In [1]:

    

%matplotlib notebook

import matplotlib.pyplot as plt
import numpy as np
import scipy.stats
import time

from vax_game import *
from bot import *


    

In [16]:

    

run(RandomBot, 100, show_stats=True)


    

    




Mean: 18.49
Median: 18.0
StdErr: 0.326035274165
Time:  0.18859195709228516






    
Out[16]:





array([21, 22, 15, 19, 22, 17, 20, 14, 21, 28, 20, 18, 14, 22, 26, 19, 21,
       16, 16, 18, 18, 16, 26, 24, 18, 16, 16, 18, 19, 29, 21, 17, 26, 15,
       21, 18, 20, 16, 14, 18, 16, 20, 17, 20, 19, 22, 16, 18, 19, 16, 14,
       16, 19, 22, 18, 20, 26, 14, 20, 18, 18, 18, 17, 18, 21, 17, 19, 18,
       16, 16, 17, 19, 16, 15, 15, 17, 20, 15, 15, 16, 13, 21, 18, 25, 17,
       17, 26, 15, 18, 16, 19, 15, 16, 16, 19, 18, 19, 14, 20, 19])

In [15]:

    

run(DegreeBot, 100, show_stats=True)


    

    




Mean: 22.91
Median: 21.0
StdErr: 0.502413176579
Time:  0.19949698448181152






    
Out[15]:





array([24, 20, 29, 20, 27, 17, 20, 34, 17, 18, 30, 21, 21, 23, 20, 17, 28,
       25, 21, 23, 26, 18, 18, 23, 17, 30, 17, 25, 28, 23, 17, 20, 20, 24,
       25, 20, 27, 20, 20, 18, 22, 22, 19, 14, 20, 19, 36, 23, 25, 19, 20,
       29, 26, 31, 29, 20, 24, 45, 26, 19, 26, 34, 20, 21, 21, 18, 14, 20,
       28, 22, 21, 27, 21, 19, 19, 26, 19, 21, 25, 21, 23, 20, 20, 27, 30,
       23, 18, 21, 21, 23, 18, 26, 35, 20, 23, 26, 20, 31, 21, 23])

In [14]:

    

run(NearbyBot, 100, show_stats=True)


    

    




Mean: 39.03
Median: 42.0
StdErr: 0.769214534444
Time:  0.203049898147583






    
Out[14]:





array([43, 43, 46, 46, 41, 45, 44, 43, 40, 40, 21, 41, 19, 32, 35, 30, 41,
       40, 32, 46, 37, 40, 39, 47, 32, 31, 45, 45, 37, 46, 44, 27, 37, 45,
       19, 47, 27, 36, 35, 47, 27, 28, 46, 25, 46, 43, 44, 22, 38, 41, 37,
       36, 47, 38, 42, 29, 46, 43, 42, 44, 43, 45, 47, 35, 28, 46, 46, 39,
       48, 32, 43, 42, 30, 44, 47, 34, 44, 45, 40, 43, 21, 41, 45, 48, 49,
       47, 45, 43, 47, 21, 43, 40, 43, 28, 46, 44, 29, 26, 39, 42])

In [5]:

    

run(DistanceBot.params(1, 2.2), 100, show_stats=True)


    

    




Mean: 43.26
Median: 45.0
StdErr: 0.435343542504
Time:  1.059798002243042






    
Out[5]:





array([46, 44, 48, 45, 45, 42, 29, 37, 46, 45, 46, 46, 47, 46, 47, 45, 44,
       34, 46, 42, 43, 42, 36, 45, 41, 46, 47, 45, 33, 43, 46, 47, 49, 36,
       46, 47, 43, 42, 46, 43, 43, 45, 46, 47, 35, 46, 46, 48, 45, 45, 47,
       48, 42, 45, 44, 32, 43, 43, 37, 46, 47, 44, 30, 44, 43, 44, 47, 43,
       46, 29, 46, 45, 43, 46, 40, 46, 35, 44, 46, 45, 37, 39, 38, 47, 44,
       47, 46, 42, 41, 43, 48, 45, 45, 43, 41, 46, 37, 47, 47, 41])

In [11]:

    

run(PathBot, 100, show_stats=True)


    

    




Mean: 42.99
Median: 44.0
StdErr: 0.395599544995
Time:  1.5756118297576904






    
Out[11]:





array([43, 36, 43, 46, 34, 43, 46, 45, 43, 46, 46, 43, 46, 45, 45, 42, 47,
       45, 45, 46, 44, 43, 40, 46, 45, 44, 47, 48, 45, 43, 42, 45, 47, 41,
       45, 47, 45, 47, 47, 45, 43, 45, 40, 44, 39, 46, 43, 37, 45, 47, 34,
       39, 43, 42, 46, 32, 40, 44, 45, 46, 45, 43, 33, 47, 44, 41, 45, 40,
       45, 47, 37, 47, 46, 32, 46, 29, 42, 47, 44, 43, 45, 44, 40, 44, 39,
       39, 39, 46, 32, 43, 46, 42, 47, 45, 37, 43, 45, 46, 43, 40])

In [13]:

    

r1 = run(DistanceBot.params(1.1, 2.0), 2000)
r2 = run(DistanceBot.params(1.1, 1.8), 2000)
scipy.stats.ttest_ind(r2, r1)


    

    
Out[13]:





Ttest_indResult(statistic=-0.055527235422638078, pvalue=0.95572120726679044)