I want to get the number of times x appears in the nested list.
if the list is:
list = [1, 2, 1, 1, 4] list.count(1) >>3
This is OK. But if the list is:
list = [[1, 2, 3],[1, 1, 1]]
How can I get the number of times 1 appears? In this case, 4.
Answers:
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Method 1
>>> L = [[1, 2, 3], [1, 1, 1]] >>> sum(x.count(1) for x in L) 4
Method 2
itertools and collections modules got just the stuff you need (flatten the nested lists with itertools.chain and count with collections.Counter
import itertools, collections data = [[1,2,3],[1,1,1]] counter = collections.Counter(itertools.chain(*data)) print counter[1]
Use a recursive flatten function instead of itertools.chain to flatten nested lists of arbitrarily level depth
import operator, collections
def flatten(lst):
return reduce(operator.iadd, (flatten(i) if isinstance(i, collections.Sequence) else [i] for i in lst))
reduce with operator.iadd has been used instead of sum so that the flattened is built only once and updated in-place
Method 3
Here is yet another approach to flatten a nested sequence. Once the sequence is flattened it is an easy check to find count of items.
def flatten(seq, container=None):
if container is None:
container = []
for s in seq:
try:
iter(s) # check if it's iterable
except TypeError:
container.append(s)
else:
flatten(s, container)
return container
c = flatten([(1,2),(3,4),(5,[6,7,['a','b']]),['c','d',('e',['f','g','h'])]])
print(c)
print(c.count('g'))
d = flatten([[[1,(1,),((1,(1,))), [1,[1,[1,[1]]]], 1, [1, [1, (1,)]]]]])
print(d)
print(d.count(1))
The above code prints:
[1, 2, 3, 4, 5, 6, 7, 'a', 'b', 'c', 'd', 'e', 'f', 'g', 'h'] 1 [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] 12
Method 4
Try this:
reduce(lambda x,y: x+y,list,[]).count(1)
Basically, you start with an empty list [] and add each element of the list list to it. In this case the elements are lists themselves and you get a flattened list.
PS: Just got downvoted for a similar answer in another question!
PPS: Just got downvoted for this solution as well!
Method 5
If there is only one level of nesting flattening can be done with this list comprenension:
>>> L = [[1,2,3],[1,1,1]] >>> [ item for sublist in L for item in sublist ].count(1) 4 >>>
Method 6
For the heck of it: count to any arbitrary nesting depth, handling tuples, lists and arguments:
hits = lambda num, *n: ((1 if e == num else 0)
for a in n
for e in (hits(num, *a) if isinstance(a, (tuple, list)) else (a,)))
lst = [[[1,(1,),((1,(1,))), [1,[1,[1,[1]]]], 1, [1, [1, (1,)]]]]]
print sum(hits(1, lst, 1, 1, 1))
15
Method 7
def nested_count(lst, x):
return lst.count(x) + sum(
nested_count(l,x) for l in lst if isinstance(l,list))
This function returns the number of occurrences, plus the recursive nested count in all contained sub-lists.
>>> data = [[1,2,3],[1,1,[1,1]]] >>> print nested_count(data, 1) 5
Method 8
The following function will flatten lists of lists of any depth(a) by adding non-lists to the resultant output list, and recursively processing lists:
def flatten(listOrItem, result = None):
if result is None: result = [] # Ensure initial result empty.
if type(listOrItem) != type([]): # Handle non-list by appending.
result.append(listOrItem)
else:
for item in listOrItem: # Recursively handle each item in a list.
flatten(item, result)
return result # Return flattened container.
mylist = flatten([[1,2],[3,'a'],[5,[6,7,[8,9]]],[10,'a',[11,[12,13,14]]]])
print(f'Flat list is {mylist}, count of "a" is {mylist.count("a")}')
print(flatten(7))
Once you have a flattened list, it’s a simple matter to use count on it.
The output of that code is:
Flat list is [1, 2, 3, 'a', 5, 6, 7, 8, 9, 10, 'a', 11, 12, 13, 14], count of "a" is 2 [7]
Note the behaviour if you don’t pass an actual list, it assumes you want a list regardless, one containing just the single item.
If you don’t want to construct a flattened list, you can just use a similar method to get the count of any item in the list of lists, with something like:
def deepCount(listOrItem, searchFor):
if type(listOrItem) != type([]): # Non-list, one only if equal.
return 1 if listOrItem == searchFor else 0
subCount = 0 # List, recursively collect each count.
for item in listOrItem:
subCount += deepCount(item, searchFor)
return subCount
deepList = [[1,2],[3,'a'],[5,[6,7,[8,9]]],[10,'a',[11,[12,13,14]]]]
print(f'Count of "a" is {deepCount(deepList, "a")}')
print(f'Count of 13 is {deepCount(deepList, 13)}')
print(f'Count of 99 is {deepCount(deepList, 99)}')
As expected, the output of this is:
Count of "a" is 2 Count of 13 is 1 Count of 99 is 0
(a) Up to the limits imposed by Python itself of course, limits you can increase by just adding this to the top of your code:
import sys sys.setrecursionlimit(1001) # I believe default is 1000.
I mention that just in case you have some spectacularly deeply nested structures but you shouldn’t really need it. If you’re nesting that deeply then you’re probably doing something wrong 🙂
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