# -*- coding: utf8 -*- from __future__ import unicode_literals import unicodedata from unidecode import unidecode import math TAGS = 'adj adp adv conj det noun num pdt pos pron prt punct verb'.upper().split() # Binary string features def is_alpha(string): return string.isalpha() def is_digit(string): return string.isdigit() def is_punct(string): for c in string: if not unicodedata.category(c).startswith('P'): return False else: return True def is_space(string): return string.isspace() def is_ascii(string): for c in string: if ord(c) >= 128: return False else: return True def is_title(string): return string.istitle() def is_lower(string): return string.islower() def is_upper(string): return string.isupper() # Statistics features def oft_case(name, thresh): def wrapped(string, prob, case_stats, tag_stats): return string return wrapped def can_tag(name, thresh=0.5): def wrapped(string, prob, case_stats, tag_stats): return string return wrapped # String features def canon_case(string, upper_pc=0.0, title_pc=0.0, lower_pc=0.0): if upper_pc >= lower_pc and upper_pc >= title_pc: return string.upper() elif title_pc >= lower_pc: return string.title() else: return string.lower() def word_shape(string): length = len(string) shape = [] last = "" shape_char = "" seq = 0 for c in string: if c.isalpha(): if c.isupper(): shape_char = "X" else: shape_char = "x" elif c.isdigit(): shape_char = "d" else: shape_char = c if shape_char == last: seq += 1 else: seq = 0 last = shape_char if seq < 5: shape.append(shape_char) return ''.join(shape) def non_sparse(string, prob, cluster, upper_pc, title_pc, lower_pc): if is_alpha(string): return canon_case(string, upper_pc, title_pc, lower_pc) elif prob >= math.log(0.0001): return string else: return word_shape(string) def asciied(string): ascii_string = unidecode(string) return ascii_string.decode('ascii')