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* ChainMap dict-like class for creating a single view of multiple mappings
* Counter dict subclass for counting hashable objects
* OrderedDict dict subclass that remembers the order entries were added
* defaultdict dict subclass that calls a factory function to supply missing values
* UserDict wrapper around dictionary objects for easier dict subclassing
* UserList wrapper around list objects for easier list subclassing
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zOrderedDict.clearTc C sj | s t d| j}|r0|j}|j}||_||_n|j}|j}||_||_|j}| j|= tj| |}||fS )zRemove and return a (key, value) pair from the dictionary.
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zOrderedDict.fromkeysc C s2 t |tr&tj| |o$ttt| |S tj| |S )zod.__eq__(y) <==> od==y. Comparison to another OD is order-sensitive
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zOrderedDict.__eq__)T)T)N)N)"r r r __doc__r2 r> r6 r, r! r: r< r r= r@ rB rI MutableMappingupdater. rJ rK rL __ne__objectrM r7 rP _recursive_reprrS rX rU classmethodr[ r] r r r r r G s0
)r a from builtins import property as _property, tuple as _tuple
from operator import itemgetter as _itemgetter
from collections import OrderedDict
class {typename}(tuple):
'{typename}({arg_list})'
__slots__ = ()
_fields = {field_names!r}
def __new__(_cls, {arg_list}):
'Create new instance of {typename}({arg_list})'
return _tuple.__new__(_cls, ({arg_list}))
@classmethod
def _make(cls, iterable, new=tuple.__new__, len=len):
'Make a new {typename} object from a sequence or iterable'
result = new(cls, iterable)
if len(result) != {num_fields:d}:
raise TypeError('Expected {num_fields:d} arguments, got %d' % len(result))
return result
def _replace(_self, **kwds):
'Return a new {typename} object replacing specified fields with new values'
result = _self._make(map(kwds.pop, {field_names!r}, _self))
if kwds:
raise ValueError('Got unexpected field names: %r' % list(kwds))
return result
def __repr__(self):
'Return a nicely formatted representation string'
return self.__class__.__name__ + '({repr_fmt})' % self
def _asdict(self):
'Return a new OrderedDict which maps field names to their values.'
return OrderedDict(zip(self._fields, self))
def __getnewargs__(self):
'Return self as a plain tuple. Used by copy and pickle.'
return tuple(self)
{field_defs}
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>>> Point = namedtuple('Point', ['x', 'y'])
>>> Point.__doc__ # docstring for the new class
'Point(x, y)'
>>> p = Point(11, y=22) # instantiate with positional args or keywords
>>> p[0] + p[1] # indexable like a plain tuple
33
>>> x, y = p # unpack like a regular tuple
>>> x, y
(11, 22)
>>> p.x + p.y # fields also accessible by name
33
>>> d = p._asdict() # convert to a dictionary
>>> d['x']
11
>>> Point(**d) # convert from a dictionary
Point(x=11, y=22)
>>> p._replace(x=100) # _replace() is like str.replace() but targets named fields
Point(x=100, y=22)
, _z_%dz*Type names and field names must be stringsz8Type names and field names must be valid identifiers: %rz2Type names and field names cannot be a keyword: %rz/Field names cannot start with an underscore: %rz$Encountered duplicate field name: %r' r& z, c s s | ]}t j|d V qdS ))nameN)_repr_templateformat).0rq r r r s z namedtuple..
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fddZdd Zdd Zdd Zd d Zd d Zd!d" Zd#d$ Zd%d& Zd'd( Zd)d* Zd+d, Zd-d. Z ZS )1r a Dict subclass for counting hashable items. Sometimes called a bag
or multiset. Elements are stored as dictionary keys and their counts
are stored as dictionary values.
>>> c = Counter('abcdeabcdabcaba') # count elements from a string
>>> c.most_common(3) # three most common elements
[('a', 5), ('b', 4), ('c', 3)]
>>> sorted(c) # list all unique elements
['a', 'b', 'c', 'd', 'e']
>>> ''.join(sorted(c.elements())) # list elements with repetitions
'aaaaabbbbcccdde'
>>> sum(c.values()) # total of all counts
15
>>> c['a'] # count of letter 'a'
5
>>> for elem in 'shazam': # update counts from an iterable
... c[elem] += 1 # by adding 1 to each element's count
>>> c['a'] # now there are seven 'a'
7
>>> del c['b'] # remove all 'b'
>>> c['b'] # now there are zero 'b'
0
>>> d = Counter('simsalabim') # make another counter
>>> c.update(d) # add in the second counter
>>> c['a'] # now there are nine 'a'
9
>>> c.clear() # empty the counter
>>> c
Counter()
Note: If a count is set to zero or reduced to zero, it will remain
in the counter until the entry is deleted or the counter is cleared:
>>> c = Counter('aaabbc')
>>> c['b'] -= 2 # reduce the count of 'b' by two
>>> c.most_common() # 'b' is still in, but its count is zero
[('a', 3), ('c', 1), ('b', 0)]
c sN | s t d| ^}} t| dkr0t dt| tt|j |j| | dS )a Create a new, empty Counter object. And if given, count elements
from an input iterable. Or, initialize the count from another mapping
of elements to their counts.
>>> c = Counter() # a new, empty counter
>>> c = Counter('gallahad') # a new counter from an iterable
>>> c = Counter({'a': 4, 'b': 2}) # a new counter from a mapping
>>> c = Counter(a=4, b=2) # a new counter from keyword args
z;descriptor '__init__' of 'Counter' object needs an argumentr& z$expected at most 1 arguments, got %dN)r' r( superr r2 rd )r/ r0 r )rQ r r r2 s zCounter.__init__c C s dS )z1The count of elements not in the Counter is zero.r
r )r r r r r __missing__ s zCounter.__missing__Nc C s6 |dkr t | j tdddS tj|| j tddS )zList the n most common elements and their counts from the most
common to the least. If n is None, then list all element counts.
>>> Counter('abcdeabcdabcaba').most_common(3)
[('a', 5), ('b', 4), ('c', 3)]
Nr& T)r reverse)r )sortedrK _itemgetter_heapqnlargest)r rG r r r most_common s zCounter.most_commonc C s t jtt| j S )a Iterator over elements repeating each as many times as its count.
>>> c = Counter('ABCABC')
>>> sorted(c.elements())
['A', 'A', 'B', 'B', 'C', 'C']
# Knuth's example for prime factors of 1836: 2**2 * 3**3 * 17**1
>>> prime_factors = Counter({2: 2, 3: 3, 17: 1})
>>> product = 1
>>> for factor in prime_factors.elements(): # loop over factors
... product *= factor # and multiply them
>>> product
1836
Note, if an element's count has been set to zero or is a negative
number, elements() will ignore it.
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from_iterable_starmap_repeatrK )r r r r elements+ s zCounter.elementsc C s t dd S )Nz@Counter.fromkeys() is undefined. Use Counter(iterable) instead.)NotImplementedError)rY rZ vr r r r[ C s zCounter.fromkeysc s | s t d| ^}} t| dkr0t dt| | r<| d nd}|dk rt|tr|r|j}x8|j D ]\}}|||d ||< qfW qtt|j| n
t || |r|j| dS )a Like dict.update() but add counts instead of replacing them.
Source can be an iterable, a dictionary, or another Counter instance.
>>> c = Counter('which')
>>> c.update('witch') # add elements from another iterable
>>> d = Counter('watch')
>>> c.update(d) # add elements from another counter
>>> c['h'] # four 'h' in which, witch, and watch
4
z9descriptor 'update' of 'Counter' object needs an argumentr& z$expected at most 1 arguments, got %dr
N)
r' r( r\ Mappingr rK r r rd r )r/ r0 r rZ self_getr count)rQ r r rd J s
zCounter.updatec O s | s t d| ^}} t| dkr0t dt| | r<| d nd}|dk r|j}t|trxH|j D ]\}}||d| ||< qbW n x |D ]}||dd ||< qW |r|j| dS )a Like dict.update() but subtracts counts instead of replacing them.
Counts can be reduced below zero. Both the inputs and outputs are
allowed to contain zero and negative counts.
Source can be an iterable, a dictionary, or another Counter instance.
>>> c = Counter('which')
>>> c.subtract('witch') # subtract elements from another iterable
>>> c.subtract(Counter('watch')) # subtract elements from another counter
>>> c['h'] # 2 in which, minus 1 in witch, minus 1 in watch
0
>>> c['w'] # 1 in which, minus 1 in witch, minus 1 in watch
-1
z;descriptor 'subtract' of 'Counter' object needs an argumentr& z$expected at most 1 arguments, got %dr
N)r' r( r r\ r rK subtract)r/ r0 r rZ r r r r r r r r s
zCounter.subtractc C s
| j | S )zReturn a shallow copy.)rQ )r r r r rU s z Counter.copyc C s | j t| ffS )N)rQ r> )r r r r rX s zCounter.__reduce__c s || krt j| dS )zGLike dict.__delitem__() but does not raise KeyError for missing values.N)r r: )r r )rQ r r r: s zCounter.__delitem__c C s` | sd| j j S y&djtdj| j }d| j j|f S tk
rZ dj| j jt| S X d S )Nz%s()z, z%r: %rz%s({%s})z
{0}({1!r})) rQ r r r_ __mod__r r' rs r> )r rK r r r rS s zCounter.__repr__c C sx t |tstS t }x0| j D ]$\}}||| }|dkr |||< q W x,|j D ] \}}|| krP|dkrP|||< qPW |S )zAdd counts from two counters.
>>> Counter('abbb') + Counter('bcc')
Counter({'b': 4, 'c': 2, 'a': 1})
r
)r\ r NotImplementedrK )r ra rO r r newcountr r r __add__ s
zCounter.__add__c C s| t |tstS t }x0| j D ]$\}}||| }|dkr |||< q W x0|j D ]$\}}|| krP|dk rPd| ||< qPW |S )z Subtract count, but keep only results with positive counts.
>>> Counter('abbbc') - Counter('bccd')
Counter({'b': 2, 'a': 1})
r
)r\ r r rK )r ra rO r r r r r r __sub__ s
zCounter.__sub__c C s t |tstS t }x<| j D ]0\}}|| }||k r:|n|}|dkr |||< q W x,|j D ] \}}|| kr\|dkr\|||< q\W |S )zUnion is the maximum of value in either of the input counters.
>>> Counter('abbb') | Counter('bcc')
Counter({'b': 3, 'c': 2, 'a': 1})
r
)r\ r r rK )r ra rO r r other_countr r r r __or__ s
zCounter.__or__c C sV t |tstS t }x<| j D ]0\}}|| }||k r:|n|}|dkr |||< q W |S )z Intersection is the minimum of corresponding counts.
>>> Counter('abbb') & Counter('bcc')
Counter({'b': 1})
r
)r\ r r rK )r ra rO r r r r r r r __and__ s
zCounter.__and__c C s0 t }x$| j D ]\}}|dkr|||< qW |S )zEAdds an empty counter, effectively stripping negative and zero countsr
)r rK )r rO r r r r r __pos__ s
zCounter.__pos__c C s4 t }x(| j D ] \}}|dk rd| ||< qW |S )z{Subtracts from an empty counter. Strips positive and zero counts,
and flips the sign on negative counts.
r
)r rK )r rO r r r r r __neg__ s
zCounter.__neg__c C s* dd | j D }x|D ]
}| |= qW | S )z?Internal method to strip elements with a negative or zero countc S s g | ]\}}|d ks|qS )r
r )rt r r r r r
s z*Counter._keep_positive..)rK )r nonpositiver r r r _keep_positive s
zCounter._keep_positivec C s. x$|j D ]\}}| | |7 < q
W | j S )zInplace add from another counter, keeping only positive counts.
>>> c = Counter('abbb')
>>> c += Counter('bcc')
>>> c
Counter({'b': 4, 'c': 2, 'a': 1})
)rK r )r ra r r r r r __iadd__ s zCounter.__iadd__c C s. x$|j D ]\}}| | |8 < q
W | j S )zInplace subtract counter, but keep only results with positive counts.
>>> c = Counter('abbbc')
>>> c -= Counter('bccd')
>>> c
Counter({'b': 2, 'a': 1})
)rK r )r ra r r r r r __isub__% s zCounter.__isub__c C s6 x,|j D ] \}}| | }||kr
|| |< q
W | j S )zInplace union is the maximum of value from either counter.
>>> c = Counter('abbb')
>>> c |= Counter('bcc')
>>> c
Counter({'b': 3, 'c': 2, 'a': 1})
)rK r )r ra r r r r r r __ior__2 s
zCounter.__ior__c C s6 x,| j D ] \}}|| }||k r
|| |< q
W | j S )zInplace intersection is the minimum of corresponding counts.
>>> c = Counter('abbb')
>>> c &= Counter('bcc')
>>> c
Counter({'b': 1})
)rK r )r ra r r r r r r __iand__A s
zCounter.__iand__)N)N) r r r rb r2 r r r rh r[ rd r rU rX r: rS r r r r r r r r r r r
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edd Zdd ZeZd(ddZedd Zd d Zd d Zd!d" Zd#d$ Zd%d& ZdS ))r a A ChainMap groups multiple dicts (or other mappings) together
to create a single, updateable view.
The underlying mappings are stored in a list. That list is public and can
be accessed or updated using the *maps* attribute. There is no other
state.
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In contrast, writes, updates, and deletions only operate on the first
mapping.
c G s t |p i g| _dS )zInitialize a ChainMap by setting *maps* to the given mappings.
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N)rR maps)r r r r r r2 c s zChainMap.__init__c C s t |d S )N)r? )r r r r r r j s zChainMap.__missing__c C s8 x,| j D ]"}y|| S tk
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zChainMap.__getitem__Nc C s || kr| | S |S )Nr )r r rN r r r r u s z ChainMap.getc C s t t j| j S )N)r( r unionr )r r r r __len__x s zChainMap.__len__c C s t t j| j S )N)rV r r r )r r r r r< { s zChainMap.__iter__c s t fdd| jD S )Nc 3 s | ]} |kV qd S )Nr )rt m)r r r ru s z(ChainMap.__contains__..)anyr )r r r )r r __contains__~ s zChainMap.__contains__c C s
t | jS )N)r r )r r r r __bool__ s zChainMap.__bool__c C s dj | djtt| jS )Nz{0.__class__.__name__}({1})z, )rs r r_ r r )r r r r rS s zChainMap.__repr__c G s | t j|f| S )z?Create a ChainMap with a single dict created from the iterable.)r> r[ )rY rZ r/ r r r r[ s zChainMap.fromkeysc C s$ | j | jd j f| jdd S )zHNew ChainMap or subclass with a new copy of maps[0] and refs to maps[1:]r
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zUserDict.__getitem__c C s || j |< d S )N)r )r r itemr r r r6 s zUserDict.__setitem__c C s | j |= d S )N)r )r r r r r r: s zUserDict.__delitem__c C s
t | jS )N)rV r )r r r r r< s zUserDict.__iter__c C s
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t|| _d S )N)r\ r r r )r seqr r r r2 N s
zUserString.__init__c C s
t | jS )N)r r )r r r r __str__U s zUserString.__str__c C s
t | jS )N)r r )r r r r rS V s zUserString.__repr__c C s
t | jS )N)intr )r r r r __int__W s zUserString.__int__c C s
t | jS )N)floatr )r r r r __float__X s zUserString.__float__c C s
t | jS )N)complexr )r r r r __complex__Y s zUserString.__complex__c C s
t | jS )N)hashr )r r r r __hash__Z s zUserString.__hash__c C s | j d d fS )N)r )r r r r __getnewargs__[ s zUserString.__getnewargs__c C s t |tr| j|jkS | j|kS )N)r\ r r )r stringr r r r] ^ s
zUserString.__eq__c C s t |tr| j|jk S | j|k S )N)r\ r r )r r r r r r b s
zUserString.__lt__c C s t |tr| j|jkS | j|kS )N)r\ r r )r r r r r r f s
zUserString.__le__c C s t |tr| j|jkS | j|kS )N)r\ r r )r r r r r r j s
zUserString.__gt__c C s t |tr| j|jkS | j|kS )N)r\ r r )r r r r r r n s
zUserString.__ge__c C s t |tr|j}|| jkS )N)r\ r r )r charr r r r s s
zUserString.__contains__c C s
t | jS )N)r( r )r r r r r x s zUserString.__len__c C s | j | j| S )N)rQ r )r rw r r r r y s zUserString.__getitem__c C sJ t |tr | j| j|j S t |tr6| j| j| S | j| jt| S )N)r\ r rQ r r )r ra r r r r z s
zUserString.__add__c C s. t |tr| j|| j S | jt|| j S )N)r\ r rQ r )r ra r r r r s
zUserString.__radd__c C s | j | j| S )N)rQ r )r rG r r r r s zUserString.__mul__c C s | j | j| S )N)rQ r )r r/ r r r r s zUserString.__mod__c C s | j |t S )N)rQ r/ )r rs r r r __rmod__ s zUserString.__rmod__c C s | j | jj S )N)rQ r
capitalize)r r r r r s zUserString.capitalizec C s | j | jj S )N)rQ r casefold)r r r r r s zUserString.casefoldc G s | j | jj|f| S )N)rQ r center)r widthr/ r r r r s zUserString.centerr
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zUserString.countNc C s> |r.|r | j | jj||S | j | jj|S | j | jj S )N)rQ r encode)r encodingerrorsr r r r s
zUserString.encodec C s | j j|||S )N)r endswith)r suffixr r r r r r s zUserString.endswith c C s | j | jj|S )N)rQ r
expandtabs)r tabsizer r r r s zUserString.expandtabsc C s t |tr|j}| jj|||S )N)r\ r r find)r r r r r r r r s
zUserString.findc O s | j j||S )N)r rs )r r/ r0 r r r rs s zUserString.formatc C s | j j|S )N)r
format_map)r r r r r r s zUserString.format_mapc C s | j j|||S )N)r rw )r r r r r r r rw s zUserString.indexc C s
| j j S )N)r isalpha)r r r r r s zUserString.isalphac C s
| j j S )N)r isalnum)r r r r r s zUserString.isalnumc C s
| j j S )N)r isdecimal)r r r r r s zUserString.isdecimalc C s
| j j S )N)r isdigit)r r r r r
s zUserString.isdigitc C s
| j j S )N)r r )r r r r r s zUserString.isidentifierc C s
| j j S )N)r islower)r r r r r s zUserString.islowerc C s
| j j S )N)r isnumeric)r r r r r s zUserString.isnumericc C s
| j j S )N)r isprintable)r r r r r
s zUserString.isprintablec C s
| j j S )N)r isspace)r r r r r s zUserString.isspacec C s
| j j S )N)r istitle)r r r r r s zUserString.istitlec C s
| j j S )N)r isupper)r r r r r s zUserString.isupperc C s | j j|S )N)r r )r r r r r r s zUserString.joinc G s | j | jj|f| S )N)rQ r ljust)r r r/ r r r r s zUserString.ljustc C s | j | jj S )N)rQ r lower)r r r r r s zUserString.lowerc C s | j | jj|S )N)rQ r lstrip)r charsr r r r s zUserString.lstripc C s | j j|S )N)r partition)r sepr r r r s zUserString.partitionr& c C s6 t |tr|j}t |tr |j}| j| jj|||S )N)r\ r r rQ r )r oldnewmaxsplitr r r r s
zUserString.replacec C s t |tr|j}| jj|||S )N)r\ r r rfind)r r r r r r r r s
zUserString.rfindc C s | j j|||S )N)r rindex)r r r r r r r r s zUserString.rindexc G s | j | jj|f| S )N)rQ r rjust)r r r/ r r r r s zUserString.rjustc C s | j j|S )N)r
rpartition)r r r r r r s zUserString.rpartitionc C s | j | jj|S )N)rQ r rstrip)r r r r r r s zUserString.rstripc C s | j j||S )N)r r )r r r r r r r s zUserString.splitc C s | j j||S )N)r rsplit)r r r r r r r s zUserString.rsplitFc C s | j j|S )N)r
splitlines)r keependsr r r r s zUserString.splitlinesc C s | j j|||S )N)r r )r prefixr r r r r r s zUserString.startswithc C s | j | jj|S )N)rQ r strip)r r r r r r# s zUserString.stripc C s | j | jj S )N)rQ r swapcase)r r r r r$ s zUserString.swapcasec C s | j | jj S )N)rQ r title)r r r r r% s zUserString.titlec G s | j | jj| S )N)rQ r translate)r r/ r r r r& s zUserString.translatec C s | j | jj S )N)rQ r upper)r r r r r' s zUserString.upperc C s | j | jj|S )N)rQ r zfill)r r r r r r( s zUserString.zfill)NN)r )Nr )r )Nr )Nr r )Nr )F)N)Hr r r r2 r rS r r r r r r] r r r r r r r r r r r r r r r r rD maxsizer r r r r rs r rw r r r r
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