def CreateLss(self): #freq vec is the speaker tfidf
Ns = self.prep.numSpeakers
Lss = np.zeros((Ns, Ns))
for i in range(0, Ns):
if i + 1 in self.segm.cleanSpeakers[self.íter]:
v1 = Help.CreateSpeakerVector(
i, self.segm.cleanSentences[self.íter],
self.segm.cleanSpeakers[self.íter], self.speakVec)
for j in range(0, Ns):
if j + 1 in self.segm.cleanSpeakers[self.íter]:
v2 = Help.CreateSpeakerVector(
j, self.segm.cleanSentences[self.íter],
self.segm.cleanSpeakers[self.íter], self.speakVec)
if Help.NotValidCos(v1, v2):
v1, v2 = Help.ReshapeVec(v1, v2)
cos_dist = 1 - sp.distance.cosine(v1, v2)
if math.isnan(cos_dist):
Lss[i][j] = 0.
else:
Lss[i][j] = cos_dist
return Lss
def CreateLus(self):
Ns = self.prep.numSpeakers
Lus = np.zeros((len(self.segm.cleanSentences[self.íter]), Ns))
for i in range(0, len(self.segm.cleanSentences[self.íter])):
v1 = Help.CreateSentenceVector(
self.segm.cleanSentences[self.íter][i], self.freqVec,
self.prep.singleWords)
for j in range(0, Ns):
if j + 1 in self.segm.cleanSpeakers[self.íter]:
v2 = Help.CreateSpeakerVector(
j, self.segm.cleanSentences[self.íter],
self.segm.cleanSpeakers[self.íter], self.speakVec)
if Help.NotValidCos(v1, v2):
v1, v2 = Help.ReshapeVec(v1, v2)
cos_dist = 1 - sp.distance.cosine(v1, v2)
if math.isnan(cos_dist):
Lus[i][j] = 0.
else:
Lus[i][j] = cos_dist
return Lus