Hi I have a multidimensional list such as:
my_list = [[1,2,3,1,2],[1,0,3,1,2],[1,0,0,0,2],[1,0,3,0,2]]
where 0 represents a gap between two pieces of data.
What I need to do is iterate through the list and keep track of how many gaps are in each sublist and throw away the zeros. I think the best way is to break each sublist into chunks where there are zeros so I end up with smaller lists of integers and a number of gaps. Ideally, to form a new list which tells me the length of each chunk and number of gaps (i.e. chunks -1), such as:
new_list = [[5, 0], [[1, 3], 1], [[1, 1], 1], [[1, 1, 1], 2]]
or probably better:
new_list = [[5], [1, 3], [1, 1], [1, 1, 1]]
and I will know that the gaps are equal to len(chunk).
EDIT: However, leading and trailing zeros do not represent gaps. i.e. [0,0,1,2] represents one continuous chunk.
Any help much appreciated.
itertools.groupby() is perfect for this:
from itertools import groupby
my_list = [[1,2,3,1,2],[1,0,3,1,2],[1,0,0,0,2],[1,0,3,0,2]]
new_list = [[len(list(g)) for k, g in groupby(inner, bool) if k] for inner in my_list]
Result:
>>> new_list
[[5], [1, 3], [1, 1], [1, 1, 1]]
The result contains the length of each non-zero chunk for each sublist, so for example [1,0,3,1,2] gives [1,3], so there are two chunks (one gap). This matches your second output format.
Here is my humble code without any imports:
The algorithm is slightly long:
def toggle(n):
return n != 0
def chunk_counter(L):
"""
list -> list
"""
chunk_list = []
pivots = []
for j in range(len(L)):
if j == 0 and toggle(L[0]):
pivots.append(j)
elif toggle(L[j]) and toggle(L[j]) != toggle(L[j-1]):
pivots.append(j)
for m in range(len(pivots)):
k = 0
if m == len(pivots)-1:
bound = len(L)
else:
bound = pivots[m+1]
p = 0
while p in range(bound - pivots[m]):
if toggle(L[pivots[m] + p]):
k += 1
p += 1
else:
p += 1
chunk_list.append(k)
return chunk_list
def chunks(L):
"""
(list of lists) -> list of lists
"""
new_list = []
for i in range(len(L)):
new_list.append(chunk_counter(L[i]))
return new_list
So, you may try the function chunks() on your list:
>>> L = [[1,2,3,1,2],[1,0,3,1,2],[1,0,0,0,2],[1,0,3,0,2], [0,0,1,2]]
>>> chunks(L)
[[5], [1, 3], [1, 1], [1, 1, 1], [2]]
Here's a recursive definition (a replacement for Chunk Counter):
counter_list = []
def counter(L):
k = 0
while(k < len(L) and L[k] != 0):
k +=1
counter_list.append(k)
if k == len(L):
print counter_list
else:
counter(L[k+1:])
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