Created
November 23, 2015 16:24
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#!/usr/bin/env python | |
# coding:utf-8 | |
population = 1000 | |
num_round = 10000 | |
mode = 1 #1: current 2:proposed | |
ranks = ["C-","C", "C+", "B-", "B", "B+", "A-", "A", "A+", "S", "S+"] | |
if mode==1: | |
reward_win = [(24,20,16), (18,15,12), (14,12,10), (14,12,10), (12,10,8), (12,10,8), (12,10,8), (12,10,8), (12,10,8), (5,4,4), (4,3,2)] | |
reward_lose = [(8,10,12), (8,10,12), (8,10,12), (8,10,12), (8,10,12), (8,10,12), (8,10,12), (8,10,12), (8,10,12), (5,5,6),(4,5,5)] | |
else: #mode=2 | |
reward_win = [(20,20,20), (15,15,15), (12,12,12), (12,12,12), (10,10,10), (10,10,10), (10,10,10), (10,10,10), (10,10,10), (5,4,4), (4,3,2)] | |
reward_lose = [(10,10,10), (10,10,10), (10,10,10), (10,10,10), (10,10,10), (10,10,10), (10,10,10), (10,10,10), (10,10,10), (5,5,6),(4,5,5)] | |
#reward_win = [20, 15, 12, 12, 10, 10, 10, 10, 10, 10, 10] | |
#reward_lose = [10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10] | |
num_ranks = len(ranks) | |
def point_level(p): | |
if p<40:return 0 | |
elif p<80: return 1 | |
else: return 2 | |
import random | |
pop_ranks = [0 for i in xrange(population)] | |
pop_points = [i%10 for i in xrange(population)] | |
for t in xrange(num_round): | |
for u in xrange(population): | |
if random.random()>0.5: #win | |
p = point_level(pop_points[u]) | |
pop_points[u] += reward_win[pop_ranks[u]][p] | |
if pop_points[u] >= 100: | |
if pop_ranks[u] == num_ranks-1: #S+ | |
pop_points[u] = 99 | |
else: | |
pop_ranks[u]+=1 | |
if mode==1: | |
pop_points[u]=30 | |
else: #mode==2 | |
if pop_ranks[u] >= num_ranks-2: #S or S+ | |
pop_points[u]=15 | |
else: #C- to A+ | |
pop_points[u]=30 | |
else: #lose | |
p = point_level(pop_points[u]) | |
pop_points[u] -= reward_lose[pop_ranks[u]][p] | |
if (mode==1 and pop_points[u]<0) or (pop_points[u]<=0): | |
if pop_ranks[u] == 0: #C- | |
pop_points[u]=0 | |
else: | |
pop_ranks[u]-=1 | |
if mode==1: | |
pop_points[u]=70 | |
else: #mode==2 | |
if pop_ranks[u] >= num_ranks-2: #S or S+ | |
pop_points[u]=85 | |
else: #C- to A+ | |
pop_points[u]=70 | |
#print u, ranks[pop_ranks[u]],pop_points[u] | |
if (t%1000)==0: | |
for rpop in [(r,pop_ranks.count(r)) for r in range(num_ranks)]: | |
print "round",t,":",ranks[rpop[0]], rpop[1] | |
import numpy as np | |
import matplotlib.pyplot as plt | |
from matplotlib import rc | |
import matplotlib as mpl | |
import sys, os, copy, math, re | |
plt.figure(figsize=(9,6)) | |
plt.subplots_adjust(left=0.15, right=0.9, top=0.9, bottom=0.15) | |
plt.rcParams["font.size"]=20 | |
plt.xlabel("ranks") | |
plt.ylabel("users[%]") | |
X = range(num_ranks) | |
Y = [pop_ranks.count(r)*100.0/population for r in X] | |
plt.xticks(X, ranks) | |
colors = (0.6,0.6,0.8), (0.3,0.3,0.8), (0.0,0.0,0.8),\ | |
(0.6,0.9,0.6), (0.3,0.9,0.3),(0.0,0.9,0.0),\ | |
(0.9,0.9,0.6), (0.9,0.9,0.3),(0.9,0.9,0.0),\ | |
(0.9,0.45,0.45),(0.9,0.0,0.0), | |
plt.bar(map(lambda x:x-0.4,X), Y, color=colors) | |
#plt.legend(loc="upper left") | |
plt.savefig('ranks.png') | |
plt.show() | |
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