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| 1 | +# -*- coding: utf-8 -*- |
| 2 | +""" |
| 3 | +Created on Fri Nov 28 20:34:26 2014 |
| 4 | +
|
| 5 | +@author: Michael |
| 6 | +""" |
| 7 | + |
| 8 | +import math |
| 9 | +from matplotlib import pyplot |
| 10 | +import random |
| 11 | + |
| 12 | +def tossCoin(): |
| 13 | + return random.choice(["H", "T"]) |
| 14 | + |
| 15 | +def waitForString(string): |
| 16 | + """returns the number of flips needed until |
| 17 | + we get a desired sequence""" |
| 18 | + n = len(string) |
| 19 | + lastN = [] |
| 20 | + trials = 0 |
| 21 | + while len(lastN) < len(string): |
| 22 | + lastN += [tossCoin()] |
| 23 | + trials += 1 |
| 24 | + while not same(string, lastN): |
| 25 | + lastN = lastN[1:] + [tossCoin()] |
| 26 | + trials += 1 |
| 27 | + return trials |
| 28 | + |
| 29 | +def same(string, L): |
| 30 | + for x in range(len(L)): |
| 31 | + if string[x] != L[x]: |
| 32 | + return False |
| 33 | + return True |
| 34 | + |
| 35 | +def getTstats(string1, string2, trials=1000): |
| 36 | + """gets a t-score for a pooled test comparing |
| 37 | + the number of flips needed for two different strings""" |
| 38 | + r1 = [] |
| 39 | + r2 = [] |
| 40 | + for trial in range(trials): |
| 41 | + r1.append(waitForString(string1)) |
| 42 | + r2.append(waitForString(string2)) |
| 43 | + avg1 = sum(r1)/float(trials) |
| 44 | + avg2 = sum(r2)/float(trials) |
| 45 | + var1 = 1/float(trials-1)*sum([(x - avg1)**2 for x in r1]) |
| 46 | + var2 = 1/float(trials-1)*sum([(x - avg2)**2 for x in r2]) |
| 47 | + S_p = math.sqrt((trials-1)*(var1 + var2)/float(2*trials - 2)) |
| 48 | + df = 2*trials - 2 |
| 49 | + print "Difference in variances is: ", (var2 - var1)/((var1 + var2)/2) |
| 50 | + T = (avg1 - avg2)/(S_p*math.sqrt(2/float(trials))) |
| 51 | + return T, df |
| 52 | + |
| 53 | +#the main verifies that not all strings |
| 54 | +#of the same length take the same number |
| 55 | +#of flips on average |
| 56 | +trials = 500 |
| 57 | +r1 = [] |
| 58 | +r2 = [] |
| 59 | +for trial in range(trials): |
| 60 | + r1.append(waitForString(10*"H")) |
| 61 | + r2.append(waitForString(5*"HT")) |
| 62 | +pyplot.hist(r1) |
| 63 | +pyplot.hist(r2) |
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