कोडिंग कार्यप्रवाह · बिना स्केल का माध्यिका निरपेक्ष विचलन

import math

def median_deviation(values):
    if type(values) is not list or not 1 <= len(values) <= 4096:
        raise ValueError("mad.input")
    if any(type(x) not in (int, float) or not -10**100 <= x <= 10**100 or not math.isfinite(x) for x in values):
        raise ValueError("mad.value")
    def median(items):
        ordered = sorted(items)
        n = len(ordered)
        return float(ordered[n//2]) if n % 2 else ordered[n//2-1]/2+ordered[n//2]/2
    center = median(values)
    return center, median([abs(x-center) for x in values])