Is there a simple way to sort a list X in python using two other lists Y,Z like so?
before sorting:
X = ["a", "b", "c", "d"]
Y = [ 10, 1, 2, 16 ] #positive list
Z = [ 5, 6, 7, 10 ] #negative list
creating list W to assist with understanding
W = [ 5, -5, -5, 6 ] # create new list total (Y-Z) positive - negative values.
This is what I have done so far, sorted X according to W the total of Y,Z (Y-Z) in descending
- Sort X based on W (total) in descending order
W, X = zip(*sorted(zip(W, X),reverse=True))
X = ["d", "a", "b", "c"]
W = [ 6, 5, -5, -5 ]
What I would like to do further is conditionally sort if values of W are equal, I'd like to sort based on highest value in list Y, lowest value in list Z and choosing the maximum.
X = ["a", "b", "c", "d"]
Y = [ 10, 1, 2, 16 ] #positive list
Z = [ 5, 6, 7, 10 ] #negative list
W = [ 5, -5, -5, 6 ] # create new list total (Y-Z) positive - negative values.
here, indexes 1,2 are tied in W because W[1]==W[2]=-5 so we compare k1=max(Y[1],Y[2])=max(1,2)=2 and k2=min(Z[1],Z[2])=min(6,7)=6
- since k2>k1, we prioritize ordering of X based on Z
- if k1>k2 we should prioritize ordering of X based on Y. final result must be,
X = ["d", "a", "b", "c"]
How could we do this as simple as possible even for huge lists with n number of same values in the list W?
CodePudding user response:
Not sure I understand the details of your sort logic because I get a different result, but the general idea is to define your sort criteria clearly as a function and then pass it to sort on your data as a list of tuples.
X = ["a", "b", "c", "d"]
Y = [ 10, 1, 2, 16 ] #positive list
Z = [ 5, 6, 7, 10 ] #negative list
data = list(zip(X, Y, Z))
def sort_criteria(x):
return x[1] - x[2], max(x[1], -x[2])
data.sort(key=sort_criteria)
print(data)
result = [item[0] for item in data]
[('b', 1, 6), ('c', 2, 7), ('a', 10, 5), ('d', 16, 10)]
CodePudding user response:
In Python 3 you could use functools.cmp_to_key
to sort a list based on a custom comparator. In a custom corporator you could implement whatever complex logic you may think of.
def comparator(item1, item2):
# compares two tuples item1=(x1,y1,z1) and item2=(x2,y2,z2)
# returns:
# 1 if item1 > item2,
# -1 if item1 < item2,
# 0 if item1 = item2
if (item1[1] - item1[2]) > (item2[1] - item2[2]): # W[1] > W[2]
return 1
elif (item1[1] - item1[2]) < (item2[1] - item2[2]):
return -1
if min(item1[2], item2[2]) > max(item1[1], item2[1]): # k2 > k1
if item1[2] < item2[2]:
return 1
elif item1[2] > item2[2]:
return -1
else: # k2 > k1 but z2 = z1
if item1[1] > item2[1]:
return 1
elif item1[1] < item2[1]:
return -1
else:
return 0
elif min(item1[2], item2[2]) > max(item1[1], item2[1]): # k1 > k2
if item1[1] > item1[2]:
return 1
elif item1[2] < item2[1]:
return -1
else: # k1 > k2 but y1 = y2
if item1[2] < item2[2]:
return 1
elif item1[2] > item2[2]:
return -1
else:
return 0
else: # k1 = k2
if item1[2] < item2[2]: # Z1 < Z2
return 1
elif item1[2] > item2[2]:
return -1
elif item1[1] > item2[1]: # Z1 = Z2, Y1 > Y2
return 1
elif item1[1] < item2[1]:
return -1
else:
return 0
Now you could use this comparator as
from functools import cmp_to_key
sorted(zip(X,Y,Z), key=cmp_to_key(comparator), reverse=True)
This would return
[('d', 16, 10), ('a', 10, 5), ('b', 1, 6), ('c', 2, 7)]