Created
January 16, 2011 16:30
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run simulations of a single-elimination tournament
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Nadal | 1 | 12390 | |
---|---|---|---|
Daniel | 564 | ||
Sweeting | Q | 486 | |
Gimeno-Traver | 844 | ||
Tomic | W | 239 | |
Chardy | 960 | ||
Falla | 540 | ||
Lopez F | 31 | 1310 | |
Isner | 20 | 1850 | |
Serra | 711 | ||
Stepanek | 735 | ||
Gremelmayr | Q | 469 | |
Machado | 573 | ||
Giraldo | 785 | ||
Young D | Q | 435 | |
Cilic | 15 | 2140 | |
Youzhny | 10 | 2920 | |
Ilhan | 574 | ||
Kavcic | Q | 552 | |
Anderson K | 868 | ||
Raonic | Q | 351 | |
Phau | 581 | ||
Chela | 1070 | ||
Llodra | 22 | 1575 | |
Nalbandian | 27 | 1480 | |
Hewitt | 870 | ||
Berankis | 589 | ||
Matosevic | W | 392 | |
Russell | 547 | ||
Ebden | W | 288 | |
Nieminen | 1062 | ||
Ferrer | 7 | 3735 | |
Soderling | 4 | 5785 | |
Starace | 945 | ||
Muller | Q | 466 | |
Stadler | Q | 155 | |
Istomin | 1031 | ||
Hernych | Q | 196 | |
Mello | 627 | ||
Bellucci | 30 | 1355 | |
Gulbis | 24 | 1505 | |
Becker | 870 | ||
Dolgopolov | 928 | ||
Kukushkin | 815 | ||
Seppi | 900 | ||
Clement | 627 | ||
Petzschner | 839 | ||
Tsonga | 13 | 2345 | |
Melzer | 11 | 2785 | |
Millot | Q | 334 | |
Ball | W | 344 | |
Riba | 672 | ||
Sela | 568 | ||
Del Potro | 180 | ||
Zemlja | Q | 376 | |
Baghdatis | 21 | 1785 | |
Garcia-Lopez | 32 | 1300 | |
Berrer | 835 | ||
Schwank | 580 | ||
Mayer L | 572 | ||
Marchenko | 624 | ||
Ramirez Hidalgo | 638 | ||
Beck K | 543 | ||
Murray | 5 | 5760 | |
Berdych | 6 | 3955 | |
Crugnola | Q | 194 | |
Kohlschreiber | 1215 | ||
Kamke | 724 | ||
Harrison | W | 313 | |
Mannarino | 612 | ||
Dancevic | Q | 172 | |
Gasquet | 28 | 1385 | |
Davydenko | 23 | 1555 | |
Mayer F | 1073 | ||
Fognini | 855 | ||
Nishikori | 599 | ||
Zverev | 611 | ||
Tipsarevic | 935 | ||
Schuettler | 597 | ||
Verdasco | 9 | 3240 | |
Almagro | 14 | 2160 | |
Robert | Q | 460 | |
Andreev | 622 | ||
Volandri | 574 | ||
Cipolla | Q | 190 | |
Paire | W | 366 | |
Luczak | W | 400 | |
Ljubicic | 17 | 1965 | |
Troicki | 29 | 1385 | |
Tursunov | 263 | ||
Dabul | 584 | ||
Mahut | Q | 424 | |
Karlovic | 670 | ||
Dodig | 606 | ||
Granollers | 993 | ||
Djokovic | 3 | 6240 | |
Roddick | 8 | 3565 | |
Hajek | 560 | ||
Przysiezny | 590 | ||
Kunitsyn | 551 | ||
Berlocq | 725 | ||
Haase | 803 | ||
Benneteau | 965 | ||
Monaco | 26 | 1480 | |
Wawrinka | 19 | 1855 | |
Gabashvili | 626 | ||
Dimitrov | Q | 518 | |
Golubev | 1135 | ||
Gil | 551 | ||
Cuevas | 790 | ||
De Bakker | 950 | ||
Monfils | 12 | 2560 | |
Fish | 16 | 1996 | |
Hanescu | 915 | ||
Robredo | 915 | ||
Devvarman | 514 | ||
Stakhovsky | 925 | ||
Brands | 541 | ||
Kubot | 670 | ||
Querrey | 18 | 1860 | |
Montanes | 25 | 1495 | |
Brown | 573 | ||
Andujar | 683 | ||
Malisse | 956 | ||
Lu | 1141 | ||
Simon | 1005 | ||
Lacko | 553 | ||
Federer | 2 | 9245 |
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## run simulations of a single-elimination tournament | |
import random, copy | |
from createTuple import createTuple ## gist: 778481 | |
from writeMatrixCSV import writeMatrixCSV ## gist: 778484 | |
def calcWp(x, y, e): | |
x = float(x) | |
y = float(y) | |
return (x**e)/((x**e)+(y**e)) | |
def findRoundWinners(roundPlayers): | |
## get each pair of players, return list of 'winners' | |
nextRound = [] | |
roundMatches = len(roundPlayers)/2 | |
for i in range(roundMatches): | |
j = i*2 | |
playerOne = roundPlayers[j] | |
playerTwo = roundPlayers[j+1] | |
oneWp = calcWp(pointDict[playerOne], pointDict[playerTwo], e) | |
if random.random() < oneWp: winner = playerOne | |
else: winner = playerTwo | |
nextRound.append(winner) | |
return nextRound | |
e = 1.1 | |
sims = 100000 | |
draw = createTuple('aussie_draw_2011.csv') | |
blankResults = {1: 0, | |
2: 0, | |
4: 0, | |
8: 0 | |
} | |
for z in [17, 33, 65]: | |
if len(draw) > z: | |
dsize = (z-1) | |
blankResults[dsize] = 0 | |
pointDict = {} | |
firstRound = [] | |
resultDict = {} | |
for pl in draw: | |
pointDict[pl[0]] = int(pl[2]) | |
firstRound.append(pl[0]) | |
resultDict[pl[0]] = copy.deepcopy(blankResults) | |
## run the simulation | |
for x in range(sims): | |
if x % (sims/10) == 0: print x | |
nextRound = firstRound | |
while True: | |
nextRound = findRoundWinners(nextRound) | |
n = len(nextRound) | |
for p in nextRound: | |
resultDict[p][n] += 1 | |
if n == 1: break | |
rds = [] | |
for z in [65, 33, 17]: | |
if len(draw) > z: | |
rdname = 'R' + str(z-1) | |
rds.append(rdname) | |
header = ['Player', '', 'points'] + rds + ['QF', 'SF', 'F', 'W'] | |
resultTable = [header] | |
for pl in draw: | |
p = pl[0] | |
row = pl[:3] | |
for result in [64, 32, 16, 8, 4, 2, 1]: | |
perc = resultDict[p][result]/float(sims) | |
row.append(perc) | |
resultTable.append(row) | |
writeMatrixCSV(resultTable, 'aussie_sim_results_2011.csv') |
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