class SmoothProfile:
def __init__(self, name, interval):
self.user = User(name)
self.interval = interval
self.exist = {}
self.smooth = {}
for char1 in UPPER_LETTERS:
for char2 in UPPER_LETTERS:
event = char1 + char2
self.exist[event] = False
self.smooth[event] = [0] * (MAX_TIME / interval)
if (self.user.getNumEvents(event) >= MIN_EVENTS):
for i in range(MAX_TIME / interval):
self.smooth[event][i] = self.user.get(event, i*interval, (i+1)*interval)
self.exist[event] = True
for char1 in UPPER_LETTERS:
for char2 in UPPER_LETTERS:
event = char1 + char2
if self.exist[event]:
score = [0] * (MAX_TIME / interval)
for i in range(MAX_TIME / interval):
score[i] = self._getScore(i, self.smooth[event])
self.smooth[event] = self._normalize(score)
#print event, self.smooth[event]
def exists(self, event):
if event[0] in UPPER_LETTERS and event[1] in UPPER_LETTERS:
return self.exist[event]
else:
return False
def getProb(self, event, time):
slot = int(time / self.interval)
return self.smooth[event][slot]
def _getScore(self, i, prob):
score = 0.0
for j in range(MAX_TIME / self.interval):
if i == j:
score += prob[j] * 10.0
else:
score += prob[j] / abs(i-j)
return score
def _normalize(self, score):
result = score[:]
s = sum(score)
for i in range(len(score)):
result[i] = score[i] / s
return result
def __init__(self, name, interval):
self.user = User(name)
self.interval = interval
self.exist = {}
self.smooth = {}
for char1 in UPPER_LETTERS:
for char2 in UPPER_LETTERS:
event = char1 + char2
self.exist[event] = False
self.smooth[event] = [0] * (MAX_TIME / interval)
if (self.user.getNumEvents(event) >= MIN_EVENTS):
for i in range(MAX_TIME / interval):
self.smooth[event][i] = self.user.get(event, i*interval, (i+1)*interval)
self.exist[event] = True
for char1 in UPPER_LETTERS:
for char2 in UPPER_LETTERS:
event = char1 + char2
if self.exist[event]:
score = [0] * (MAX_TIME / interval)
for i in range(MAX_TIME / interval):
score[i] = self._getScore(i, self.smooth[event])
self.smooth[event] = self._normalize(score)