I am currently working on coordinates and somehow, I need to sort the x-coordinates in ascending order having the same y-coordinates without touching the y-coordinates.
Here's the sample input:
x = [213,212,213,214,215,216,215,216,217,216,218,217,219,220,219]
y = [352,333,332,330,328,327,327,326,325,325,324,324,323,322,322]
xy = np.array([x,y])
Here's the desired output:
x = [213,212,213,214,215,215,216,216,216,217,217,218,219,219,220]
y = [352,333,332,330,328,327,327,326,325,325,324,324,323,322,322]
Note: I have been searching for this one but I can't seem to find a direct answer. Thank you.
CodePudding user response:
you can first make a list of pair and order that by the first coordinate and them make it into a numpy array
>>> x = [213,212,213,214,215,216,215,216,217,216,218,217,219,220,219]
>>> y = [352,333,332,330,328,327,327,326,325,325,324,324,323,322,322]
>>> xy=sorted(zip(x,y),key=lambda pair:pair[0])
>>> xy
[(212, 333), (213, 352), (213, 332), (214, 330), (215, 328), (215, 327), (216, 327), (216, 326), (216, 325), (217, 325), (217, 324), (218, 324), (219, 323), (219, 322), (220, 322)]
>>> nxy = np.array(xy).T
>>> nxy
array([[212, 213, 213, 214, 215, 215, 216, 216, 216, 217, 217, 218, 219,
219, 220],
[333, 352, 332, 330, 328, 327, 327, 326, 325, 325, 324, 324, 323,
322, 322]])
>>> nxy
array([[212, 213, 213, 214, 215, 215, 216, 216, 216, 217, 217, 218, 219,
219, 220],
[333, 352, 332, 330, 328, 327, 327, 326, 325, 325, 324, 324, 323,
322, 322]])
>>>
after some good old trial and error find a way to sort them in numpy
>>> x = [0, 500, 100, 300, 200, 800, 400, 600, 700, 900]
>>> y = [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]
>>> xy= np.array([x,y])
>>> xy
array([[ 0, 500, 100, 300, 200, 800, 400, 600, 700, 900],
[ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9]])
>>> np.argsort(xy[0]) #get an array with the index that correspond to the elements in a sorted fashion
array([0, 2, 4, 3, 6, 1, 7, 8, 5, 9], dtype=int64)
>>> xy[:,np.argsort(xy[0])] #ask for the elements in the aforementioned order, while preserving their pairing
array([[ 0, 100, 200, 300, 400, 500, 600, 700, 800, 900],
[ 0, 2, 4, 3, 6, 1, 7, 8, 5, 9]])
>>>