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
146
0
0
0.005
0
0
0
69
0.3
55
4.6
11
145
156
0
0
152
150
152
0
0
2
146
0
0
0.005
0.001
0
0
65
0.4
41
7
28
134
162
4
0
152
150
152
1
0
2
146
0
0
0.006
0
0
0
65
0.4
33
7.4
30
134
164
1
0
150
149
151
1
0
2
146
0
0
0.005
0.008
0
0
27
1.9
15
6.4
81
86
167
5
0
151
140
145
31
1
1
146
0.001
0
0.005
0.005
0
0
28
1.7
9
12.3
80
86
166
3
0
151
142
146
22
1
1
146
0
0
0.001
0
0
0
50
0.6
31
9.1
43
120
163
3
0
160
155
157
5
1
1
146
0
0
0.001
0
0
0
53
0.5
32
8.2
27
136
163
2
1
160
156
158
2
1
1
146
0
0
0.001
0
0
0
53
0.5
32
8.2
27
136
163
2
1
160
156
158
2
1
2
146
0.001
0
0.003
0.002
0
0
42
1
35
7.5
88
84
172
2
1
157
151
156
17
1
1
146
0
0
0.002
0
0
0
61
0.4
53
6.8
45
118
163
5
0
157
154
157
2
1
2
146
0
0
0.002
0.001
0
0
53
0.7
44
8.1
70
93
163
4
1
157
152
156
8
1
2
146
0.003
0
0.003
0.003
0
0
37
1.3
31
7.2
79
93
172
2
2
162
152
156
23
1
1
146
0.003
0
0.004
0.002
0
0
38
1.2
33
6.9
78
94
172
2
3
162
154
158
19
1
1
146
0.004
0
0.004
0.004
0
0
31
1.5
22
6.5
88
84
172
1
1
162
150
156
36
1
1
146
0.003
0
0.003
0.003
0
0
28
1.6
0
6.4
93
80
173
4
0
148
148
151
28
1
1
146
0
0
0.004
0.004
0
0
28
1.4
15
6.7
83
80
163
4
0
148
145
151
24
1
1
146
0.002
0
0.004
0.004
0
0
28
1.4
16
6.7
85
80
165
5
0
148
146
151
25
1
1
152
0
0
0.002
0
0
0
60
0.4
57
8
36
128
164
2
0
160
157
160
2
1
2
152
0
0
0.002
0
0
0
59
0.5
50
9.1
36
128
164
2
0
160
157
160
2
1
1
152
0
0
0.003
0
0
0
61
0.4
64
6.1
34
129
163
3
1
160
157
160
1
1
2
152
0
0
0.002
0
0
0
60
0.4
59
7.1
34
129
163
3
1
160
157
160
1
1
2
152
0
0
0.004
0
0
0
62
0.4
67
3.9
10
152
162
1
0
160
158
160
0
1
2
152
0
0
0.005
0
0
0
60
0.4
62
4
13
150
163
1
0
160
158
160
0
1
2
152
0
0
0.003
0
0
0
61
0.4
71
5.8
30
134
164
4
0
160
158
160
1
1
3
152
0
0
0.002
0
0
0
61
0.4
74
6.7
41
123
164
4
0
160
158
160
1
1
3
152
0
0
0.005
0
0
0
62
0.4
59
5.6
25
136
161
0
0
159
156
158
1
1
2
152
0
0
0.005
0.001
0
0
58
0.5
48
7.1
53
110
163
4
3
159
154
157
4
1
1
152
0
0
0.005
0.002
0
0
55
0.6
45
6.7
64
99
163
4
3
159
154
158
5
1
1
152
0
0
0.004
0
0
0
59
0.5
62
9.5
38
126
164
3
1
160
157
159
2
1
2
152
0
0
0.004
0.001
0
0
58
0.5
59
7.5
54
110
164
3
2
159
155
158
4
1
1
152
0
0
0.004
0.001
0
0
57
0.6
50
6.8
53
110
163
4
3
159
154
158
5
1
1
152
0
0
0.002
0.002
0
0
61
0.5
61
3.4
61
99
160
4
3
159
155
158
4
1
2
152
0
0
0.007
0.002
0
0
56
0.6
39
6.8
61
99
160
3
2
157
153
156
5
1
1
152
0
0
0.005
0
0
0
57
0.5
43
8.7
41
123
164
4
0
160
158
161
1
1
1
128
0.007
0
0.003
0.005
0
0
23
2.4
0
4.6
101
70
171
7
1
155
140
144
46
1
1
128
0.006
0
0.002
0.01
0
0
16
3.3
0
3.7
114
57
171
6
1
136
130
136
26
1
1
128
0.004
0
0.002
0.007
0
0
20
2.6
0
13.2
92
79
171
2
1
151
137
142
39
1
1
128
0.008
0
0.003
0.005
0
0
26
2.2
0
5.7
95
79
174
2
1
157
142
146
43
1
1
138
0
0
0.005
0
0
0
45
0.7
56
6.5
39
113
152
3
0
141
139
141
1
1
1
138
0
0
0.005
0
0
0
45
0.7
62
6.7
39
113
152
3
0
141
139
141
1
1
2
138
0
0
0.004
0
0
0
46
0.7
53
7.8
39
113
152
4
0
141
138
141
2
1
1
138
0
0
0.003
0
0
0
42
0.8
44
7.8
39
113
152
3
0
141
139
142
1
1
1
138
0
0
0.004
0
0
0
42
0.7
48
7.2
39
113
152
2
0
141
139
142
1
1
1
138
0
0
0.003
0
0
0
44
0.6
61
5.1
19
130
149
1
0
141
140
142
0
0
2
138
0
0
0.003
0
0
0
43
0.6
54
5.4
19
130
149
1
0
141
140
142
0
0
1
138
0.001
0
0.003
0
0
0
39
0.8
12
10.5
49
105
154
5
0
141
141
142
1
1
1
138
0.001
0
0.004
0
0
0
39
0.8
9
10.9
49
105
154
5
0
142
141
143
1
1
1
138
0.001
0
0.003
0
0
0
40
0.8
7
10.8
49
105
154
5
0
142
141
143
1
1
1
138
0.002
0
0.004
0
0
0
41
0.8
8
10.3
51
105
156
4
0
142
142
143
2
1
1
138
0.002
0
0.004
0
0
0
41
0.8
8
10.3
51
105
156
4
0
142
142
143
2
1
1
138
0.001
0
0.004
0
0
0
43
0.7
9
8.3
25
131
156
0
0
142
142
144
1
0
1
138
0.002
0
0.005
0
0
0
45
0.7
13
6.5
25
131
156
0
0
147
145
146
2
0
1
138
0
0
0.004
0
0
0
39
0.8
10
9.1
23
131
154
2
0
142
141
143
1
0
1
138
0
0
0.001
0
0
0
41
0.7
37
7.8
25
129
154
2
0
140
140
141
1
0
1
138
0
0
0.002
0
0
0
44
0.7
58
5
16
129
145
1
0
141
140
142
0
1
1
142
0
0
0.004
0
0
0
45
0.7
21
8.9
25
132
157
1
0
145
144
146
1
0
1
142
0
0
0.004
0
0
0
43
0.8
3
9.6
25
132
157
1
0
145
144
146
1
0
1
142
0
0
0.004
0
0
0
44
0.8
1
11.1
32
126
158
1
0
145
146
147
2
0
1
142
0
0
0.005
0
0
0
41
0.8
0
12.6
32
126
158
0
0
151
146
148
5
1
1
142
0
0
0.004
0
0
0
41
0.9
0
11.7
35
123
158
0
0
151
146
149
7
1
1
142
0.001
0
0.004
0
0
0
39
0.9
0
12
32
127
159
1
0
151
147
149
4
1
1
142
0.003
0
0.004
0
0
0
46
0.7
27
5.9
26
133
159
1
0
150
148
150
1
0
1
142
0.003
0
0.004
0
0
0
36
1
13
12
95
71
166
5
0
145
145
146
2
1
1
142
0.001
0
0.005
0
0
0
44
0.7
40
7.1
28
130
158
3
0
147
146
148
0
0
1
142
0.002
0
0.003
0
0
0
45
0.7
16
8.4
24
135
159
0
0
150
149
150
1
0
1
142
0.002
0
0.003
0
0
0
38
0.9
0
11.4
32
127
159
1
0
151
146
149
5
0
1
142
0
0
0.004
0
0
0
49
0.6
30
7.1
17
140
157
1
0
150
148
150
0
0
1
142
0.001
0
0.006
0
0
0
43
0.7
37
7.2
28
130
158
3
0
147
146
148
0
0
1
142
0.002
0
0.007
0
0
0
44
0.7
42
7.3
39
119
158
4
0
147
146
148
1
1
1
136
0.007
0
0.005
0
0
0
42
0.7
20
4
38
120
158
2
0
141
143
144
3
0
1
136
0.008
0
0.007
0
0
0
42
0.7
20
4.3
38
120
158
2
1
141
143
144
3
0
1
136
0.005
0
0.004
0
0
0
42
0.7
18
4.5
38
120
158
2
0
141
142
143
2
0
1
136
0.004
0
0.005
0
0
0
42
0.7
22
4.5
37
120
157
3
0
141
141
142
1
0
1
136
0.003
0
0.005
0
0
0
44
0.7
18
4.1
24
133
157
1
0
140
141
142
1
0
1
136
0.002
0
0.005
0
0
0
44
0.7
14
7.1
27
126
153
2
0
142
140
142
1
0
1
135
0.002
0
0.005
0
0
0
42
0.8
7
8.5
34
119
153
3
0
142
140
142
1
0
1
135
0.001
0
0.006
0
0
0
41
0.8
6
9.5
34
119
153
3
0
142
140
142
2
0
1
136
0.002
0
0.005
0
0
0
40
0.8
7
10.3
35
119
154
2
0
138
139
140
2
0
1
136
0.002
0
0.006
0
0
0
39
0.9
8
11.2
47
107
154
1
0
138
139
139
2
0
1
136
0.001
0
0.005
0
0
0
37
0.9
0
12.1
36
118
154
2
0
138
139
141
2
0
1
136
0.001
0
0.004
0
0
0
37
0.9
0
11.7
47
107
154
2
0
138
139
140
2
1
1
136
0
0
0.007
0
0
0
39
0.9
0
12.6
41
110
151
3
0
139
139
140
1
1
1
136
0.001
0
0.005
0
0
0
36
0.9
2
10.4
29
124
153
2
0
139
139
140
1
0
1
136
0.001
0
0.005
0
0
0
37
0.9
12
8.8
33
124
157
3
0
139
139
140
1
0
1
136
0.001
0
0.004
0
0
0
39
0.8
28
6.6
33
124
157
4
0
141
139
141
1
0
1
136
0
0
0.002
0
0
0
44
0.7
47
5.3
12
135
147
1
0
141
140
142
0
0
1
136
0.002
0
0.006
0
0
0
45
0.6
48
4.3
19
135
154
2
0
141
141
142
0
-1
1
136
0
0
0.005
0
0
0
51
0.5
25
6.2
15
135
150
1
0
144
143
144
0
0
1
136
0
0
0.004
0
0
0
52
0.5
28
6.1
14
136
150
1
0
144
143
145
0
0
1
136
0.001
0
0.003
0
0
0
46
0.6
43
4.7
18
136
154
1
0
141
141
142
0
-1
1
136
0.001
0
0.005
0
0
0
47
0.6
38
5.3
18
136
154
1
0
141
141
142
0
-1
1
136
0
0
0.004
0
0
0
51
0.6
28
6.2
12
136
148
1
0
144
142
144
0
0
1
136
0.002
0
0.004
0
0
0
43
0.7
39
5.2
23
131
154
3
0
141
140
142
0
0
1
144
0
0
0.006
0
0
0
38
0.8
6
8.7
27
134
161
1
0
148
147
149
1
0
1
144
0
0
0.007
0
0
0
36
0.8
2
10.4
27
134
161
0
0
147
147
148
1
0
1
144
0
0
0.006
0
0
0
37
0.9
3
11.5
27
134
161
0
0
148
148
149
1
0
1
144
0.001
0
0.006
0
0
0
35
0.9
2
10.8
36
125
161
0
0
150
148
150
2
1
1
144
0
0
0.006
0
0
0
32
1
0
13.2
38
122
160
1
0
150
147
149
2
1
1
144
0.001
0
0.005
0
0
0
30
1.1
0
13.5
43
122
165
0
0
148
147
149
3
0
1
144
0.004
0
0.006
0
0
0
32
1.2
0
12.6
58
117
175
4
0
148
150
150
8
0
1