i am trying to find the perpendicular closest point to a line, given:
line is given by p1 and p2:
p1= [833974.3939975424, 10.741845010809124]
p2= [833972.1988621169, 9.989807874318076]
point: [833972.4500000001, 10.200000000000001]
I used these functions:
point1, point2 = nearest_points(shp.LineString([shp.Point(p1[0], p1[1]), shp.Point(p2[0], p2[1])]), shp.Point([point[0], point[1]]))
# and
line= shp.LineString([shp.Point(p1[0], p1[1]), shp.Point(p2[0], p2[1])])
pdist= line.project(shp.Point([point[0], point[1]]))
newpoint= line.interpolate(pdist)
when I use shapely functions, scikit-spatial, etc. I get the nearest non-perpendicular point as given in red (projected from green):

PLease, if anyone can help: I have been trying for hours to project the red point perpendicular to the line. I couldnt find a proper similar stack overflow answer.
