def main_func(input_question):
print(input_question)
pattern = common_functions.read("DATA/pattern.csv")
question = input_question
tagged_question = common_functions.pos_tagger.tag(
common_functions.nltk.word_tokenize(question))
result = common_functions.dependency_parser.raw_parse(question)
doc = common_functions.nlp(question)
print(tagged_question)
unknown = find(tagged_question, question)
time = 0
rate = 0
#Find the rate of percentage and time given in the question
for ent in doc.ents:
print(ent.label_, ent.text)
if (ent.label_ == "PERCENT" and rate == 0):
frate = ent.text
rate = common_functions.clean(frate)
print(rate)
rate = common_functions.isfloat(rate)
elif (ent.label_ == "DATE" and time == 0):
t = ent.text
time = common_functions.clean(t)
time = common_functions.isfloat(time)
#Find number of amounts given in the question
p = 0
for ent in doc.ents:
if (ent.label_ == "MONEY"):
p = p + 1
loops = p
dependency = result.__next__()
print(list(dependency.triples()))
if (p == 1):
print("abc1")
print(
findAnswer_SI.oneMoney(dependency, doc, pattern, unknown, rate,
time))
print("abc2")
return str(
findAnswer_SI.oneMoney(dependency, doc, pattern, unknown, rate,
time))
elif (p > 1):
print(
findAnswer_SI.moreMoney(dependency, doc, pattern, unknown, rate,
time))
return str(
findAnswer_SI.moreMoney(dependency, doc, pattern, unknown, rate, time))
def main(input_question):
pattern = common_functions.read(
"/home/puru/Documents/d/arithmetic/code/api/dataset/pattern.csv")
question = input_question
tagged_question = common_functions.pos_tagger.tag(
common_functions.nltk.word_tokenize(question))
result = common_functions.dependency_parser.raw_parse(question)
doc = common_functions.nlp(question)
print(tagged_question)
unknown = find(tagged_question, question)
time = 0
rate = 0
#Find the rate of percentage and time given in the question
for ent in doc.ents:
print(ent.label_, ent.text)
if (ent.label_ == "PERCENT" and rate == 0):
frate = ent.text
rate = common_functions.clean(frate)
print(rate)
rate = common_functions.isfloat(rate)
elif (ent.label_ == "DATE" and time == 0):
t = ent.text
time = common_functions.clean(t)
time = common_functions.isfloat(time)
#Find number of amounts given in the question
p = 0
for ent in doc.ents:
if (ent.label_ == "MONEY"):
p = p + 1
loops = p
dependency = result.__next__()
if (p == 1):
findAnswer_SI.oneMoney(dependency, doc, pattern, unknown, rate, time)
elif (p > 1):
findAnswer_SI.moreMoney(dependency, doc, pattern, unknown, rate, time)
def moreMoney(dep, doc, pattern, unknown, rate, time):
q_dep = []
interest = 0
principal = 0
amount = 0
ratios = []
for ent in doc.ents:
if (ent.label_ == "MONEY"):
print(principal, interest, amount)
q_dep = []
for triple in dep.triples():
pq = common_functions.clean(ent.text)
com = common_functions.clean(triple[0][0])
com1 = common_functions.clean(triple[2][0])
if (com == pq or com1 == pq):
money = pq
q_dep.append(triple)
q_dep = str(q_dep)
for i in range(len(pattern)):
m = SequenceMatcher(None, pattern["pattern"][i], q_dep)
q = m.ratio()
ratios.append(q)
mx = max(ratios)
ino = ratios.index(mx)
answer = pattern["tag"][ino]
print(answer, unknown)
if (answer == "a" and unknown != 5 and amount == 0):
amount = money
amount = common_functions.isfloat(amount)
elif (answer == "a" and unknown == 5 or amount != 0):
for i in range(len(pattern)):
if (pattern["tag"][i] != "a"):
m = SequenceMatcher(None, pattern["pattern"][i], q_dep)
q = m.ratio()
ratios.append(q)
mx = max(ratios)
ino = ratios.index(mx)
answer = pattern["tag"][ino]
elif (answer == "si" and unknown != 3 and interest == 0):
print("tagging int")
interest = money
interest = common_functions.isfloat(interest)
print(interest)
elif (answer == "si" and unknown == 3 or interest != 0):
q = 0
maxo = 0
for i in range(len(pattern)):
if (pattern["tag"][i] == "p" or pattern["tag"][i] == "a"):
m = SequenceMatcher(None, pattern["pattern"][i], q_dep)
q = m.ratio()
if (q >= maxo):
maxo = q
maxoindex = i
answer = pattern["tag"][maxoindex]
if (answer == "p"):
principal = money
principal = common_functions.isfloat(principal)
elif (answer == "a"):
amount = money
amount = common_functions.isfloat(amount)
elif (answer == "p" and unknown != 2 and principal == 0):
principal = money
principal = common_functions.isfloat(principal)
elif (answer == "p" and (unknown == 2 or principal != 0)):
q = 0
maxo = 0
for i in range(len(pattern)):
if (pattern["tag"][i] == "si" or pattern["tag"][i] == "a"):
m = SequenceMatcher(None, pattern["pattern"][i], q_dep)
q = m.ratio()
if (q >= maxo):
maxo = q
maxoindex = i
answer = pattern["tag"][maxoindex]
print(answer)
if (answer == "si"):
interest = money
interest = common_functions.isfloat(interest)
elif (answer == "a"):
q = common_functions.re.search(r'interest of \d+',
question)
w = common_functions.re.search(r'\d+ as interest',
question)
if (q or w and interest == 0):
interest = money
interest = common_functions.isfloat(interest)
else:
amount = money
amount = common_functions.isfloat(amount)
print(principal, interest, amount)
if (interest != 0 and principal != 0 and unknown == 5):
amount = principal + interest
print(amount)
elif (unknown == 0):
if (interest != 0 and principal != 0):
answer = SIformula.find_time(principal, rate, interest)
print(answer)
elif (amount != 0 and principal != 0):
interest = amount - principal
answer = SIformula.find_time(principal, rate, interest)
print(answer)
elif (amount != 0 and interest != 0):
principal = amount - interest
answer = SIformula.find_time(principal, rate, interest)
print(answer)
elif (unknown == 1):
if (interest != 0 and principal != 0):
answer = SIformula.find_rate(principal, time, interest)
print(answer)
elif (amount != 0 and principal != 0):
interest = amount - principal
answer = SIformula.find_rate(principal, time, interest)
print(answer)
elif (amount != 0 and interest != 0):
principal = amount - interest
answer = SIformula.find_rate(principal, time, interest)
print(answer)
if 'answer' not in locals():
answer = "No small talk just ask, a simple interest question." # nope
return answer
def oneMoney(dep, doc, pattern, unknown, rate, time):
interest = 0
principal = 0
amount = 0
ratios = []
for triple in dep.triples():
q_dep = []
for ent in doc.ents:
if (ent.label_ == "MONEY"):
pq = common_functions.clean(ent.text)
com = common_functions.clean(triple[0][0])
com1 = common_functions.clean(triple[2][0])
if (com == pq or com1 == pq):
money = pq
q_dep.append(triple)
q_dep = str(q_dep)
#Matching with the closest pattern and classifying money as SI, principal or amount
for i in range(len(pattern)):
m = common_functions.SequenceMatcher(None, pattern["pattern"][i],
q_dep)
q = m.ratio()
ratios.append(q)
mx = max(ratios)
ino = ratios.index(mx)
answer = pattern["tag"][ino]
print("printing tagged")
print(answer, money)
if (answer == "p" and (unknown == 3 or unknown == 5)):
principal = money
principal = common_functions.isfloat(principal)
elif (answer == "si" and unknown == 2 or unknown == 5):
interest = money
interest = common_functions.isfloat(interest)
elif (answer == "p" and unknown == 2):
interest = money
interest = common_functions.isfloat(interest)
elif (answer == "si" and unknown == 3):
principal = money
principal = common_functions.isfloat(principal)
elif (unknown == 4 and answer == "si"):
interest = money
interest = common_functions.isfloat(interest)
unknown = 2
elif (unknown == 4 and answer == "p"):
principal = money
principal = common_functions.isfloat(principal)
unknown = 3
if (unknown == 2):
print("principal=")
answer = SIformula.find_principal(rate, interest, time)
print(answer)
elif (unknown == 3):
answer = SIformula.find_si(principal, rate, time)
print(answer)
elif (unknown == 5):
if (principal == 0):
print("principal=")
prin = SIformula.find_principal(rate, interest, time)
answer = SIformula.find_amt(interest, prin)
print(answer)
elif (interest == 0):
interest = SIformula.find_si(principal, rate, time)
answer = SIformula.find_amt(interest, principal)
print(answer)
return answer