(score) for score in [33, 99, 77, 70, 89, 90, 100]]
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							|  |  |  |    ['F', 'A', 'C', 'C', 'B', 'A', 'A']
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										 |  |  | Unlike the :func:`sorted` function, it does not make sense for the :func:`bisect`
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							|  |  |  | functions to have *key* or *reversed* arguments because that would lead to an
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										 |  |  | inefficient design (successive calls to bisect functions would not "remember"
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										 |  |  | all of the previous key lookups).
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							|  |  |  | Instead, it is better to search a list of precomputed keys to find the index
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							|  |  |  | of the record in question::
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							|  |  |  |     >>> data = [('red', 5), ('blue', 1), ('yellow', 8), ('black', 0)]
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										 |  |  |     >>> data.sort(key=lambda r: r[1])
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							|  |  |  |     >>> keys = [r[1] for r in data]         # precomputed list of keys
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										 |  |  |     >>> data[bisect_left(keys, 0)]
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							|  |  |  |     ('black', 0)
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							|  |  |  |     >>> data[bisect_left(keys, 1)]
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							|  |  |  |     ('blue', 1)
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							|  |  |  |     >>> data[bisect_left(keys, 5)]
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							|  |  |  |     ('red', 5)
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							|  |  |  |     >>> data[bisect_left(keys, 8)]
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							|  |  |  |     ('yellow', 8)
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