Created
January 23, 2022 09:18
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binomial distribution in python. finds Theoretical frequency , mean, p, q, total(f, fx), p(r), N*p(r)
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import math | |
def mean(xf, f): | |
return xf/f | |
def mul(arr1, arr2): | |
mul_arr = [] | |
for i in range(0, len(arr1)): | |
mul_arr.append(arr1[i]*arr2[i]) | |
return mul_arr | |
def probability(n, mean): | |
return mean/n | |
def p_of_r(n, p, q, t_f): | |
result = [] | |
max_n = n | |
min_n = 0 | |
for i in range(n, -1, -1): | |
result.append(t_f*(math.comb(n, min_n)*(p**min_n)*(q**max_n))) | |
max_n -=1 | |
min_n +=1 | |
return result | |
def total(arr): | |
total = 0 | |
for i in range(0, len(arr)): | |
total+=arr[i] | |
return total | |
def main(): | |
print("@LuckyThandel") | |
n = int(input("Enter the `n`: ")) | |
x_arr = [] | |
f_arr = [] | |
#print("[+] Enter all x values: ") | |
for i in range(0, n+1): | |
x_arr.append(i) | |
print("[+] Enter all f values: ") | |
for i in range(0, n+1): | |
f_arr.append(int(input("Value: "))) | |
total_f_arr = total(f_arr) | |
mul_fx_arr = mul(x_arr, f_arr) | |
total_fx_arr = total(mul_fx_arr) | |
print("Total_f", total_f_arr) | |
print("Total_fx", total_fx_arr) | |
mean_x = mean(total_fx_arr, total_f_arr) | |
print("mean:", mean_x) | |
p = probability(n, mean_x) | |
q = 1 - p | |
print("P:", p) | |
print("Q:", q) | |
np_r = p_of_r(n, p, q, total_f_arr) | |
print("N*p(r):", np_r) | |
theor_fre = [round(digit) for digit in np_r] | |
print("Therortical Frequency:", theor_fre) | |
main() |
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