word_freq_make
float64
0
4.54
word_freq_address
float64
0
14.3
word_freq_all
float64
0
5.1
word_freq_3d
float64
0
42.8
word_freq_our
float64
0
10
word_freq_over
float64
0
5.88
word_freq_remove
float64
0
7.27
word_freq_internet
float64
0
11.1
word_freq_order
float64
0
5.26
word_freq_mail
float64
0
18.2
word_freq_receive
float64
0
2.61
word_freq_will
float64
0
9.67
word_freq_people
float64
0
5.55
word_freq_report
float64
0
10
word_freq_addresses
float64
0
4.41
word_freq_free
float64
0
20
word_freq_business
float64
0
7.14
word_freq_email
float64
0
9.09
word_freq_you
float64
0
18.8
word_freq_credit
float64
0
18.2
word_freq_your
float64
0
11.1
word_freq_font
float64
0
17.1
word_freq_000
float64
0
5.45
word_freq_money
float64
0
12.5
word_freq_hp
float64
0
20.8
word_freq_hpl
float64
0
16.7
word_freq_george
float64
0
33.3
word_freq_650
float64
0
9.09
word_freq_lab
float64
0
14.3
word_freq_labs
float64
0
5.88
word_freq_telnet
float64
0
12.5
word_freq_857
float64
0
4.76
word_freq_data
float64
0
18.2
word_freq_415
float64
0
4.76
word_freq_85
float64
0
20
word_freq_technology
float64
0
7.69
word_freq_1999
float64
0
6.89
word_freq_parts
float64
0
8.33
word_freq_pm
float64
0
11.1
word_freq_direct
float64
0
4.76
word_freq_cs
float64
0
7.14
word_freq_meeting
float64
0
14.3
word_freq_original
float64
0
3.57
word_freq_project
float64
0
20
word_freq_re
float64
0
21.4
word_freq_edu
float64
0
22.1
word_freq_table
float64
0
2.17
word_freq_conference
float64
0
10
char_freq_;
float64
0
4.39
char_freq_(
float64
0
9.75
char_freq_[
float64
0
4.08
char_freq_!
float64
0
32.5
char_freq_$
float64
0
6
char_freq_#
float64
0
19.8
capital_run_length_average
float64
1
1.1k
capital_run_length_longest
float64
1
9.99k
capital_run_length_total
float64
1
15.8k
is_spam
class label
2 classes
0
0.64
0.64
0
0.32
0
0
0
0
0
0
0.64
0
0
0
0.32
0
1.29
1.93
0
0.96
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.778
0
0
3.756
61
278
1yes
0.21
0.28
0.5
0
0.14
0.28
0.21
0.07
0
0.94
0.21
0.79
0.65
0.21
0.14
0.14
0.07
0.28
3.47
0
1.59
0
0.43
0.43
0
0
0
0
0
0
0
0
0
0
0
0
0.07
0
0
0
0
0
0
0
0
0
0
0
0
0.132
0
0.372
0.18
0.048
5.114
101
1,028
1yes
0.06
0
0.71
0
1.23
0.19
0.19
0.12
0.64
0.25
0.38
0.45
0.12
0
1.75
0.06
0.06
1.03
1.36
0.32
0.51
0
1.16
0.06
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.06
0
0
0.12
0
0.06
0.06
0
0
0.01
0.143
0
0.276
0.184
0.01
9.821
485
2,259
1yes
0
0
0
0
0.63
0
0.31
0.63
0.31
0.63
0.31
0.31
0.31
0
0
0.31
0
0
3.18
0
0.31
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.137
0
0.137
0
0
3.537
40
191
1yes
0
0
0
0
0.63
0
0.31
0.63
0.31
0.63
0.31
0.31
0.31
0
0
0.31
0
0
3.18
0
0.31
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.135
0
0.135
0
0
3.537
40
191
1yes
0
0
0
0
1.85
0
0
1.85
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.223
0
0
0
0
3
15
54
1yes
0
0
0
0
1.92
0
0
0
0
0.64
0.96
1.28
0
0
0
0.96
0
0.32
3.85
0
0.64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.054
0
0.164
0.054
0
1.671
4
112
1yes
0
0
0
0
1.88
0
0
1.88
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.206
0
0
0
0
2.45
11
49
1yes
0.15
0
0.46
0
0.61
0
0.3
0
0.92
0.76
0.76
0.92
0
0
0
0
0
0.15
1.23
3.53
2
0
0
0.15
0
0
0
0
0
0
0
0
0.15
0
0
0
0
0
0
0
0
0
0.3
0
0
0
0
0
0
0.271
0
0.181
0.203
0.022
9.744
445
1,257
1yes
0.06
0.12
0.77
0
0.19
0.32
0.38
0
0.06
0
0
0.64
0.25
0
0.12
0
0
0.12
1.67
0.06
0.71
0
0.19
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.06
0
0
0
0
0.04
0.03
0
0.244
0.081
0
1.729
43
749
1yes
0
0
0
0
0
0
0.96
0
0
1.92
0.96
0
0
0
0
0
0
0.96
3.84
0
0.96
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.96
0
0
0
0
0
0
0
0
0
0
0
0.462
0
0
1.312
6
21
1yes
0
0
0.25
0
0.38
0.25
0.25
0
0
0
0.12
0.12
0.12
0
0
0
0
0
1.16
0
0.77
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.022
0.044
0
0.663
0
0
1.243
11
184
1yes
0
0.69
0.34
0
0.34
0
0
0
0
0
0
0.69
0
0
0
0.34
0
1.39
2.09
0
1.04
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.056
0
0.786
0
0
3.728
61
261
1yes
0
0
0
0
0.9
0
0.9
0
0
0.9
0.9
0
0.9
0
0
0
0
0
2.72
0
0.9
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.083
7
25
1yes
0
0
1.42
0
0.71
0.35
0
0.35
0
0.71
0
0.35
0
0
0
5.35
0
0
3.21
0
2.85
0
0.35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.102
0
0.357
0
0
1.971
24
205
1yes
0
0.42
0.42
0
1.27
0
0.42
0
0
1.27
0
0
0
0
0
1.27
0
0
1.7
0.42
1.27
0
0
0.42
0
0
0
0
0
0
0
0
0
0
0
0
1.27
0
0
0.42
0
0
0
0
0
0
0
0
0
0.063
0
0.572
0.063
0
5.659
55
249
1yes
0
0
0
0
0.94
0
0
0
0
0
0
0
0
0
0
0
0
0
1.88
0
2.83
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.428
0
0
4.652
31
107
1yes
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.11
0
0.7
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.975
0.37
0
35.461
95
461
1yes
0
0
0.55
0
1.11
0
0.18
0
0
0
0
0
0.92
0
0.18
0
0.37
0.37
3.15
0
0.92
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.182
0
0.455
0
0
1.32
4
70
1yes
0
0.63
0
0
1.59
0.31
0
0
0.31
0
0
0.63
0
0
1.27
0.63
0.31
3.18
2.22
0
1.91
0
0.31
0.63
0
0
0
0.31
0
0
0
0
0
0
0
0
0
0
0
1.59
0
0
0
0
0
0
0
0
0
0.275
0
0.055
0.496
0
3.509
91
186
1yes
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.729
0
0.729
0
0
3.833
9
23
1yes
0.05
0.07
0.1
0
0.76
0.05
0.15
0.02
0.55
0
0.1
0.47
0.02
0
0
0
0.02
0.13
2.09
0.1
1.57
0
0.05
0
0
0
0
0
0
0
0
0
0
0
0
0.02
0.1
0
0
0
0
0
0
0
0
0
0
0
0.042
0.101
0.016
0.25
0.046
0.059
2.569
66
2,259
1yes
0
0
0
0
2.94
0
0
0
0
0
0
0
0
0
0
2.94
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.404
0.404
0
0.809
0
0
4.857
12
34
1yes
0
0
0
0
1.16
0
0
0
0
0
0
0.58
0
0
0
1.16
0
1.16
1.16
0
1.75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.133
0
0.667
0
0
1.131
5
69
1yes
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.44
0
0
0
0
0.196
0
0.392
0.196
0
5.466
22
82
1yes
0.05
0.07
0.1
0
0.76
0.05
0.15
0.02
0.55
0
0.1
0.47
0.02
0
0
0
0.02
0.13
2.09
0.1
1.57
0
0.05
0
0
0
0
0
0
0
0
0
0
0
0
0.02
0.1
0
0
0
0
0
0
0
0
0
0
0
0.042
0.101
0.016
0.25
0.046
0.059
2.565
66
2,258
1yes
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.44
0
0
0
0
0.196
0
0.392
0.196
0
5.466
22
82
1yes
0
0
0
0
0
0
1.66
0
0
0
0
0
0
0
0
0
0
0
3.33
0
0
0
0
3.33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.368
0
0
2.611
12
47
1yes
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.352
0
0.352
0
0
4
11
36
1yes
0
0
0
0
0.65
0
0.65
0
0
0
0.65
0.65
0
0
0
0.65
1.3
0
1.3
5.22
1.3
0
0
0.65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.459
0
0.091
0
0
2.687
66
129
1yes
1.17
0
0
0
0
0
0
0
0
0
0
1.17
0
0
0
0
1.17
0
3.52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.17
0
0
0
0
0
0
0.886
0
0
1.966
10
59
1yes
0
0
3.03
0
0
0
0
0
0
0
0
0
0
0
0
3.03
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.352
0
2.112
0
0
3.909
11
43
1yes
0
0
0
0
1.89
0.27
0
0
0
0
0
0.81
0
0
0
0.27
0
0
3.51
0
2.7
0
0
0.27
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.045
0
0
0.091
0
1.39
11
89
1yes
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.83
4.83
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.302
0
1.7
5
17
1yes
0
0.68
0
0
0
0
0
0
0
0.68
1.36
0
0
0
0
0
0
0
2.04
0
0.68
0
0
0
0.68
0
0
0.68
0
0
1.36
0
0
0
0.68
0
1.36
0
0
0
0
0
0
0
0
0
0
0
0
0
0.185
0
0
0
3.826
30
264
1yes
0
0
2.56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5.12
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.308
0
1.543
0
0
2.777
6
25
1yes
0
0
0
0
2.94
0
0
0
0
0
0
0
0
0
0
2.94
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.436
0.436
0
0.873
0
0
4.142
12
29
1yes
0
0
0.48
0
1.46
0
0.48
0
0
0
0
0.97
0
0
0
0.48
0.97
0
2.43
0
2.43
0
0.48
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.48
0
0
0
0
0.081
0
0.488
0.244
0
5.431
78
239
1yes
0
0.48
0.48
0
0.48
0
0
0
0
0
0
0.97
0
0
0
0.48
0
0.97
1.46
0
0.97
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.08
0
0.963
0
0
3.1
61
186
1yes
0
0.41
1.66
0
0.41
0
0
0
0
0
0
0.41
0
0
0
0.41
0
0.83
2.08
0
1.25
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.41
0
0
0
0
0.068
0
0.75
0
0
3.851
121
285
1yes
0.3
0
0
0
0.61
0.92
0
2.45
0
0
0
0.3
1.53
0
0
0
0
0.3
2.76
0
0.61
0
0.3
0.61
0
0
0
0
0
0
0
0
0
0
0
0
0.3
0
0
0
0
0
0
0
0
0
0
0
0
0.051
0
0.207
0.207
0
2.132
30
226
1yes
0
0
0
0
2.94
0
0
0
0
0
0
0
0
0
0
2.94
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.335
0.335
0
0.671
0
0
4
12
28
1yes
0
0
0
0
2.94
0
0
0
0
0
0
0
0
0
0
2.94
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.355
0.355
0
0.711
0
0
4
12
28
1yes
0
0
0.55
0
1.11
0
0.18
0
0
0
0
0.18
0.92
0
0.18
0
0.37
0.37
3.15
0
0.92
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.182
0
0.426
0
0
1.283
4
68
1yes
0
0
0
0
0.52
0
0.26
0.52
0
0.26
0.26
0.52
0
0
0
0.26
1.56
0.26
1.82
2.08
0.26
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.073
0
0.813
0.036
0.147
2.145
38
339
1yes
0.15
0.45
1.05
0
0.45
0
0
1.81
0.6
0.75
0
0.9
0.3
0
0.3
0
0
0
4.07
0
1.51
0
0
0.3
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.15
0
0
0
0
0.25
0
1.318
0.068
0
5.301
130
774
1yes
0.18
0
0.18
0
1.57
0.36
0.06
0.06
0.06
0.12
0.06
0.54
0.3
0.06
0
0
0.72
0.06
4.54
0.24
1.09
0
0.84
0.06
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.06
0
0.06
0
0
0
0.01
0.052
0
0.01
0.167
0
1.733
12
442
1yes
0.49
0
0.99
0
0
0.99
0
0
0
0.99
0.99
2.48
0.49
0
0
4.97
0.99
0
3.48
0
1.99
0
0.49
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.34
0
0.17
0
0
1.468
8
94
1yes
0.46
0.3
0.46
0
0.05
0.12
0.05
0.28
0.43
0.74
0.25
0.97
0.56
1.23
0
0.25
0.43
0.02
3.22
0
1.46
0
1.05
0.36
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.02
0
0
0
0
0.065
0
0.325
0.756
0.153
5.891
193
3,040
1yes
0.46
0.46
0.26
0
0
0.33
0.06
0.33
0
1.12
0.39
0.73
0.79
0
0.26
0.26
0
0.26
3.51
0
0.66
0
0.19
0.26
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.036
0.084
0
0.278
0.23
0.084
3.887
40
898
1yes
0
1.92
0
0
1.92
0
0
0
0
0
0
1.92
0
0
0
0
0
0
1.92
0
3.84
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.75
12
33
1yes
0.73
0.36
1.09
0
0
0.73
0.73
1.09
0.36
0.36
0
0.36
0
0
0
1.09
0.36
0.36
2.19
2.19
2.19
0
1.83
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.11
0
0.498
0.332
0
3.254
30
179
1yes
0.06
0.12
0.77
0
0.19
0.32
0.38
0
0.06
0
0
0.64
0.25
0
0.12
0
0
0.12
1.67
0.06
0.7
0
0.19
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.06
0
0
0
0
0.04
0.03
0
0.244
0.071
0
1.732
43
750
1yes
0
1.26
0
0
0
1.26
0
0
0
0
0
1.26
0
0
0
0
0
0
0
0
1.26
0
0
1.26
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.26
0
0
0
0
0.198
0
0.198
0.596
0
3.833
17
69
1yes
0.73
0.36
0.73
0
0
0.73
0.73
1.1
0.36
0.36
0
0.36
0
0
0
1.1
0.36
0.36
2.2
2.2
2.2
0
1.83
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.111
0
0.5
0.333
0
3.259
30
176
1yes
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.08
0
0
1.08
0
2.17
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.478
0
0
2
30
106
1yes
0
0
0
0
0
0
1.04
0
0
0
0
1.04
0
0
0
0
1.04
0
3.66
0
2.09
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.061
0.246
0
0.615
0.061
0.061
3.318
59
146
1yes
0
0
1.26
0
0
0
0
0
0
0
0
2.53
0
0
0
0
0
0
2.53
0
5.06
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.642
8
51
1yes
0
0.45
0.45
0
0.45
0
0
0
0
0
0
0.45
0
0
0
0.45
0
0.91
1.36
0
1.36
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.501
0
0
2.777
61
200
1yes
0
0.42
1.68
0
0.42
0
0
0
0
0
0
0.42
0
0
0
0.42
0
0.84
2.1
0
1.68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.42
0
0
0
0
0.066
0
0.669
0
0
3.837
121
284
1yes
0
0.59
0
0
0
0
0.59
0
0
0.59
0
0.59
0
0
0
0
0
1.18
1.77
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.257
0
0
0
0
8.586
66
249
1yes
0.23
0
0.47
0
0.23
0
0
0
0
0
0
0
0
0.23
0
0.23
0.23
0
7.1
0
1.89
0
0
0.23
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.71
0
0
0
0.043
0.043
0
0.175
0
0
1.294
11
66
1yes
0
0
0.46
0
1.39
0
0.93
0.93
0
0
0.46
0.93
0
0
0
1.39
0
0.46
0.93
0
0.46
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.46
0
0
0
0
0
0
0
0
0
0
0.069
0
0
0
0
0.069
1.442
8
75
1yes
0
0.34
0
0
0.68
0
0.68
0
0
0.34
0.34
0
0
0
0
0.34
0
1.36
3.42
0
2.73
0
0
0
0.34
0.34
0
0
0
0
0
0
0.34
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.048
0.048
0
1.411
15
96
1yes
0.12
0.24
0.12
0
1.32
0.36
0
0.36
0
0
0.36
0.72
0
0
0
0
0
0
4.1
0
3.01
0
0.12
0
0
0
0
0
0
0
0
0
0.12
0
0
0
0.12
0
0
0.12
0
0
0
0
0
0
0
0
0
0.059
0
0.019
0.019
0
1.714
34
180
1yes
0.66
0
0.66
0
0
0
0
0
0
0.66
0
0
0
0
0
1.98
1.32
0
1.32
0
1.32
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.205
0
0
3.184
34
121
1yes
0
0.48
0.48
0
1.46
0
0.48
0
0
0.97
0.48
0
0
0
0
0.48
0
0
0.97
0.48
1.95
0
0
0.48
0
0
0
0
0
0
0
0
0
0
0
0
1.46
0
0
0.48
0
0
0
0
0
0
0
0
0
0.073
0
0.589
0.294
0
4.85
47
194
1yes
0
0
0
0
0
0
1.47
0
0
1.47
0
1.47
0
0
0
0
0
0
5.88
0
1.47
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.5
0
0
1.214
3
17
1yes
0.3
0
0.61
0
0
0
0
0
0
0.92
0.3
0.92
0.3
0.3
0
2.15
0.61
0
5.53
0
1.23
0
0
0.3
0
0
0
0
0
0
0
0
0
0.3
0
0
0
0
0
0
0
0
0
0
0.3
0
0
0
0
0.1
0
1.053
0.351
0.25
3.884
66
303
1yes
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.96
0
0
0
0
0
0
0
0
0
0
0
0
0
1.96
0
0
0
0
0
0
0
0
0
0
0
0
0.201
0
0
0.1
0
4.548
59
141
1yes
0
0
0
0
1.26
0
2.53
1.26
1.26
1.26
1.26
1.26
0
0
0
0
5.06
0
2.53
1.26
3.79
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.537
0
0
72.5
287
290
1yes
0
0.53
0.53
0
0.53
0
0
0
0
0
0
0.53
0
0
0
0.53
0
1.06
1.6
0
1.06
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.087
0
0.877
0
0
3.4
61
187
1yes
0
0.44
0.89
0
0.44
0
0
0
0
0
0
0.44
0
0
0
0.44
0
0.89
2.24
0
1.34
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.44
0
0
0
0
0.073
0
0.807
0
0
3.849
121
281
1yes
0
0.46
0.46
0
0.46
0.46
0.46
0
0
0
0.46
0.46
0
0
0
0.92
0
0.92
2.76
0
1.38
0
0.46
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.46
0
0
0
0
0.46
0
0
0
0
0
0
0.298
0.223
0
2.156
13
110
1yes
0
0
0.48
0
1.44
0
0.48
0
0
0
0
0.96
0
0
0
0.48
0.96
0
2.41
0
2.41
0
0.48
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.48
0
0
0
0
0.081
0
0.486
0.243
0
5.13
78
236
1yes
0
0.94
0.94
0
0
0
0
0
0
0.94
0
0
0
0
0
2.83
0
0
0.94
0
0.94
0
1.88
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.366
0
0
26.5
245
318
1yes
0
0
1.77
0
0
0
0
0
0
0
0
0.59
0
0
0
0
0
0.59
4.14
0
1.18
0
0
0
0
0
0
0
0
0
0
0
0.59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.165
0
0.165
0.082
0
2.325
16
100
1yes
0.75
0.18
0.37
0
0.18
0.12
0
0.25
0.75
0.31
0.25
1.51
0.31
0.37
0
0.37
0.44
0.12
2.96
0.69
1.26
0
0.44
0.75
0
0
0
0
0
0
0
0
0
0
0
0
0.12
0
0
0.12
0
0
0.06
0
0
0
0
0
0
0.085
0.053
0.437
0.234
0.064
3.675
45
1,066
1yes
0
0.41
0.2
0
1.67
0.2
0.2
0
0
1.04
0.2
0
0.2
0
0
0.83
0.2
0
2.09
0
0.62
0
0.62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.41
0.62
0
0.2
0
0
0
0.132
0
0
1.65
15
175
1yes
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5.26
5.26
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.338
0
1.666
5
10
1yes
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5.55
0
1.11
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.431
0
0
4.071
29
114
1yes
0
0
0.23
0
0
0
0.23
0
0
0.95
0
0.47
0
0.23
0
0.23
0.95
0
2.38
0
1.9
0
0
0.47
0
0
0
0
0
0
0
0
0
0
0
0.23
0.23
0
0
0
0
0
0
0
0
0
0
0
0
0.123
0
0.197
0
0.024
5.038
280
519
1yes
0
0.72
0.72
0
0
0
0
1.45
0
0
0.72
0
0
0
0
2.91
0
0.72
1.45
0
0
0
0.72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.123
0
0.495
0
0
1.525
8
61
1yes
0
0
1.28
0
1.28
1.28
0
0
0
0
0
0
0
0
0
1.28
0
0
2.56
0
1.28
0
1.28
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.181
0
0.724
0
0
3.071
9
43
1yes
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.278
0
0.834
0
0
5.13
27
118
1yes
0
0.46
0.46
0
1.4
0
0.46
1.86
0
0.93
0.46
0
0
0
0
1.86
0
0
0.93
0.46
1.4
0
0
0.46
0
0
0
0
0
0
0
0
0
0
0
0
1.4
0
0
0.46
0
0
0
0
0
0
0
0
0
0.071
0
0.571
0.214
0
4.63
64
213
1yes
0
0
0.38
0
1.15
0.76
0
0
0
0
0
0.38
0.38
0
0
0.38
0
0.38
2.69
0
2.3
0
0
0.38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.122
0
0.061
0.061
0
1.775
20
158
1yes
0
0.79
0
0
0
0
0
0
0
0
0
0
0
0
0
0.79
1.58
1.58
3.96
0
1.58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.79
0
0
0
0
0.268
0
0.268
0
0
2.815
26
107
1yes
0.06
0.06
0.47
0
0.4
0
0
0
0.67
0.06
0
0.33
0.13
0
0
0.2
0
0
1.14
0.13
1.21
0
0
0.06
0
0
0
0
0.06
0
0
0
0
0
0
0
0
0
0
0
0
0.13
0
0
0.06
0
0
0
0.021
0.107
0
0.096
0.085
0.01
3.353
144
845
1yes
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.09
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.153
0
0
0
0
3.8
23
38
1yes
0
0.56
1.12
0
2.24
0
1.12
0
0
0
0
0.56
0.56
0
0
0.56
2.8
0
3.93
0
1.68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.25
0
1.083
0.333
0
4.974
140
194
1yes
0.47
0.31
0.47
0
0.05
0.13
0.05
0.26
0.44
0.76
0.26
0.97
0.58
1.26
0
0.26
0.44
0
3.25
0
1.5
0
1.05
0.34
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.02
0
0
0
0.004
0.066
0
0.322
0.764
0.159
6.1
193
3,038
1yes
0.59
0.44
0.29
0
0.14
0.03
0.03
0.14
0.56
0.67
0.29
0.67
0.59
1.23
0.03
0.22
0.44
0.07
3.43
0
1.53
0
0.59
0.63
0
0
0
0
0
0
0
0
0
0
0.03
0
0
0
0
0
0
0
0
0
0.07
0
0
0
0
0.075
0
0.613
0.532
0.137
7.3
763
2,453
1yes
0.59
0.44
0.29
0
0.14
0.03
0.03
0.14
0.56
0.67
0.29
0.67
0.59
1.23
0.03
0.22
0.44
0.07
3.43
0
1.53
0
0.59
0.63
0
0
0
0
0
0
0
0
0
0
0.03
0
0
0
0
0
0
0
0
0
0.07
0
0
0
0
0.075
0
0.612
0.531
0.137
7.3
763
2,453
1yes
0.46
0
0.46
0
0
0
0
0.46
0
0
0
1.38
0
0
2.31
0
0.46
0.46
2.77
0
2.31
0
1.38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.46
0
0
0
0
0
0
0
0
0
0.494
0
0.082
0.823
0
3.4
12
102
1yes
0
0
0.46
0
0
0
0.46
0
0
0
0.46
0
0
0
0
0
0
1.4
1.87
0
0
0.93
0.46
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.46
0
0
0
0
0
0
0
0
0
2.676
32
91
1yes
0
0.35
0.7
0
0.35
0
0
0
0
0
0
0.7
0
0
0
1.05
0
0.7
2.11
0
1.4
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.35
0
0
0
0
0.122
0
1.284
0
0
3.639
61
313
1yes
0
0.43
0.43
0
0.43
0
0
0
0
0
0
0.43
0
0
0
0.43
0
0.86
1.29
0
0.86
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.147
0
0.736
0
0
2.81
61
222
1yes
0
0
0
0
0
0.6
0
0
0
1.21
0
0
0
0
0
0.6
0
0
1.21
0
0
0
0.6
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.207
0.518
0.414
0.31
0
0
4.897
17
191
1yes
1.24
0.41
1.24
0
0
0
0
0
0
0
0
0.41
0
0
0
0.41
0
0.82
3.73
0
1.24
0
0
0.41
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.41
0
0
0
0
0.065
0
0.461
0.527
0
3.166
19
114
1yes
YAML Metadata Error: "configs[0]" must be of type object

Spambase

The Spambase dataset from the UCI ML repository. Is the given mail spam?

Configurations and tasks

Configuration Task Description
spambase Binary classification Is the mail spam?

Usage

from datasets import load_dataset

dataset = load_dataset("mstz/spambase")["train"]
Downloads last month
1
Edit dataset card