Datasets:
sayanroy058
/
Fetal_Health_Classification

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baseline value
float64
106
160
accelerations
float64
0
0.02
fetal_movement
float64
0
0.48
uterine_contractions
float64
0
0.02
light_decelerations
float64
0
0.02
severe_decelerations
float64
0
0
prolongued_decelerations
float64
0
0.01
abnormal_short_term_variability
float64
12
87
mean_value_of_short_term_variability
float64
0.2
7
percentage_of_time_with_abnormal_long_term_variability
float64
0
91
mean_value_of_long_term_variability
float64
0
50.7
histogram_width
float64
3
180
histogram_min
float64
50
159
histogram_max
float64
122
238
histogram_number_of_peaks
float64
0
18
histogram_number_of_zeroes
float64
0
10
histogram_mode
float64
60
187
histogram_mean
float64
73
182
histogram_median
float64
77
186
histogram_variance
float64
0
269
histogram_tendency
float64
-1
1
fetal_health
float64
1
3
125
0
0.001
0.008
0.008
0
0
62
1.7
0
1.3
69
71
140
8
0
130
117
125
30
1
1
125
0.001
0.001
0.008
0.007
0
0
62
1.6
0
4.8
82
71
153
5
0
130
118
125
30
0
1
125
0
0.001
0.007
0.007
0
0
61
1.8
0
5.1
73
74
147
4
0
130
117
125
26
1
1
125
0.006
0.002
0.009
0.004
0
0
59
2.1
0
7.8
90
74
164
8
1
131
122
126
27
0
1
125
0.005
0.002
0.006
0.006
0
0
60
1.9
0
6.7
90
74
164
6
1
130
121
124
26
0
1
125
0.005
0.002
0.006
0.009
0
0
60
1.3
0
7.5
96
68
164
6
1
110
120
120
34
0
1
125
0.004
0.001
0.006
0.009
0
0
61
1.2
0
6.9
96
68
164
5
1
110
118
119
30
0
1
125
0.002
0.002
0.009
0.009
0
0
63
1.2
0
0.8
100
64
164
8
1
114
114
117
15
0
1
125
0.001
0.001
0.008
0.01
0
0
63
1.1
0
4.1
100
64
164
5
2
116
114
117
13
0
1
125
0
0.001
0.008
0.011
0
0
65
1.1
0
5.5
76
64
140
5
1
116
111
115
9
1
1
125
0
0.001
0.008
0.009
0
0.001
65
1
0
5.2
76
64
140
4
1
116
111
115
10
0
1
125
0
0.001
0.009
0.008
0
0.001
64
1.1
0
5
82
64
146
5
2
116
110
115
10
0
1
125
0
0
0.009
0.006
0
0.001
65
1
0
5.6
82
64
146
6
2
116
110
115
9
0
1
125
0
0
0.008
0.007
0
0.001
65
1
0
5.8
82
64
146
7
2
117
111
116
9
0
1
125
0
0
0.009
0.006
0
0.001
65
1.1
0
7.3
82
64
146
5
1
116
111
116
9
0
1
125
0
0
0.009
0.007
0
0.001
65
1.3
0
6.5
82
64
146
5
1
116
111
116
8
0
1
125
0
0
0.01
0.005
0
0.001
65
1.2
0
6.3
70
76
146
3
0
116
111
114
8
0
1
125
0
0
0.006
0.006
0
0.001
65
1.3
0
3
77
78
155
4
0
110
111
113
8
0
1
125
0
0
0.008
0.007
0
0.001
64
1.3
0
2.6
77
78
155
4
0
114
111
114
7
0
1
125
0
0
0.008
0.007
0
0.001
64
1.4
0
2.7
77
78
155
4
0
107
111
113
11
0
1
125
0
0
0.007
0.008
0
0
64
1.4
0
2.4
90
65
155
6
0
111
111
114
8
0
1
125
0
0
0.007
0.011
0
0
64
1.3
0
1.9
90
65
155
5
0
111
111
113
7
0
1
125
0
0
0.008
0.011
0
0
65
1.3
0
1.7
90
65
155
5
0
111
111
113
7
0
1
129
0
0.002
0.005
0.013
0
0
58
4.3
0
0
158
72
230
10
1
111
88
126
33
-1
1
129
0
0.002
0.005
0.013
0
0
58
3.9
0
0
158
72
230
10
1
113
90
124
28
-1
1
129
0
0
0.006
0.01
0
0.001
65
2.6
0
0
101
50
151
9
2
105
91
113
13
0
3
129
0
0.001
0.006
0.009
0
0.001
65
2.8
0
0
101
50
151
7
2
105
88
112
13
0
3
129
0
0.001
0.006
0.008
0
0.002
65
2.8
0
0
101
50
151
7
2
105
86
112
13
0
3
129
0
0.001
0.005
0.008
0
0.002
65
2.9
0
0
101
50
151
6
2
105
84
111
12
0
3
129
0
0.001
0.007
0.007
0
0.002
65
3.1
0
0
180
50
230
10
1
105
83
112
14
-1
3
129
0
0.001
0.006
0.006
0
0.003
66
2.9
0
0
94
50
144
8
0
105
85
109
11
0
3
129
0
0.001
0.006
0.005
0
0.003
66
2.8
0
0
94
50
144
6
0
105
85
110
11
0
3
129
0
0.001
0.006
0.006
0
0.002
66
3.2
0
0
96
50
146
8
0
105
82
108
10
0
3
129
0
0.001
0.007
0.006
0
0.002
67
3.2
0
0
80
66
146
7
0
105
80
107
9
0
3
129
0
0.001
0.006
0.005
0
0.002
67
3.3
0
0
129
63
192
7
0
105
80
107
14
-1
3
128
0
0.001
0.008
0.005
0
0.002
66
2.9
0
0
129
63
192
6
1
103
84
110
20
-1
3
128
0
0.002
0.007
0.005
0
0.002
65
2.6
0
0
129
63
192
6
0
103
92
114
28
0
3
128
0
0.002
0.007
0.005
0
0.002
66
2.7
0
0
129
63
192
4
0
105
89
112
21
0
3
128
0
0.002
0.007
0.006
0
0.002
65
2.5
0
0
129
63
192
6
0
104
94
115
28
0
3
128
0
0.003
0.007
0.006
0
0.002
65
2.5
0
0
129
63
192
5
0
114
97
116
25
0
3
128
0
0.004
0.008
0.008
0
0
64
2
0
0
100
71
171
4
2
122
112
123
20
0
1
128
0
0.007
0.007
0.007
0
0
64
2.2
0
0
84
87
171
5
1
129
118
125
13
0
1
128
0
0.007
0.007
0.007
0
0
65
2
0
1.1
84
87
171
3
1
129
119
127
13
0
1
128
0
0.005
0.008
0.009
0
0
63
2.4
0
1.1
107
64
171
6
0
129
114
127
18
0
1
128
0
0.006
0.009
0.009
0
0
63
2.5
0
1.2
107
64
171
4
1
129
115
128
17
0
1
128
0
0.006
0.009
0.01
0
0
63
2.7
0
1.3
96
64
160
6
1
129
111
128
21
0
1
128
0
0.007
0.008
0.009
0
0
63
3
0
1.5
96
64
160
5
2
127
109
128
24
0
1
128
0
0.008
0.007
0.01
0
0
63
2.8
0
1.4
96
64
160
3
0
127
114
129
16
0
1
128
0
0
0.008
0.01
0
0
63
4.2
0
0
90
66
156
5
0
69
73
118
128
0
3
125
0.005
0.015
0.007
0
0
0
66
4.1
5
0.3
23
123
146
0
0
133
126
134
1
0
1
128
0
0.002
0.002
0
0
0
70
1.9
16
4.1
20
119
139
2
0
130
127
131
1
0
1
127
0.003
0.017
0.005
0
0
0
66
4.2
5
0.3
23
123
146
0
0
133
126
134
0
0
1
127
0.003
0.003
0.007
0
0
0
65
1.2
44
3
26
120
146
2
0
126
126
128
1
-1
1
127
0.003
0.003
0.007
0
0
0
65
1.2
46
3
26
120
146
2
0
126
126
128
1
-1
1
127
0
0
0.005
0
0
0
65
0.7
55
3.5
13
120
133
1
0
126
126
127
0
0
1
127
0
0.001
0.005
0
0
0
62
0.7
58
4.1
20
120
140
1
0
126
125
126
0
-1
1
127
0
0.001
0.005
0
0
0
63
0.7
59
4
20
120
140
2
0
126
125
127
0
-1
1
127
0
0.001
0.006
0
0
0
62
0.7
64
4.1
20
120
140
1
0
124
125
126
1
-1
1
127
0
0.001
0.006
0
0
0
60
0.7
60
4.1
20
120
140
2
0
122
124
125
1
-1
1
127
0
0.001
0.006
0
0
0
60
0.6
61
4.2
20
120
140
2
0
123
124
125
0
-1
1
127
0
0
0.006
0
0
0
62
0.5
73
4
12
119
131
1
0
123
124
125
0
0
1
127
0
0
0.005
0
0
0
63
0.5
71
4
12
119
131
1
0
123
123
124
0
0
1
127
0
0
0.006
0
0
0
65
0.4
67
4.3
12
119
131
1
0
123
124
125
0
0
1
127
0
0
0.006
0
0
0
70
0.4
63
4.1
18
119
137
2
0
123
125
126
1
0
1
127
0
0.001
0.006
0
0
0
71
0.9
52
3.8
18
119
137
2
0
129
125
128
1
0
1
127
0
0.001
0.005
0
0
0
66
0.8
58
4.1
19
120
139
1
0
123
125
127
1
-1
1
130
0.009
0.003
0.008
0
0
0
65
1.7
0
1.3
45
112
157
4
0
136
135
138
3
0
1
130
0.009
0
0.004
0
0
0
67
1.1
0
1
45
112
157
5
0
137
136
138
2
0
1
130
0.009
0.001
0.002
0
0
0
66
1.2
0
1
45
112
157
6
0
137
136
138
2
0
1
130
0.008
0.001
0
0
0
0
67
0.9
0
1.2
45
112
157
4
0
137
137
139
3
0
1
130
0.007
0.001
0
0
0
0
67
0.9
0
2.8
46
112
158
4
0
137
138
139
4
0
1
130
0.007
0.001
0.005
0
0
0
69
0.7
5
4.2
46
112
158
4
0
139
139
140
3
0
1
130
0.007
0.001
0.001
0
0
0
70
0.7
6
4.4
31
127
158
1
0
139
140
141
3
0
1
130
0.007
0.001
0.001
0
0
0
71
0.7
5
3.8
31
127
158
1
0
139
139
140
3
0
1
130
0.008
0.001
0.005
0
0
0
70
0.7
6
4.3
31
127
158
1
0
139
140
141
3
0
1
130
0.007
0.001
0.001
0
0
0
71
0.7
10
4
31
127
158
1
0
139
140
141
3
0
1
130
0.005
0.001
0.001
0
0
0
72
0.9
9
4.8
31
127
158
1
0
139
139
141
3
0
1
130
0.005
0.001
0.001
0
0
0
72
0.9
8
4.4
31
127
158
2
0
139
139
140
3
0
1
130
0.005
0
0.001
0
0
0
73
0.6
9
5
32
126
158
2
0
139
140
141
3
0
1
130
0.004
0
0.001
0
0
0
75
0.6
10
5.4
32
126
158
3
0
139
139
140
3
0
1
130
0.003
0.002
0.001
0
0
0
74
1.3
8
5
32
126
158
3
0
139
137
140
3
0
1
130
0
0.008
0.005
0
0
0
73
2.9
0
2.2
27
124
151
2
0
132
127
133
1
-1
1
130
0
0.009
0.006
0
0
0
72
2.6
5
1.5
27
124
151
1
0
130
127
131
1
-1
1
130
0
0.009
0.008
0
0
0
73
2.1
12
1.4
27
124
151
2
0
128
127
130
1
-1
1
128
0.001
0.006
0.006
0
0
0
76
1.7
25
1.9
22
124
146
2
0
128
127
130
1
-1
1
128
0.001
0.003
0.006
0
0
0
78
1.2
35
2.4
27
124
151
2
0
128
127
130
1
-1
1
133
0
0.003
0.006
0
0
0
74
1.3
28
3.9
31
119
150
7
0
136
134
137
1
0
2
133
0
0.001
0.006
0
0
0
78
0.3
73
3.5
22
132
154
2
0
136
136
138
0
-1
1
133
0
0.001
0.006
0
0
0
79
0.5
70
3.1
10
131
141
1
0
136
135
137
0
0
1
133
0
0.001
0.005
0
0
0
78
0.8
59
2.6
13
131
144
1
0
136
134
136
0
-1
1
133
0
0.001
0.005
0
0
0
78
0.8
44
3.6
14
130
144
1
0
136
134
137
0
0
1
133
0
0.001
0.005
0
0
0
77
0.9
34
4.4
17
130
147
1
0
136
135
137
0
0
1
133
0
0.001
0.004
0
0
0
76
0.8
29
5.3
17
130
147
1
0
136
135
137
0
0
1
133
0
0.001
0.003
0
0
0
77
0.8
16
5.8
17
130
147
1
0
135
135
137
1
0
1
133
0
0.001
0.004
0
0
0
76
0.6
12
6.8
17
130
147
0
0
136
136
138
1
0
1
133
0
0
0.004
0
0
0
75
0.4
13
7.2
26
129
155
1
0
136
137
139
1
0
1
133
0
0
0.007
0
0
0
75
0.4
15
6.7
26
129
155
2
0
136
137
139
1
0
1
133
0
0
0.005
0
0
0
75
0.6
20
4.7
26
129
155
2
0
136
136
138
0
-1
1
133
0
0.004
0.006
0
0
0
73
1.6
14
3.2
32
123
155
3
0
136
133
137
1
0
1
133
0
0.009
0.005
0
0
0
72
2.1
11
2.5
60
91
151
10
0
136
132
136
1
1
1