mirror of
https://github.com/explosion/spaCy.git
synced 2024-09-22 03:49:17 +03:00
118 lines
2.5 KiB
Python
118 lines
2.5 KiB
Python
# -*- coding: utf8 -*-
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from __future__ import unicode_literals
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import unicodedata
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from unidecode import unidecode
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import math
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TAGS = 'adj adp adv conj det noun num pdt pos pron prt punct verb'.upper().split()
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# Binary string features
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def is_alpha(string):
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return string.isalpha()
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def is_digit(string):
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return string.isdigit()
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def is_punct(string):
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for c in string:
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if not unicodedata.category(c).startswith('P'):
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return False
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else:
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return True
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def is_space(string):
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return string.isspace()
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def is_ascii(string):
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for c in string:
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if ord(c) >= 128:
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return False
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else:
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return True
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def is_title(string):
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return string.istitle()
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def is_lower(string):
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return string.islower()
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def is_upper(string):
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return string.isupper()
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# Statistics features
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def oft_case(name, thresh):
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def wrapped(string, prob, case_stats, tag_stats):
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return string
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return wrapped
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def can_tag(name, thresh=0.5):
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def wrapped(string, prob, case_stats, tag_stats):
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return string
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return wrapped
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# String features
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def canon_case(string, prob, cluster, case_stats, tag_stats):
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upper_pc = case_stats.get('upper', 0.0)
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title_pc = case_stats.get('title', 0.0)
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lower_pc = case_stats.get('lower', 0.0)
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if upper_pc >= lower_pc and upper_pc >= title_pc:
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return string.upper()
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elif title_pc >= lower_pc:
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return string.title()
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else:
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return string.lower()
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def word_shape(string, *args):
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length = len(string)
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shape = ""
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last = ""
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shape_char = ""
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seq = 0
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for c in string:
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if c.isalpha():
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if c.isupper():
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shape_char = "X"
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else:
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shape_char = "x"
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elif c.isdigit():
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shape_char = "d"
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else:
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shape_char = c
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if shape_char == last:
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seq += 1
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else:
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seq = 0
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last = shape_char
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if seq < 5:
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shape += shape_char
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return shape
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def non_sparse(string, prob, cluster, case_stats, tag_stats):
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if is_alpha(string):
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return canon_case(string, prob, cluster, case_stats, tag_stats)
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elif prob >= math.log(0.0001):
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return string
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else:
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return word_shape(string, prob, cluster, case_stats, tag_stats)
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def asciied(string, prob=0, cluster=0, case_stats=None, tag_stats=None):
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ascii_string = unidecode(string)
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return ascii_string.decode('ascii')
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