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
122
0
0
0.004
0
0
0
22
1.8
0
15.7
34
106
140
2
1
126
125
127
2
0
1
122
0.004
0
0.003
0
0
0
21
1.7
0
14.9
55
104
159
1
1
126
127
128
6
0
1
122
0.002
0
0
0
0
0
23
1.6
0
16.2
33
109
142
2
1
126
127
128
3
0
1
122
0.007
0
0.003
0
0
0
19
2.3
0
12.1
53
104
157
2
1
125
127
128
8
0
1
122
0
0
0.003
0
0
0
21
2.2
0
17.4
39
104
143
4
2
129
126
128
4
0
1
122
0.003
0
0.002
0.001
0
0
19
2
0
17.7
46
102
148
3
0
125
124
126
6
0
1
122
0
0
0.003
0
0
0
21
2.2
0
17.1
34
104
138
3
2
129
126
128
3
1
1
122
0.002
0
0
0.002
0
0
17
2
0
18.8
46
102
148
2
0
119
123
123
8
0
1
122
0.002
0
0
0
0
0
18
1.9
0
19.4
40
108
148
3
0
119
125
125
9
0
1
122
0.003
0
0.004
0
0
0
21
2
0
12.6
49
107
156
3
0
126
125
126
5
0
1
122
0.005
0
0
0
0
0
20
2.1
0
9.8
55
101
156
4
1
127
126
127
7
0
1
122
0
0
0
0.001
0
0
20
1.8
0
13.8
39
103
142
1
0
120
119
121
3
0
1
122
0
0
0
0
0
0
19
1.9
0
15.1
39
103
142
1
0
120
120
122
3
0
1
122
0
0
0
0
0
0
19
1.9
0
15.1
39
103
142
1
0
120
120
122
3
0
1
122
0
0
0
0
0
0
19
1.9
0
15.1
39
103
142
1
0
120
120
122
3
0
1
122
0
0
0
0
0
0
19
1.9
0
15.1
39
103
142
1
0
120
120
122
3
0
1
122
0
0
0.001
0.001
0
0
25
1.4
3
9.3
31
105
136
1
0
126
122
124
5
0
1
122
0
0
0.001
0
0
0
26
1.3
4
9.8
30
106
136
1
0
126
122
125
3
0
1
122
0.001
0
0.006
0.001
0
0
21
1.7
0
14.3
37
105
142
1
0
125
123
125
3
0
1
122
0.001
0
0.006
0
0
0
22
1.7
0
13.9
37
105
142
0
0
125
124
126
3
0
1
122
0
0
0.001
0.001
0
0
23
1.5
3
9.5
33
103
136
0
0
125
120
122
5
0
1
122
0
0
0.001
0
0
0
25
1.3
4
9.5
30
106
136
1
0
125
122
124
3
0
1
122
0.001
0
0.005
0.001
0
0
21
1.7
0
14
37
105
142
1
0
125
123
125
3
0
1
122
0.002
0
0.002
0
0
0
20
1.8
0
15
37
105
142
0
0
125
123
125
4
0
1
122
0.004
0
0.005
0
0
0
25
1.4
0
8
44
104
148
4
0
126
125
127
3
0
1
122
0.004
0
0.002
0
0
0
25
1.5
0
8.3
44
104
148
5
0
126
125
126
4
0
1
122
0.002
0
0.003
0
0
0
27
1.3
0
8.1
39
104
143
3
0
126
124
126
2
0
1
122
0
0
0
0
0
0
29
1.2
0
8.5
26
107
133
1
0
126
124
126
1
1
1
122
0.006
0
0.004
0.001
0
0
22
1.8
0
11.5
52
96
148
1
0
131
128
130
7
0
1
122
0.006
0
0.005
0
0
0
22
1.7
0
13.5
45
103
148
1
0
131
129
131
4
0
1
122
0.005
0
0.004
0.005
0
0
20
2.6
0
17.7
98
60
158
6
0
131
121
126
31
0
1
122
0.003
0
0.008
0.008
0
0
18
3
0
16.2
98
60
158
7
0
127
120
124
28
0
1
122
0.002
0
0.009
0.009
0
0
16
3.5
0
23.1
98
60
158
5
0
107
115
115
34
0
1
122
0
0
0.011
0.011
0
0
13
3.8
0
23.6
98
60
158
6
1
127
113
115
41
0
1
122
0.002
0
0.007
0.007
0
0
16
3.4
0
19.8
96
62
158
6
0
125
120
124
25
0
1
122
0.003
0
0.011
0.008
0
0
17
3.4
0
18.4
96
62
158
9
0
125
122
126
26
0
1
122
0
0
0.006
0.002
0
0
27
1.1
0
10.7
35
101
136
1
0
125
122
124
3
0
1
122
0
0
0.006
0.004
0
0
30
1.1
0
7.6
39
93
132
2
0
126
122
125
4
1
1
122
0
0
0.004
0.001
0
0
27
1.2
0
10.1
43
93
136
2
0
125
122
124
3
1
1
122
0
0
0.004
0
0
0
25
1.2
0
11
31
105
136
0
0
125
122
124
2
0
1
122
0
0
0.005
0.003
0
0
27
1.2
0
10.3
40
92
132
3
2
120
120
123
4
1
1
122
0
0
0.005
0.005
0
0
26
1.3
0
9.8
47
85
132
3
2
126
119
123
10
1
1
122
0.004
0
0.005
0.004
0
0
22
1.7
0
7.4
69
74
143
3
0
133
122
127
26
1
1
122
0.004
0
0.006
0.006
0
0
21
1.7
0
6.7
69
74
143
4
0
133
121
126
32
1
1
122
0
0
0.005
0.003
0
0
24
1.5
0
10.6
73
77
150
1
2
124
119
123
12
0
1
122
0
0
0.007
0.007
0
0
21
1.9
0
5.6
73
77
150
3
2
127
115
117
30
0
1
122
0
0
0.007
0.008
0
0
21
1.7
0
8
55
81
136
2
1
126
115
118
22
1
1
122
0
0
0.006
0.009
0
0
18
1.9
0
8.8
44
91
135
4
0
126
117
121
19
1
1
122
0
0
0
0.006
0
0
21
1.9
0
9.5
57
82
139
4
0
133
119
124
38
1
1
122
0.007
0
0
0.002
0
0
26
1.4
0
5.6
61
85
146
5
0
140
129
134
28
1
1
122
0.008
0
0
0.002
0
0
24
1.6
0
8.4
78
79
157
3
0
136
127
131
21
1
1
122
0.009
0
0
0
0
0
25
1.5
0
10.9
72
85
157
6
2
136
129
133
14
1
1
122
0.003
0
0
0.009
0
0
18
2.4
0
4.9
74
69
143
1
1
131
117
120
40
1
1
122
0.001
0
0.003
0.012
0
0
16
2.7
0
5.5
96
56
152
1
2
112
113
116
21
0
1
122
0
0
0.003
0.014
0
0
13
3
0
0.4
96
56
152
3
2
109
110
112
20
0
1
122
0
0
0.002
0.015
0
0
13
3
0
0.7
83
69
152
3
0
110
110
113
16
0
1
122
0.007
0
0
0.003
0
0
23
1.7
0
9.7
78
79
157
6
0
131
125
130
18
0
1
122
0.01
0
0
0.002
0
0
25
1.6
0
9.1
72
85
157
6
2
136
129
133
15
1
1
127
0.009
0
0.007
0.002
0
0.001
22
1.7
0
0
129
52
181
8
0
140
136
142
63
1
1
127
0.01
0
0.008
0.002
0
0
22
1.6
0
0
90
91
181
4
1
140
144
146
25
0
1
127
0.011
0
0.01
0.001
0
0
24
1.5
0
1.7
67
109
176
3
0
155
148
152
19
0
1
127
0.01
0
0.009
0.001
0
0
24
1.5
0
0
72
109
181
4
0
153
150
154
16
0
1
131
0.006
0
0.009
0
0
0
27
1.4
0
19.2
70
110
180
2
0
155
155
156
14
0
1
131
0.011
0
0.011
0
0
0
23
1.7
0
6.9
84
110
194
6
0
160
158
161
23
0
1
131
0.011
0
0.015
0
0
0
26
1.5
0
3
61
109
170
2
1
155
151
154
11
1
1
126
0.009
0
0.005
0
0
0
24
1.5
0
9.4
33
122
155
1
1
136
137
138
3
0
1
126
0.009
0
0.008
0
0
0
23
1.5
0
10.3
33
122
155
2
0
136
137
139
3
0
1
126
0
0
0.004
0
0
0
35
1
5
7.8
21
121
142
1
0
136
133
135
2
0
1
126
0
0
0.003
0
0
0
36
0.9
4
7.3
21
121
142
1
0
136
133
135
1
1
1
126
0.002
0
0.009
0
0
0
26
1.3
0
9
51
114
165
1
0
129
132
131
10
-1
1
126
0
0
0.01
0
0
0
21
1.5
0
10.4
23
114
137
1
0
129
128
130
1
0
1
126
0
0
0.004
0
0
0
34
1
4
8.3
24
118
142
2
0
136
132
134
2
0
1
126
0.004
0
0.003
0
0
0
28
1.2
0
10.3
43
118
161
3
1
131
134
133
9
-1
1
126
0
0
0.005
0
0
0
23
1.4
0
12.2
42
101
143
3
0
126
128
129
2
0
1
126
0.003
0
0.004
0
0
0
25
1.3
0
11.9
56
101
157
2
0
126
131
130
9
0
1
126
0.004
0
0.006
0
0
0
29
1.3
0
9.2
65
103
168
2
0
127
134
133
18
0
1
126
0
0
0.005
0
0
0
28
1.3
0
10.8
34
107
141
1
0
127
128
128
3
0
1
126
0.006
0
0.005
0
0
0
27
1.3
0
5.6
58
103
161
2
0
133
135
135
10
0
1
126
0.006
0
0.006
0
0
0
25
1.4
0
6.3
48
107
155
2
0
133
135
135
9
0
1
126
0.006
0
0.01
0
0
0
27
1.3
0
6.3
43
113
156
3
0
129
134
134
10
0
1
126
0.007
0
0.007
0
0
0
30
1.2
0
4.3
49
107
156
3
0
127
134
134
11
0
1
126
0.007
0
0.007
0
0
0
30
1.2
0
4.2
49
107
156
3
0
127
134
134
11
0
1
126
0.005
0
0.01
0
0
0
29
1.2
0
4.8
36
108
144
3
0
127
131
131
4
0
1
120
0
0
0.009
0
0
0
49
0.9
4
15.2
39
95
134
5
0
122
120
122
3
1
1
120
0
0
0.012
0
0
0
51
0.7
4
11.4
26
103
129
1
0
122
119
121
2
1
1
120
0
0
0.012
0
0
0
53
0.7
2
10.4
20
107
127
2
0
122
119
121
2
1
1
120
0.001
0
0.008
0.001
0
0
47
1
2
9.8
67
73
140
9
0
116
121
121
9
1
1
120
0
0
0.007
0
0
0
49
0.8
2
10.5
32
104
136
4
0
116
120
121
4
0
1
120
0
0
0.007
0
0
0
50
0.8
2
10.2
29
104
133
2
0
116
119
120
3
0
1
133
0.002
0
0.006
0
0
0
50
0.9
1
10.8
46
115
161
2
1
135
136
137
3
0
1
133
0.002
0
0.006
0
0
0
49
1
1
11.4
60
101
161
4
1
135
136
137
4
0
1
133
0.003
0
0.007
0
0
0
52
0.7
1
9.2
67
94
161
4
0
136
137
138
2
0
1
133
0.002
0
0.007
0
0
0
52
0.7
2
8.6
38
113
151
1
1
136
136
137
1
0
1
133
0.004
0
0.005
0
0
0
41
1.1
9
13
82
86
168
4
1
139
143
144
9
1
1
133
0.003
0
0.005
0
0
0
38
1.1
0
12.5
58
113
171
5
1
150
147
149
5
0
1
138
0.012
0
0.005
0
0
0
37
1.2
0
4.1
48
120
168
0
1
146
147
148
4
0
1
138
0.008
0
0.005
0
0
0
37
1.2
0
5.2
52
116
168
2
0
146
146
147
4
0
1
133
0.001
0
0.006
0
0
0
50
0.8
5
11.3
57
94
151
3
0
136
136
137
1
1
1
133
0
0
0.006
0
0
0
53
0.7
2
9.8
34
113
147
4
1
136
136
138
1
1
1
143
0.005
0
0.005
0
0
0
44
1.1
5
12.2
45
128
173
4
0
147
148
149
4
0
1