72 lines
1.9 KiB
Python
72 lines
1.9 KiB
Python
import random
|
|
|
|
man = ['silnik', 'windows', 'silnika', 'gb', 'mb', 'meczu', 'pc', 'opony', 'apple', 'iphone', 'zwiastuny', 'hd',
|
|
'ubuntu', 'systemu', 'serwer']
|
|
woman = ['ciąży', 'miesiączki', 'ciasto', 'ciążę', 'zadowolona', 'ciąża', 'ciazy', 'antykoncepcyjne', 'ginekologa',
|
|
'tabletki', 'porodzie', 'mąż', 'miesiączkę', 'krwawienie', 'ciasta']
|
|
|
|
|
|
# stemowanie
|
|
def steming(man, woman):
|
|
man_stem = []
|
|
woman_stem = []
|
|
for i in man:
|
|
man_stem.append(i[:5].lower())
|
|
for i in woman:
|
|
woman_stem.append(i[:5].lower())
|
|
return man_stem, woman_stem
|
|
|
|
|
|
def predict(man_stem, woman_stem, dane):
|
|
res = []
|
|
i = 0
|
|
for s in dane:
|
|
man_count = 0
|
|
woman_count = 0
|
|
t = s.split()
|
|
|
|
for w in t:
|
|
if w[:5].lower() in man_stem:
|
|
man_count += 1
|
|
elif w[:5].lower() in woman_stem:
|
|
woman_count += 1
|
|
if man_count >= woman_count:
|
|
res.append('1')
|
|
elif man_count < woman_count:
|
|
res.append('0')
|
|
# else:
|
|
# res.append(str(round(random.random())))
|
|
|
|
return res
|
|
|
|
|
|
def out_file(res, name):
|
|
with open(name, 'w') as file:
|
|
for p in res:
|
|
file.write(p + "\n")
|
|
|
|
|
|
man_dict, woman_dict = steming(man, woman)
|
|
dane = []
|
|
with open('dev-0/in.tsv') as data:
|
|
for idx, line in enumerate(data.readlines()):
|
|
dane.append(line.replace('\n', ''))
|
|
|
|
result = predict(man_dict, woman_dict, dane)
|
|
out_file(result, 'dev-0/out.tsv')
|
|
|
|
dane2 = []
|
|
with open('dev-1/in.tsv') as data:
|
|
for idx, line in enumerate(data.readlines()):
|
|
dane2.append(line.replace('\n', ''))
|
|
|
|
result = predict(man_dict, woman_dict, dane2)
|
|
out_file(result, 'dev-1/out.tsv')
|
|
|
|
dane3 = []
|
|
with open('test-A/in.tsv') as data:
|
|
for idx, line in enumerate(data.readlines()):
|
|
dane3.append(line.replace('\n', ''))
|
|
|
|
result = predict(man_dict, woman_dict, dane3)
|
|
out_file(result, 'test-A/out.tsv') |