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Ruby script to test for uniformity of random number with Chi-square algorithm.
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#! /usr/local/bin/python3.6 | |
""" | |
Test for uniformity of random number with Chi-square algorithm | |
""" | |
import math | |
import sys | |
import traceback | |
class Chi2Rndnum: | |
A = 1103515245 # Multiplier | |
C = 12345 # Increment | |
M = 2 ** 31 # Modulus | |
N = 1000 # Number to generate | |
M_MAX = 10 # Range of integer random number | |
F = N / M_MAX # Expectation | |
S = 40.0 / F # Scale for histgram | |
def __init__(self): | |
self.r = 12345 | |
self.hist = [0 for _ in range(self.M_MAX + 1)] | |
self.e = 0.0 | |
def generate_rndnum(self): | |
""" Generation of random numbers """ | |
try: | |
for _ in range(self.N): | |
self.hist[self.__rnd()] += 1 | |
except Exception as e: | |
raise | |
def display(self): | |
""" Calculation and display """ | |
try: | |
for i in range(1, self.M_MAX + 1): | |
print("{:>3}:{:>3} ".format(i, self.hist[i]), end="") | |
for _ in range(int(self.hist[i] * self.S)): | |
print("*", end="") | |
print() | |
self.e = self.e \ | |
+ (self.hist[i] - self.F) \ | |
* (self.hist[i] - self.F) / self.F | |
print("Chi-square =", self.e) | |
except Exception as e: | |
raise | |
def __rnd(self): | |
""" Generation of integer between 1 and 10 """ | |
try: | |
self.r = (self.A * self.r + self.C) % self.M | |
return math.floor(self.M_MAX * (self.r / (self.M - 0.9))) + 1 | |
except Exception as e: | |
raise | |
if __name__ == '__main__': | |
try: | |
obj = Chi2Rndnum() | |
obj.generate_rndnum() | |
obj.display() | |
except Exception as e: | |
traceback.print_exc() | |
sys.exit(1) |
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