def classify_windows():
results = []
t0 = pc()
for window in testset:
(shotprobdom,shotprobother),(goalprobdom,goalprobother) = \
knn.predict_shotprobgoalprob(window)
is_shot = 0
if window.is_shot():
is_shot = 1 if not window.is_defensive_error_shot() else -1
is_goal = 0
if window.is_goal():
is_goal = 1 if not window.is_defensive_error_goal() else -1
time = window.get_time()
half = window.matchhalf.halfid
dom_team = window.get_dominating_team()
fcb = 1 if dom_team == "32311" else 0
results.append([half,time,fcb,shotprobdom,shotprobother,is_shot,
goalprobdom,goalprobother,is_goal])
np.savetxt(resultsdir + resultsfile,results)
tx = time //1000
if half ==2:
tx+= 45*60
ty = pc() - t0
print("Time in-game:",logger.to_timestring(tx),\
"CPU time:",logger.to_timestring(ty))
def load_all_matches(postfix="_dtw"):
matchids = [m for (m,) in c.execute("select id from match order by id").fetchall()]
logs = list()
for matchid in matchids:
filename = str(matchid) + postfix
logfile = open("../../data/logs/" + filename, "r")
logs.append(json.load(logfile))
print logger.to_timestring(np.mean([log["construct classifier"] for log in logs]))
print logger.to_timestring(np.mean([log["match classification"] for log in logs]))
print np.mean([log["match classification"] for log in logs]) / 1125
def classify_match():
results = []
for window in testset:
result,classificationtime = logger.executeandtime(lambda:knn.predict_shotprobgoalprob(window,direct=direct))
(shotprobdom,shotprobother),(goalprobdom,goalprobother) = result
is_shot = 0
if window.is_shot():
is_shot = 1 if not window.is_defensive_error_shot() else -1
is_goal = 0
if window.is_goal():
is_goal = 1 if not window.is_defensive_error_goal() else -1
time = window.get_time()
half = window.matchhalf.halfid
dom_team = window.get_dominating_team()
fcb = 1 if dom_team == "32311" else 0 if dom_team == "None" else -1
results.append([half,time,fcb,shotprobdom,shotprobother,is_shot,
goalprobdom,goalprobother,is_goal,classificationtime])
np.savetxt('../data/' + resultsfolder + "/" + folder + "/" + filename,results)
tx = time //1000
if half ==2:
tx+= 45*60
if tx%(60*15) in range(0,5) and v > 0:
print "Time in-game:",logger.to_timestring(tx)
