numpy - How can I calculate the ratio of a value in array to the sum of array in python? -
this question has answer here:
- how make numpy array column sum 1 1 answer
i have array such this:
array =[[1,2,3], [5,3,4], [6,7,2]]
and each member calculate ratio of them sum of row.
therefore, result of question in proposed sample is:
result = [[1/(1+2+3),2/(1+2+3),3/(1+2+3)], [5/(5+3+4),3/(5+3+4),4/(5+3+4)], [6/(6+7+2),7/(6+7+2),2/(6+7+2)]]
i write following code not work because 2 operators have different shape:
array/array.sum(array, axis=1)
you can specify keepdim=true
while doing sum, , have 2d array result while each row stands row sum:
array = np.array([[1,2,3], [5,3,4], [6,7,2.]]) array/array.sum(1, keepdims=true) #array([[ 0.16666667, 0.33333333, 0.5 ], # [ 0.41666667, 0.25 , 0.33333333], # [ 0.4 , 0.46666667, 0.13333333]])
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