|  | :mod:`difflib` --- Helpers for computing deltas | 
|  | =============================================== | 
|  |  | 
|  | .. module:: difflib | 
|  | :synopsis: Helpers for computing differences between objects. | 
|  |  | 
|  | .. moduleauthor:: Tim Peters <tim_one@users.sourceforge.net> | 
|  | .. sectionauthor:: Tim Peters <tim_one@users.sourceforge.net> | 
|  | .. Markup by Fred L. Drake, Jr. <fdrake@acm.org> | 
|  |  | 
|  | **Source code:** :source:`Lib/difflib.py` | 
|  |  | 
|  | .. testsetup:: | 
|  |  | 
|  | import sys | 
|  | from difflib import * | 
|  |  | 
|  | -------------- | 
|  |  | 
|  | This module provides classes and functions for comparing sequences. It | 
|  | can be used for example, for comparing files, and can produce information | 
|  | about file differences in various formats, including HTML and context and unified | 
|  | diffs. For comparing directories and files, see also, the :mod:`filecmp` module. | 
|  |  | 
|  |  | 
|  | .. class:: SequenceMatcher | 
|  | :noindex: | 
|  |  | 
|  | This is a flexible class for comparing pairs of sequences of any type, so long | 
|  | as the sequence elements are :term:`hashable`.  The basic algorithm predates, and is a | 
|  | little fancier than, an algorithm published in the late 1980's by Ratcliff and | 
|  | Obershelp under the hyperbolic name "gestalt pattern matching."  The idea is to | 
|  | find the longest contiguous matching subsequence that contains no "junk" | 
|  | elements; these "junk" elements are ones that are uninteresting in some | 
|  | sense, such as blank lines or whitespace.  (Handling junk is an | 
|  | extension to the Ratcliff and Obershelp algorithm.) The same | 
|  | idea is then applied recursively to the pieces of the sequences to the left and | 
|  | to the right of the matching subsequence.  This does not yield minimal edit | 
|  | sequences, but does tend to yield matches that "look right" to people. | 
|  |  | 
|  | **Timing:** The basic Ratcliff-Obershelp algorithm is cubic time in the worst | 
|  | case and quadratic time in the expected case. :class:`SequenceMatcher` is | 
|  | quadratic time for the worst case and has expected-case behavior dependent in a | 
|  | complicated way on how many elements the sequences have in common; best case | 
|  | time is linear. | 
|  |  | 
|  | **Automatic junk heuristic:** :class:`SequenceMatcher` supports a heuristic that | 
|  | automatically treats certain sequence items as junk. The heuristic counts how many | 
|  | times each individual item appears in the sequence. If an item's duplicates (after | 
|  | the first one) account for more than 1% of the sequence and the sequence is at least | 
|  | 200 items long, this item is marked as "popular" and is treated as junk for | 
|  | the purpose of sequence matching. This heuristic can be turned off by setting | 
|  | the ``autojunk`` argument to ``False`` when creating the :class:`SequenceMatcher`. | 
|  |  | 
|  | .. versionadded:: 3.2 | 
|  | The *autojunk* parameter. | 
|  |  | 
|  |  | 
|  | .. class:: Differ | 
|  |  | 
|  | This is a class for comparing sequences of lines of text, and producing | 
|  | human-readable differences or deltas.  Differ uses :class:`SequenceMatcher` | 
|  | both to compare sequences of lines, and to compare sequences of characters | 
|  | within similar (near-matching) lines. | 
|  |  | 
|  | Each line of a :class:`Differ` delta begins with a two-letter code: | 
|  |  | 
|  | +----------+-------------------------------------------+ | 
|  | | Code     | Meaning                                   | | 
|  | +==========+===========================================+ | 
|  | | ``'- '`` | line unique to sequence 1                 | | 
|  | +----------+-------------------------------------------+ | 
|  | | ``'+ '`` | line unique to sequence 2                 | | 
|  | +----------+-------------------------------------------+ | 
|  | | ``'  '`` | line common to both sequences             | | 
|  | +----------+-------------------------------------------+ | 
|  | | ``'? '`` | line not present in either input sequence | | 
|  | +----------+-------------------------------------------+ | 
|  |  | 
|  | Lines beginning with '``?``' attempt to guide the eye to intraline differences, | 
|  | and were not present in either input sequence. These lines can be confusing if | 
|  | the sequences contain whitespace characters, such as spaces, tabs or line breaks. | 
|  |  | 
|  |  | 
|  | .. class:: HtmlDiff | 
|  |  | 
|  | This class can be used to create an HTML table (or a complete HTML file | 
|  | containing the table) showing a side by side, line by line comparison of text | 
|  | with inter-line and intra-line change highlights.  The table can be generated in | 
|  | either full or contextual difference mode. | 
|  |  | 
|  | The constructor for this class is: | 
|  |  | 
|  |  | 
|  | .. method:: __init__(tabsize=8, wrapcolumn=None, linejunk=None, charjunk=IS_CHARACTER_JUNK) | 
|  |  | 
|  | Initializes instance of :class:`HtmlDiff`. | 
|  |  | 
|  | *tabsize* is an optional keyword argument to specify tab stop spacing and | 
|  | defaults to ``8``. | 
|  |  | 
|  | *wrapcolumn* is an optional keyword to specify column number where lines are | 
|  | broken and wrapped, defaults to ``None`` where lines are not wrapped. | 
|  |  | 
|  | *linejunk* and *charjunk* are optional keyword arguments passed into :func:`ndiff` | 
|  | (used by :class:`HtmlDiff` to generate the side by side HTML differences).  See | 
|  | :func:`ndiff` documentation for argument default values and descriptions. | 
|  |  | 
|  | The following methods are public: | 
|  |  | 
|  | .. method:: make_file(fromlines, tolines, fromdesc='', todesc='', context=False, \ | 
|  | numlines=5, *, charset='utf-8') | 
|  |  | 
|  | Compares *fromlines* and *tolines* (lists of strings) and returns a string which | 
|  | is a complete HTML file containing a table showing line by line differences with | 
|  | inter-line and intra-line changes highlighted. | 
|  |  | 
|  | *fromdesc* and *todesc* are optional keyword arguments to specify from/to file | 
|  | column header strings (both default to an empty string). | 
|  |  | 
|  | *context* and *numlines* are both optional keyword arguments. Set *context* to | 
|  | ``True`` when contextual differences are to be shown, else the default is | 
|  | ``False`` to show the full files. *numlines* defaults to ``5``.  When *context* | 
|  | is ``True`` *numlines* controls the number of context lines which surround the | 
|  | difference highlights.  When *context* is ``False`` *numlines* controls the | 
|  | number of lines which are shown before a difference highlight when using the | 
|  | "next" hyperlinks (setting to zero would cause the "next" hyperlinks to place | 
|  | the next difference highlight at the top of the browser without any leading | 
|  | context). | 
|  |  | 
|  | .. note:: | 
|  | *fromdesc* and *todesc* are interpreted as unescaped HTML and should be | 
|  | properly escaped while receiving input from untrusted sources. | 
|  |  | 
|  | .. versionchanged:: 3.5 | 
|  | *charset* keyword-only argument was added.  The default charset of | 
|  | HTML document changed from ``'ISO-8859-1'`` to ``'utf-8'``. | 
|  |  | 
|  | .. method:: make_table(fromlines, tolines, fromdesc='', todesc='', context=False, numlines=5) | 
|  |  | 
|  | Compares *fromlines* and *tolines* (lists of strings) and returns a string which | 
|  | is a complete HTML table showing line by line differences with inter-line and | 
|  | intra-line changes highlighted. | 
|  |  | 
|  | The arguments for this method are the same as those for the :meth:`make_file` | 
|  | method. | 
|  |  | 
|  |  | 
|  |  | 
|  | .. function:: context_diff(a, b, fromfile='', tofile='', fromfiledate='', tofiledate='', n=3, lineterm='\n') | 
|  |  | 
|  | Compare *a* and *b* (lists of strings); return a delta (a :term:`generator` | 
|  | generating the delta lines) in context diff format. | 
|  |  | 
|  | Context diffs are a compact way of showing just the lines that have changed plus | 
|  | a few lines of context.  The changes are shown in a before/after style.  The | 
|  | number of context lines is set by *n* which defaults to three. | 
|  |  | 
|  | By default, the diff control lines (those with ``***`` or ``---``) are created | 
|  | with a trailing newline.  This is helpful so that inputs created from | 
|  | :func:`io.IOBase.readlines` result in diffs that are suitable for use with | 
|  | :func:`io.IOBase.writelines` since both the inputs and outputs have trailing | 
|  | newlines. | 
|  |  | 
|  | For inputs that do not have trailing newlines, set the *lineterm* argument to | 
|  | ``""`` so that the output will be uniformly newline free. | 
|  |  | 
|  | The context diff format normally has a header for filenames and modification | 
|  | times.  Any or all of these may be specified using strings for *fromfile*, | 
|  | *tofile*, *fromfiledate*, and *tofiledate*.  The modification times are normally | 
|  | expressed in the ISO 8601 format. If not specified, the | 
|  | strings default to blanks. | 
|  |  | 
|  | >>> s1 = ['bacon\n', 'eggs\n', 'ham\n', 'guido\n'] | 
|  | >>> s2 = ['python\n', 'eggy\n', 'hamster\n', 'guido\n'] | 
|  | >>> sys.stdout.writelines(context_diff(s1, s2, fromfile='before.py', tofile='after.py')) | 
|  | *** before.py | 
|  | --- after.py | 
|  | *************** | 
|  | *** 1,4 **** | 
|  | ! bacon | 
|  | ! eggs | 
|  | ! ham | 
|  | guido | 
|  | --- 1,4 ---- | 
|  | ! python | 
|  | ! eggy | 
|  | ! hamster | 
|  | guido | 
|  |  | 
|  | See :ref:`difflib-interface` for a more detailed example. | 
|  |  | 
|  |  | 
|  | .. function:: get_close_matches(word, possibilities, n=3, cutoff=0.6) | 
|  |  | 
|  | Return a list of the best "good enough" matches.  *word* is a sequence for which | 
|  | close matches are desired (typically a string), and *possibilities* is a list of | 
|  | sequences against which to match *word* (typically a list of strings). | 
|  |  | 
|  | Optional argument *n* (default ``3``) is the maximum number of close matches to | 
|  | return; *n* must be greater than ``0``. | 
|  |  | 
|  | Optional argument *cutoff* (default ``0.6``) is a float in the range [0, 1]. | 
|  | Possibilities that don't score at least that similar to *word* are ignored. | 
|  |  | 
|  | The best (no more than *n*) matches among the possibilities are returned in a | 
|  | list, sorted by similarity score, most similar first. | 
|  |  | 
|  | >>> get_close_matches('appel', ['ape', 'apple', 'peach', 'puppy']) | 
|  | ['apple', 'ape'] | 
|  | >>> import keyword | 
|  | >>> get_close_matches('wheel', keyword.kwlist) | 
|  | ['while'] | 
|  | >>> get_close_matches('pineapple', keyword.kwlist) | 
|  | [] | 
|  | >>> get_close_matches('accept', keyword.kwlist) | 
|  | ['except'] | 
|  |  | 
|  |  | 
|  | .. function:: ndiff(a, b, linejunk=None, charjunk=IS_CHARACTER_JUNK) | 
|  |  | 
|  | Compare *a* and *b* (lists of strings); return a :class:`Differ`\ -style | 
|  | delta (a :term:`generator` generating the delta lines). | 
|  |  | 
|  | Optional keyword parameters *linejunk* and *charjunk* are filtering functions | 
|  | (or ``None``): | 
|  |  | 
|  | *linejunk*: A function that accepts a single string argument, and returns | 
|  | true if the string is junk, or false if not. The default is ``None``. There | 
|  | is also a module-level function :func:`IS_LINE_JUNK`, which filters out lines | 
|  | without visible characters, except for at most one pound character (``'#'``) | 
|  | -- however the underlying :class:`SequenceMatcher` class does a dynamic | 
|  | analysis of which lines are so frequent as to constitute noise, and this | 
|  | usually works better than using this function. | 
|  |  | 
|  | *charjunk*: A function that accepts a character (a string of length 1), and | 
|  | returns if the character is junk, or false if not. The default is module-level | 
|  | function :func:`IS_CHARACTER_JUNK`, which filters out whitespace characters (a | 
|  | blank or tab; it's a bad idea to include newline in this!). | 
|  |  | 
|  | >>> diff = ndiff('one\ntwo\nthree\n'.splitlines(keepends=True), | 
|  | ...              'ore\ntree\nemu\n'.splitlines(keepends=True)) | 
|  | >>> print(''.join(diff), end="") | 
|  | - one | 
|  | ?  ^ | 
|  | + ore | 
|  | ?  ^ | 
|  | - two | 
|  | - three | 
|  | ?  - | 
|  | + tree | 
|  | + emu | 
|  |  | 
|  |  | 
|  | .. function:: restore(sequence, which) | 
|  |  | 
|  | Return one of the two sequences that generated a delta. | 
|  |  | 
|  | Given a *sequence* produced by :meth:`Differ.compare` or :func:`ndiff`, extract | 
|  | lines originating from file 1 or 2 (parameter *which*), stripping off line | 
|  | prefixes. | 
|  |  | 
|  | Example: | 
|  |  | 
|  | >>> diff = ndiff('one\ntwo\nthree\n'.splitlines(keepends=True), | 
|  | ...              'ore\ntree\nemu\n'.splitlines(keepends=True)) | 
|  | >>> diff = list(diff) # materialize the generated delta into a list | 
|  | >>> print(''.join(restore(diff, 1)), end="") | 
|  | one | 
|  | two | 
|  | three | 
|  | >>> print(''.join(restore(diff, 2)), end="") | 
|  | ore | 
|  | tree | 
|  | emu | 
|  |  | 
|  |  | 
|  | .. function:: unified_diff(a, b, fromfile='', tofile='', fromfiledate='', tofiledate='', n=3, lineterm='\n') | 
|  |  | 
|  | Compare *a* and *b* (lists of strings); return a delta (a :term:`generator` | 
|  | generating the delta lines) in unified diff format. | 
|  |  | 
|  | Unified diffs are a compact way of showing just the lines that have changed plus | 
|  | a few lines of context.  The changes are shown in an inline style (instead of | 
|  | separate before/after blocks).  The number of context lines is set by *n* which | 
|  | defaults to three. | 
|  |  | 
|  | By default, the diff control lines (those with ``---``, ``+++``, or ``@@``) are | 
|  | created with a trailing newline.  This is helpful so that inputs created from | 
|  | :func:`io.IOBase.readlines` result in diffs that are suitable for use with | 
|  | :func:`io.IOBase.writelines` since both the inputs and outputs have trailing | 
|  | newlines. | 
|  |  | 
|  | For inputs that do not have trailing newlines, set the *lineterm* argument to | 
|  | ``""`` so that the output will be uniformly newline free. | 
|  |  | 
|  | The context diff format normally has a header for filenames and modification | 
|  | times.  Any or all of these may be specified using strings for *fromfile*, | 
|  | *tofile*, *fromfiledate*, and *tofiledate*.  The modification times are normally | 
|  | expressed in the ISO 8601 format. If not specified, the | 
|  | strings default to blanks. | 
|  |  | 
|  |  | 
|  | >>> s1 = ['bacon\n', 'eggs\n', 'ham\n', 'guido\n'] | 
|  | >>> s2 = ['python\n', 'eggy\n', 'hamster\n', 'guido\n'] | 
|  | >>> sys.stdout.writelines(unified_diff(s1, s2, fromfile='before.py', tofile='after.py')) | 
|  | --- before.py | 
|  | +++ after.py | 
|  | @@ -1,4 +1,4 @@ | 
|  | -bacon | 
|  | -eggs | 
|  | -ham | 
|  | +python | 
|  | +eggy | 
|  | +hamster | 
|  | guido | 
|  |  | 
|  | See :ref:`difflib-interface` for a more detailed example. | 
|  |  | 
|  | .. function:: diff_bytes(dfunc, a, b, fromfile=b'', tofile=b'', fromfiledate=b'', tofiledate=b'', n=3, lineterm=b'\n') | 
|  |  | 
|  | Compare *a* and *b* (lists of bytes objects) using *dfunc*; yield a | 
|  | sequence of delta lines (also bytes) in the format returned by *dfunc*. | 
|  | *dfunc* must be a callable, typically either :func:`unified_diff` or | 
|  | :func:`context_diff`. | 
|  |  | 
|  | Allows you to compare data with unknown or inconsistent encoding. All | 
|  | inputs except *n* must be bytes objects, not str. Works by losslessly | 
|  | converting all inputs (except *n*) to str, and calling ``dfunc(a, b, | 
|  | fromfile, tofile, fromfiledate, tofiledate, n, lineterm)``. The output of | 
|  | *dfunc* is then converted back to bytes, so the delta lines that you | 
|  | receive have the same unknown/inconsistent encodings as *a* and *b*. | 
|  |  | 
|  | .. versionadded:: 3.5 | 
|  |  | 
|  | .. function:: IS_LINE_JUNK(line) | 
|  |  | 
|  | Return ``True`` for ignorable lines.  The line *line* is ignorable if *line* is | 
|  | blank or contains a single ``'#'``, otherwise it is not ignorable.  Used as a | 
|  | default for parameter *linejunk* in :func:`ndiff` in older versions. | 
|  |  | 
|  |  | 
|  | .. function:: IS_CHARACTER_JUNK(ch) | 
|  |  | 
|  | Return ``True`` for ignorable characters.  The character *ch* is ignorable if *ch* | 
|  | is a space or tab, otherwise it is not ignorable.  Used as a default for | 
|  | parameter *charjunk* in :func:`ndiff`. | 
|  |  | 
|  |  | 
|  | .. seealso:: | 
|  |  | 
|  | `Pattern Matching: The Gestalt Approach <https://www.drdobbs.com/database/pattern-matching-the-gestalt-approach/184407970>`_ | 
|  | Discussion of a similar algorithm by John W. Ratcliff and D. E. Metzener. This | 
|  | was published in `Dr. Dobb's Journal <https://www.drdobbs.com/>`_ in July, 1988. | 
|  |  | 
|  |  | 
|  | .. _sequence-matcher: | 
|  |  | 
|  | SequenceMatcher Objects | 
|  | ----------------------- | 
|  |  | 
|  | The :class:`SequenceMatcher` class has this constructor: | 
|  |  | 
|  |  | 
|  | .. class:: SequenceMatcher(isjunk=None, a='', b='', autojunk=True) | 
|  |  | 
|  | Optional argument *isjunk* must be ``None`` (the default) or a one-argument | 
|  | function that takes a sequence element and returns true if and only if the | 
|  | element is "junk" and should be ignored. Passing ``None`` for *isjunk* is | 
|  | equivalent to passing ``lambda x: False``; in other words, no elements are ignored. | 
|  | For example, pass:: | 
|  |  | 
|  | lambda x: x in " \t" | 
|  |  | 
|  | if you're comparing lines as sequences of characters, and don't want to synch up | 
|  | on blanks or hard tabs. | 
|  |  | 
|  | The optional arguments *a* and *b* are sequences to be compared; both default to | 
|  | empty strings.  The elements of both sequences must be :term:`hashable`. | 
|  |  | 
|  | The optional argument *autojunk* can be used to disable the automatic junk | 
|  | heuristic. | 
|  |  | 
|  | .. versionadded:: 3.2 | 
|  | The *autojunk* parameter. | 
|  |  | 
|  | SequenceMatcher objects get three data attributes: *bjunk* is the | 
|  | set of elements of *b* for which *isjunk* is ``True``; *bpopular* is the set of | 
|  | non-junk elements considered popular by the heuristic (if it is not | 
|  | disabled); *b2j* is a dict mapping the remaining elements of *b* to a list | 
|  | of positions where they occur. All three are reset whenever *b* is reset | 
|  | with :meth:`set_seqs` or :meth:`set_seq2`. | 
|  |  | 
|  | .. versionadded:: 3.2 | 
|  | The *bjunk* and *bpopular* attributes. | 
|  |  | 
|  | :class:`SequenceMatcher` objects have the following methods: | 
|  |  | 
|  | .. method:: set_seqs(a, b) | 
|  |  | 
|  | Set the two sequences to be compared. | 
|  |  | 
|  | :class:`SequenceMatcher` computes and caches detailed information about the | 
|  | second sequence, so if you want to compare one sequence against many | 
|  | sequences, use :meth:`set_seq2` to set the commonly used sequence once and | 
|  | call :meth:`set_seq1` repeatedly, once for each of the other sequences. | 
|  |  | 
|  |  | 
|  | .. method:: set_seq1(a) | 
|  |  | 
|  | Set the first sequence to be compared.  The second sequence to be compared | 
|  | is not changed. | 
|  |  | 
|  |  | 
|  | .. method:: set_seq2(b) | 
|  |  | 
|  | Set the second sequence to be compared.  The first sequence to be compared | 
|  | is not changed. | 
|  |  | 
|  |  | 
|  | .. method:: find_longest_match(alo=0, ahi=None, blo=0, bhi=None) | 
|  |  | 
|  | Find longest matching block in ``a[alo:ahi]`` and ``b[blo:bhi]``. | 
|  |  | 
|  | If *isjunk* was omitted or ``None``, :meth:`find_longest_match` returns | 
|  | ``(i, j, k)`` such that ``a[i:i+k]`` is equal to ``b[j:j+k]``, where ``alo | 
|  | <= i <= i+k <= ahi`` and ``blo <= j <= j+k <= bhi``. For all ``(i', j', | 
|  | k')`` meeting those conditions, the additional conditions ``k >= k'``, ``i | 
|  | <= i'``, and if ``i == i'``, ``j <= j'`` are also met. In other words, of | 
|  | all maximal matching blocks, return one that starts earliest in *a*, and | 
|  | of all those maximal matching blocks that start earliest in *a*, return | 
|  | the one that starts earliest in *b*. | 
|  |  | 
|  | >>> s = SequenceMatcher(None, " abcd", "abcd abcd") | 
|  | >>> s.find_longest_match(0, 5, 0, 9) | 
|  | Match(a=0, b=4, size=5) | 
|  |  | 
|  | If *isjunk* was provided, first the longest matching block is determined | 
|  | as above, but with the additional restriction that no junk element appears | 
|  | in the block.  Then that block is extended as far as possible by matching | 
|  | (only) junk elements on both sides. So the resulting block never matches | 
|  | on junk except as identical junk happens to be adjacent to an interesting | 
|  | match. | 
|  |  | 
|  | Here's the same example as before, but considering blanks to be junk. That | 
|  | prevents ``' abcd'`` from matching the ``' abcd'`` at the tail end of the | 
|  | second sequence directly.  Instead only the ``'abcd'`` can match, and | 
|  | matches the leftmost ``'abcd'`` in the second sequence: | 
|  |  | 
|  | >>> s = SequenceMatcher(lambda x: x==" ", " abcd", "abcd abcd") | 
|  | >>> s.find_longest_match(0, 5, 0, 9) | 
|  | Match(a=1, b=0, size=4) | 
|  |  | 
|  | If no blocks match, this returns ``(alo, blo, 0)``. | 
|  |  | 
|  | This method returns a :term:`named tuple` ``Match(a, b, size)``. | 
|  |  | 
|  | .. versionchanged:: 3.9 | 
|  | Added default arguments. | 
|  |  | 
|  |  | 
|  | .. method:: get_matching_blocks() | 
|  |  | 
|  | Return list of triples describing non-overlapping matching subsequences. | 
|  | Each triple is of the form ``(i, j, n)``, | 
|  | and means that ``a[i:i+n] == b[j:j+n]``.  The | 
|  | triples are monotonically increasing in *i* and *j*. | 
|  |  | 
|  | The last triple is a dummy, and has the value ``(len(a), len(b), 0)``.  It | 
|  | is the only triple with ``n == 0``.  If ``(i, j, n)`` and ``(i', j', n')`` | 
|  | are adjacent triples in the list, and the second is not the last triple in | 
|  | the list, then ``i+n < i'`` or ``j+n < j'``; in other words, adjacent | 
|  | triples always describe non-adjacent equal blocks. | 
|  |  | 
|  | .. XXX Explain why a dummy is used! | 
|  |  | 
|  | .. doctest:: | 
|  |  | 
|  | >>> s = SequenceMatcher(None, "abxcd", "abcd") | 
|  | >>> s.get_matching_blocks() | 
|  | [Match(a=0, b=0, size=2), Match(a=3, b=2, size=2), Match(a=5, b=4, size=0)] | 
|  |  | 
|  |  | 
|  | .. method:: get_opcodes() | 
|  |  | 
|  | Return list of 5-tuples describing how to turn *a* into *b*. Each tuple is | 
|  | of the form ``(tag, i1, i2, j1, j2)``.  The first tuple has ``i1 == j1 == | 
|  | 0``, and remaining tuples have *i1* equal to the *i2* from the preceding | 
|  | tuple, and, likewise, *j1* equal to the previous *j2*. | 
|  |  | 
|  | The *tag* values are strings, with these meanings: | 
|  |  | 
|  | +---------------+---------------------------------------------+ | 
|  | | Value         | Meaning                                     | | 
|  | +===============+=============================================+ | 
|  | | ``'replace'`` | ``a[i1:i2]`` should be replaced by          | | 
|  | |               | ``b[j1:j2]``.                               | | 
|  | +---------------+---------------------------------------------+ | 
|  | | ``'delete'``  | ``a[i1:i2]`` should be deleted.  Note that  | | 
|  | |               | ``j1 == j2`` in this case.                  | | 
|  | +---------------+---------------------------------------------+ | 
|  | | ``'insert'``  | ``b[j1:j2]`` should be inserted at          | | 
|  | |               | ``a[i1:i1]``. Note that ``i1 == i2`` in     | | 
|  | |               | this case.                                  | | 
|  | +---------------+---------------------------------------------+ | 
|  | | ``'equal'``   | ``a[i1:i2] == b[j1:j2]`` (the sub-sequences | | 
|  | |               | are equal).                                 | | 
|  | +---------------+---------------------------------------------+ | 
|  |  | 
|  | For example:: | 
|  |  | 
|  | >>> a = "qabxcd" | 
|  | >>> b = "abycdf" | 
|  | >>> s = SequenceMatcher(None, a, b) | 
|  | >>> for tag, i1, i2, j1, j2 in s.get_opcodes(): | 
|  | ...     print('{:7}   a[{}:{}] --> b[{}:{}] {!r:>8} --> {!r}'.format( | 
|  | ...         tag, i1, i2, j1, j2, a[i1:i2], b[j1:j2])) | 
|  | delete    a[0:1] --> b[0:0]      'q' --> '' | 
|  | equal     a[1:3] --> b[0:2]     'ab' --> 'ab' | 
|  | replace   a[3:4] --> b[2:3]      'x' --> 'y' | 
|  | equal     a[4:6] --> b[3:5]     'cd' --> 'cd' | 
|  | insert    a[6:6] --> b[5:6]       '' --> 'f' | 
|  |  | 
|  |  | 
|  | .. method:: get_grouped_opcodes(n=3) | 
|  |  | 
|  | Return a :term:`generator` of groups with up to *n* lines of context. | 
|  |  | 
|  | Starting with the groups returned by :meth:`get_opcodes`, this method | 
|  | splits out smaller change clusters and eliminates intervening ranges which | 
|  | have no changes. | 
|  |  | 
|  | The groups are returned in the same format as :meth:`get_opcodes`. | 
|  |  | 
|  |  | 
|  | .. method:: ratio() | 
|  |  | 
|  | Return a measure of the sequences' similarity as a float in the range [0, | 
|  | 1]. | 
|  |  | 
|  | Where T is the total number of elements in both sequences, and M is the | 
|  | number of matches, this is 2.0\*M / T. Note that this is ``1.0`` if the | 
|  | sequences are identical, and ``0.0`` if they have nothing in common. | 
|  |  | 
|  | This is expensive to compute if :meth:`get_matching_blocks` or | 
|  | :meth:`get_opcodes` hasn't already been called, in which case you may want | 
|  | to try :meth:`quick_ratio` or :meth:`real_quick_ratio` first to get an | 
|  | upper bound. | 
|  |  | 
|  | .. note:: | 
|  |  | 
|  | Caution: The result of a :meth:`ratio` call may depend on the order of | 
|  | the arguments. For instance:: | 
|  |  | 
|  | >>> SequenceMatcher(None, 'tide', 'diet').ratio() | 
|  | 0.25 | 
|  | >>> SequenceMatcher(None, 'diet', 'tide').ratio() | 
|  | 0.5 | 
|  |  | 
|  |  | 
|  | .. method:: quick_ratio() | 
|  |  | 
|  | Return an upper bound on :meth:`ratio` relatively quickly. | 
|  |  | 
|  |  | 
|  | .. method:: real_quick_ratio() | 
|  |  | 
|  | Return an upper bound on :meth:`ratio` very quickly. | 
|  |  | 
|  |  | 
|  | The three methods that return the ratio of matching to total characters can give | 
|  | different results due to differing levels of approximation, although | 
|  | :meth:`quick_ratio` and :meth:`real_quick_ratio` are always at least as large as | 
|  | :meth:`ratio`: | 
|  |  | 
|  | >>> s = SequenceMatcher(None, "abcd", "bcde") | 
|  | >>> s.ratio() | 
|  | 0.75 | 
|  | >>> s.quick_ratio() | 
|  | 0.75 | 
|  | >>> s.real_quick_ratio() | 
|  | 1.0 | 
|  |  | 
|  |  | 
|  | .. _sequencematcher-examples: | 
|  |  | 
|  | SequenceMatcher Examples | 
|  | ------------------------ | 
|  |  | 
|  | This example compares two strings, considering blanks to be "junk": | 
|  |  | 
|  | >>> s = SequenceMatcher(lambda x: x == " ", | 
|  | ...                     "private Thread currentThread;", | 
|  | ...                     "private volatile Thread currentThread;") | 
|  |  | 
|  | :meth:`ratio` returns a float in [0, 1], measuring the similarity of the | 
|  | sequences.  As a rule of thumb, a :meth:`ratio` value over 0.6 means the | 
|  | sequences are close matches: | 
|  |  | 
|  | >>> print(round(s.ratio(), 3)) | 
|  | 0.866 | 
|  |  | 
|  | If you're only interested in where the sequences match, | 
|  | :meth:`get_matching_blocks` is handy: | 
|  |  | 
|  | >>> for block in s.get_matching_blocks(): | 
|  | ...     print("a[%d] and b[%d] match for %d elements" % block) | 
|  | a[0] and b[0] match for 8 elements | 
|  | a[8] and b[17] match for 21 elements | 
|  | a[29] and b[38] match for 0 elements | 
|  |  | 
|  | Note that the last tuple returned by :meth:`get_matching_blocks` is always a | 
|  | dummy, ``(len(a), len(b), 0)``, and this is the only case in which the last | 
|  | tuple element (number of elements matched) is ``0``. | 
|  |  | 
|  | If you want to know how to change the first sequence into the second, use | 
|  | :meth:`get_opcodes`: | 
|  |  | 
|  | >>> for opcode in s.get_opcodes(): | 
|  | ...     print("%6s a[%d:%d] b[%d:%d]" % opcode) | 
|  | equal a[0:8] b[0:8] | 
|  | insert a[8:8] b[8:17] | 
|  | equal a[8:29] b[17:38] | 
|  |  | 
|  | .. seealso:: | 
|  |  | 
|  | * The :func:`get_close_matches` function in this module which shows how | 
|  | simple code building on :class:`SequenceMatcher` can be used to do useful | 
|  | work. | 
|  |  | 
|  | * `Simple version control recipe | 
|  | <https://code.activestate.com/recipes/576729/>`_ for a small application | 
|  | built with :class:`SequenceMatcher`. | 
|  |  | 
|  |  | 
|  | .. _differ-objects: | 
|  |  | 
|  | Differ Objects | 
|  | -------------- | 
|  |  | 
|  | Note that :class:`Differ`\ -generated deltas make no claim to be **minimal** | 
|  | diffs. To the contrary, minimal diffs are often counter-intuitive, because they | 
|  | synch up anywhere possible, sometimes accidental matches 100 pages apart. | 
|  | Restricting synch points to contiguous matches preserves some notion of | 
|  | locality, at the occasional cost of producing a longer diff. | 
|  |  | 
|  | The :class:`Differ` class has this constructor: | 
|  |  | 
|  |  | 
|  | .. class:: Differ(linejunk=None, charjunk=None) | 
|  | :noindex: | 
|  |  | 
|  | Optional keyword parameters *linejunk* and *charjunk* are for filter functions | 
|  | (or ``None``): | 
|  |  | 
|  | *linejunk*: A function that accepts a single string argument, and returns true | 
|  | if the string is junk.  The default is ``None``, meaning that no line is | 
|  | considered junk. | 
|  |  | 
|  | *charjunk*: A function that accepts a single character argument (a string of | 
|  | length 1), and returns true if the character is junk. The default is ``None``, | 
|  | meaning that no character is considered junk. | 
|  |  | 
|  | These junk-filtering functions speed up matching to find | 
|  | differences and do not cause any differing lines or characters to | 
|  | be ignored.  Read the description of the | 
|  | :meth:`~SequenceMatcher.find_longest_match` method's *isjunk* | 
|  | parameter for an explanation. | 
|  |  | 
|  | :class:`Differ` objects are used (deltas generated) via a single method: | 
|  |  | 
|  |  | 
|  | .. method:: Differ.compare(a, b) | 
|  |  | 
|  | Compare two sequences of lines, and generate the delta (a sequence of lines). | 
|  |  | 
|  | Each sequence must contain individual single-line strings ending with | 
|  | newlines.  Such sequences can be obtained from the | 
|  | :meth:`~io.IOBase.readlines` method of file-like objects.  The delta | 
|  | generated also consists of newline-terminated strings, ready to be | 
|  | printed as-is via the :meth:`~io.IOBase.writelines` method of a | 
|  | file-like object. | 
|  |  | 
|  |  | 
|  | .. _differ-examples: | 
|  |  | 
|  | Differ Example | 
|  | -------------- | 
|  |  | 
|  | This example compares two texts. First we set up the texts, sequences of | 
|  | individual single-line strings ending with newlines (such sequences can also be | 
|  | obtained from the :meth:`~io.BaseIO.readlines` method of file-like objects): | 
|  |  | 
|  | >>> text1 = '''  1. Beautiful is better than ugly. | 
|  | ...   2. Explicit is better than implicit. | 
|  | ...   3. Simple is better than complex. | 
|  | ...   4. Complex is better than complicated. | 
|  | ... '''.splitlines(keepends=True) | 
|  | >>> len(text1) | 
|  | 4 | 
|  | >>> text1[0][-1] | 
|  | '\n' | 
|  | >>> text2 = '''  1. Beautiful is better than ugly. | 
|  | ...   3.   Simple is better than complex. | 
|  | ...   4. Complicated is better than complex. | 
|  | ...   5. Flat is better than nested. | 
|  | ... '''.splitlines(keepends=True) | 
|  |  | 
|  | Next we instantiate a Differ object: | 
|  |  | 
|  | >>> d = Differ() | 
|  |  | 
|  | Note that when instantiating a :class:`Differ` object we may pass functions to | 
|  | filter out line and character "junk."  See the :meth:`Differ` constructor for | 
|  | details. | 
|  |  | 
|  | Finally, we compare the two: | 
|  |  | 
|  | >>> result = list(d.compare(text1, text2)) | 
|  |  | 
|  | ``result`` is a list of strings, so let's pretty-print it: | 
|  |  | 
|  | >>> from pprint import pprint | 
|  | >>> pprint(result) | 
|  | ['    1. Beautiful is better than ugly.\n', | 
|  | '-   2. Explicit is better than implicit.\n', | 
|  | '-   3. Simple is better than complex.\n', | 
|  | '+   3.   Simple is better than complex.\n', | 
|  | '?     ++\n', | 
|  | '-   4. Complex is better than complicated.\n', | 
|  | '?            ^                     ---- ^\n', | 
|  | '+   4. Complicated is better than complex.\n', | 
|  | '?           ++++ ^                      ^\n', | 
|  | '+   5. Flat is better than nested.\n'] | 
|  |  | 
|  | As a single multi-line string it looks like this: | 
|  |  | 
|  | >>> import sys | 
|  | >>> sys.stdout.writelines(result) | 
|  | 1. Beautiful is better than ugly. | 
|  | -   2. Explicit is better than implicit. | 
|  | -   3. Simple is better than complex. | 
|  | +   3.   Simple is better than complex. | 
|  | ?     ++ | 
|  | -   4. Complex is better than complicated. | 
|  | ?            ^                     ---- ^ | 
|  | +   4. Complicated is better than complex. | 
|  | ?           ++++ ^                      ^ | 
|  | +   5. Flat is better than nested. | 
|  |  | 
|  |  | 
|  | .. _difflib-interface: | 
|  |  | 
|  | A command-line interface to difflib | 
|  | ----------------------------------- | 
|  |  | 
|  | This example shows how to use difflib to create a ``diff``-like utility. | 
|  |  | 
|  | .. literalinclude:: ../includes/diff.py | 
|  |  | 
|  | ndiff example | 
|  | ------------- | 
|  |  | 
|  | This example shows how to use :func:`difflib.ndiff`. | 
|  |  | 
|  | .. literalinclude:: ../includes/ndiff.py |