-
Notifications
You must be signed in to change notification settings - Fork 0
/
Copy pathjiujiu.py
204 lines (176 loc) · 5.04 KB
/
jiujiu.py
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
import random
#get a list of random names
namelist=None
with open('1000namelist.txt','r') as f:
s=f.readlines()
namelist=[name[:-1] for name in s]
# print(namelist)
def poisson(p):
n = 1000000
s = 0
for i in range(n):
v=0
while (random.random()>p):
v +=1
s +=v
# print(v)
average = 1.0*s/n
print('p={:.1f}, {:.3f}, average = {:.3f} over {} instances'.format(p,(1-p)**2, average,n))
# print(f'p={p}, average = {average} over {n} instances')
def get_prob(birth_rate):
pass
def poisson_test():
for i in range(1,10):
p = 0.1 * i
poisson(p)
class People:
male=1
female=2
def __init__(self,name=None,sex=None):
self.name=name
self.sex=sex
self.partner=None
self.children=[]
pass
def __repr__(self):
s='People: '
if self.name:
s = s +self.name
def sex_str(sex):
if sex == People.male:
return "boy"
else:
return "girl"
if self.sex:
s = s +' ('+ sex_str(self.sex)+')'
return s
#def __str__(self):
return 'haha'
'''
self.name
self.id
self.generation
self.sex
self.age
self.dad
self.mom
self.partner
self.children
'''
def marry(husband,wife):
husband.partner=wife
wife.partner=husband
#print(f"{husband.name} gets married to {wife.name}")
def born(dad):
baby=People()
baby.sex=People.male if random.random() <0.5 else People.female
baby.name=namelist[random.randint(0,1000-1)] #get random name
dad.children.append(baby)
return baby
#return a group of n people
def get_random_people(n):
peoples=[]
men=[]
women=[]
for i in range(n):
people = People()
people.sex=People.male if random.random() <0.5 else People.female
people.name=namelist[random.randint(0,1000-1)] #get random name
if people.sex==People.male:
men.append(people)
else:
women.append(people)
peoples.append(people)
return peoples,men,women
#hard to use discarded
def init():
adam = People()
adam.name='adam'
adam.generation=0
adam.sex=People.male
eve = People()
eve.name='eve'
eve.sex=People.female
eve.generation=0
generation=[adam,eve]
print('The 0th generation:',generation)
men=[adam]
women=[eve]
marry(adam,eve)
def report(g,men,women):
print(f"The {g}th generations has {len(men)} boys and {len(women)} girls")
return
print('boys:',','.join([man.name for man in men]))
print("girls:",','.join([woman.name for woman in women]))
#@n, number of initial people
def populate(n,num_generations,birth_rate):
# print('The world begins...')
#init the first generation
# n = 2000
peoples,men,women = get_random_people(n)
#now population to next generation
# num_generations=20
generations=[peoples]
mens=[men]
womens=[women]
# report(0,men,women)
for i in range(num_generations):
generation=generations[i]
generation_new=[]
men,women = mens[i],womens[i]
men_new=[]
women_new=[]
#now consider marridge
random.shuffle(men)
random.shuffle(women)
min = len(men) if len(men) <len(women) else len(women)
# print(f'{min} couples get married')
for j in range(min):
man, woman = men[j], women[j]
marry(man,woman)
for man in men:
if man.partner: #if married
while (random.random()*2<birth_rate):
baby = born(man)
generation_new.append(baby)
# print('hello',baby.name)
if baby.sex ==People.male:
men_new.append(baby)
else:
women_new.append(baby)
# print(f'The {i+1}st generation',generation_new)
# report(i+1,men_new,women_new)
# print(generation_new)
generations.append(generation_new)
mens.append(men_new)
womens.append(women_new)
if len(generation)==0:
break
# print('End of program')
return len(generations[-1])
def lin(min,max,points):
step = 1.0*(max-min)/points
return [min+step*i for i in range(points)]
def main():
n=1000
num_generations=20
birth_rate=1.35 #the population ratio between two generations
rates=lin(1.340,1.344,10)
rates=lin(1.341,1.342,10)
for rate in rates:
repeat = 200
m=0
flag=0
for _ in range(repeat):
p = populate(n,num_generations,rate)
m += p
if p >n :
flag +=1
else:
flag -=1
flag = flag*1.0/repeat
m = m*1.0/repeat
print('rate={:.5f}, n={},m={:.1f},ratio={:.3f},flag={:.3f}'
.format(rate,n,m,1.0*m/n,flag))
# print(n,m,rate)
main()