|
1
|
|
|
"""List of all the different indicators used to clean a text |
|
2
|
|
|
|
|
3
|
|
|
.. Authors: |
|
4
|
|
|
Philippe Dessauw |
|
5
|
|
|
[email protected] |
|
6
|
|
|
|
|
7
|
|
|
.. Sponsor: |
|
8
|
|
|
Alden Dima |
|
9
|
|
|
[email protected] |
|
10
|
|
|
Information Systems Group |
|
11
|
|
|
Software and Systems Division |
|
12
|
|
|
Information Technology Laboratory |
|
13
|
|
|
National Institute of Standards and Technology |
|
14
|
|
|
http://www.nist.gov/itl/ssd/is |
|
15
|
|
|
""" |
|
16
|
|
|
from __future__ import division |
|
17
|
|
|
import re |
|
18
|
|
|
|
|
19
|
|
|
|
|
20
|
|
|
class StatsIndicator(object): |
|
21
|
|
|
"""Indicator based on statistics (match the line depending on the stats) |
|
22
|
|
|
""" |
|
23
|
|
|
|
|
24
|
|
|
def __init__(self, text_stats=None): |
|
25
|
|
|
self.stats = text_stats |
|
26
|
|
|
|
|
27
|
|
|
def set_stats(self, text_stats): |
|
28
|
|
|
"""Set statistics of the indicator based on text statistics |
|
29
|
|
|
|
|
30
|
|
|
Args: |
|
31
|
|
|
text_stats (`Statistics`): Text statistics |
|
32
|
|
|
""" |
|
33
|
|
|
self.stats = text_stats |
|
34
|
|
|
|
|
35
|
|
|
def match(self, line): |
|
36
|
|
|
"""Define if a line is matching the rules |
|
37
|
|
|
|
|
38
|
|
|
Args: |
|
39
|
|
|
line (Line): Input line |
|
40
|
|
|
|
|
41
|
|
|
Returns: |
|
42
|
|
|
bool: True |
|
43
|
|
|
""" |
|
44
|
|
|
return True |
|
45
|
|
|
|
|
46
|
|
|
|
|
47
|
|
|
class RegexIndicator(object): |
|
48
|
|
|
"""Indicator based on a regexp (match the line with the given regexp) |
|
49
|
|
|
""" |
|
50
|
|
|
|
|
51
|
|
|
def __init__(self, regexp): |
|
52
|
|
|
self.regexp = '^'+regexp+'$' |
|
53
|
|
|
|
|
54
|
|
|
def match(self, line): |
|
55
|
|
|
"""Define if a line is matching the rules |
|
56
|
|
|
|
|
57
|
|
|
Args: |
|
58
|
|
|
line (Line): Input line |
|
59
|
|
|
|
|
60
|
|
|
Returns: |
|
61
|
|
|
bool: True if line match the RegExp, false otherwise |
|
62
|
|
|
""" |
|
63
|
|
|
return re.match(self.regexp, line.get_clean_line()) |
|
64
|
|
|
|
|
65
|
|
|
|
|
66
|
|
|
# ========================================== |
|
67
|
|
|
# STRONG INDICATORS |
|
68
|
|
|
# ========================================== |
|
69
|
|
|
|
|
70
|
|
|
class AlphaNumIndicator(StatsIndicator): |
|
71
|
|
|
"""Indicator detecting a high number of special chars |
|
72
|
|
|
""" |
|
73
|
|
|
|
|
74
|
|
|
def __init__(self, stats=None): |
|
75
|
|
|
self.spchar_rate = 0.6 |
|
76
|
|
|
super(AlphaNumIndicator, self).__init__(stats) |
|
77
|
|
|
|
|
78
|
|
|
def match(self, line): |
|
79
|
|
|
return True if len(line) == 0 else line.get_clean_stats().get_stat('sp_char') / len(line) > self.spchar_rate |
|
80
|
|
|
|
|
81
|
|
|
|
|
82
|
|
|
class CardinalNumberIndicator(RegexIndicator): |
|
83
|
|
|
"""Indicator detecting cardinal numbers |
|
84
|
|
|
""" |
|
85
|
|
|
|
|
86
|
|
|
def __init__(self): |
|
87
|
|
|
super(CardinalNumberIndicator, self).__init__("[0-9efEaAoOsSt.,= \\-]+") |
|
88
|
|
|
|
|
89
|
|
|
|
|
90
|
|
|
# ========================================== |
|
91
|
|
|
# CLEAN INDICATORS |
|
92
|
|
|
# ========================================== |
|
93
|
|
|
|
|
94
|
|
|
class CleanTextIndicator(StatsIndicator): |
|
95
|
|
|
"""Indicator detecting a clean line |
|
96
|
|
|
""" |
|
97
|
|
|
|
|
98
|
|
|
def __init__(self, stats=None): |
|
99
|
|
|
self.max_length_rate = 0.5 |
|
100
|
|
|
self.char_rate = 0.6 |
|
101
|
|
|
super(CleanTextIndicator, self).__init__(stats) |
|
102
|
|
|
|
|
103
|
|
|
def match(self, line): |
|
104
|
|
|
if len(line) == 0: |
|
105
|
|
|
return False |
|
106
|
|
|
|
|
107
|
|
|
return float(len(line)) >= self.stats.get_stat("line_avg_length") * self.max_length_rate \ |
|
108
|
|
|
and (line.get_clean_stats().get_stat('lw_char') / len(line) > self.char_rate |
|
109
|
|
|
or line.get_clean_stats().get_stat('up_char') / len(line) > self.char_rate) |
|
110
|
|
|
|
|
111
|
|
|
|
|
112
|
|
|
class TitleIndicator(RegexIndicator): |
|
113
|
|
|
"""Indicator matching a title. A title is a line beginning with an upper char and followed by lower chars or space |
|
114
|
|
|
""" |
|
115
|
|
|
|
|
116
|
|
|
def __init__(self): |
|
117
|
|
|
super(TitleIndicator, self).__init__("[A-Z][a-z ]+") |
|
118
|
|
|
|