Hardcoded Rules

gistfile1.txt

import numpy as np

x = ['Family Practice', 'Internal Medicine', 'Family Practice', 'Family Practice']
y = [0,0,0,1]
score = 0

def hardcoded_rules(x,y,score):
    if len(x) < 3 and max(y) < 3:
        score = -1
    elif np.unique(y)[0] == 1:
        score = -1
    elif sum(np.isnan(y))/len(y) > .5:
        score = -1
    elif np.all(np.unique(y) == [0, 1]) and y.count(1) == 1:
        score = -1
    return x, y, score
    
    hardcoded_rules(x,y,score)