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age
int8
7
75
is_female
bool
2 classes
height
float64
119
182
weight
float64
21
176
qrs_duration
float64
55
188
p_r_interval
float64
0
294
q_t_interval
float64
241
509
t_interval
float64
123
327
p_interval
float64
0
143
qrs
float64
-172
155
t
float64
-174
179
p
float64
-61
176
qrst
float64
-135
166
j
float64
-179
178
heart_rate
float64
55
122
average_witdth_of_wave_q_on_DI
float64
0
36
average_witdth_of_wave_r_on_DI
float64
16
156
average_witdth_of_wave_s_on_DI
float64
0
80
average_witdth_of_wave_rprime_on_DI
float64
0
12
average_witdth_of_wave_sprime_on_DI
float64
0
0
number_of_deflections_on_DI
float64
12
100
type_of_ragged_r_wave_on_DI
float64
0
0
type_of_diphasic_derivation_of_r_wave_on_DI
float64
0
1
type_of_ragged_p_wave_on_DI
float64
0
0
type_of_diphasic_derivation_of_p_wave_on_DI
float64
0
0
type_of_ragged_t_wave_on_DI
float64
0
1
type_of_diphasic_derivation_of_t_wave_on_DI
float64
0
1
average_witdth_of_wave_q_on_DII
float64
0
40
average_witdth_of_wave_r_on_DII
float64
16
132
average_witdth_of_wave_s_on_DII
float64
0
92
average_witdth_of_wave_rprime_on_DII
float64
0
12
average_witdth_of_wave_sprime_on_DII
float64
0
0
number_of_deflections_on_DII
float64
8
64
type_of_ragged_r_wave_on_DII
float64
0
1
type_of_diphasic_derivation_of_r_wave_on_DII
float64
0
1
type_of_ragged_p_wave_on_DII
float64
0
1
type_of_diphasic_derivation_of_p_wave_on_DII
float64
0
1
type_of_ragged_t_wave_on_DII
float64
0
0
type_of_diphasic_derivation_of_t_wave_on_DII
float64
0
1
average_witdth_of_wave_q_on_DIII
float64
0
84
average_witdth_of_wave_r_on_DIII
float64
0
116
average_witdth_of_wave_s_on_DIII
float64
0
132
average_witdth_of_wave_rprime_on_DIII
float64
0
52
average_witdth_of_wave_sprime_on_DIII
float64
0
0
number_of_deflections_on_DIII
float64
0
84
type_of_ragged_r_wave_on_DIII
float64
0
1
type_of_diphasic_derivation_of_r_wave_on_DIII
float64
0
1
type_of_ragged_p_wave_on_DIII
float64
0
0
type_of_diphasic_derivation_of_p_wave_on_DIII
float64
0
1
type_of_ragged_t_wave_on_DIII
float64
0
1
type_of_diphasic_derivation_of_t_wave_on_DIII
float64
0
0
average_witdth_of_wave_q_on_AVR
float64
0
136
average_witdth_of_wave_r_on_AVR
float64
0
76
average_witdth_of_wave_s_on_AVR
float64
0
76
average_witdth_of_wave_rprime_on_AVR
float64
0
64
average_witdth_of_wave_sprime_on_AVR
float64
0
0
number_of_deflections_on_AVR
float64
0
92
type_of_ragged_r_wave_on_AVR
float64
0
0
type_of_diphasic_derivation_of_r_wave_on_AVR
float64
0
1
type_of_ragged_p_wave_on_AVR
float64
0
1
type_of_diphasic_derivation_of_p_wave_on_AVR
float64
0
0
type_of_ragged_t_wave_on_AVR
float64
0
1
type_of_diphasic_derivation_of_t_wave_on_AVR
float64
0
1
average_witdth_of_wave_q_on_AVL
float64
0
64
average_witdth_of_wave_r_on_AVL
float64
0
148
average_witdth_of_wave_s_on_AVL
float64
0
92
average_witdth_of_wave_rprime_on_AVL
float64
0
32
average_witdth_of_wave_sprime_on_AVL
float64
0
0
number_of_deflections_on_AVL
float64
0
96
type_of_ragged_r_wave_on_AVL
float64
0
0
type_of_diphasic_derivation_of_r_wave_on_AVL
float64
0
1
type_of_ragged_p_wave_on_AVL
float64
0
0
type_of_diphasic_derivation_of_p_wave_on_AVL
float64
0
0
type_of_ragged_t_wave_on_AVL
float64
0
1
type_of_diphasic_derivation_of_t_wave_on_AVL
float64
0
0
average_witdth_of_wave_q_on_AVF
float64
0
88
average_witdth_of_wave_r_on_AVF
float64
0
128
average_witdth_of_wave_s_on_AVF
float64
0
120
average_witdth_of_wave_rprime_on_AVF
float64
0
44
average_witdth_of_wave_sprime_on_AVF
float64
0
44
number_of_deflections_on_AVF
float64
0
80
type_of_ragged_r_wave_on_AVF
float64
0
1
type_of_diphasic_derivation_of_r_wave_on_AVF
float64
0
1
type_of_ragged_p_wave_on_AVF
float64
0
0
type_of_diphasic_derivation_of_p_wave_on_AVF
float64
0
0
type_of_ragged_t_wave_on_AVF
float64
0
0
type_of_diphasic_derivation_of_t_wave_on_AVF
float64
0
1
average_witdth_of_wave_q_on_V1
float64
0
140
average_witdth_of_wave_r_on_V1
float64
0
216
average_witdth_of_wave_s_on_V1
float64
0
116
average_witdth_of_wave_rprime_on_V1
float64
0
76
average_witdth_of_wave_sprime_on_V1
float64
0
28
number_of_deflections_on_V1
float64
0
116
type_of_ragged_r_wave_on_V1
float64
0
1
type_of_diphasic_derivation_of_r_wave_on_V1
float64
0
1
type_of_ragged_p_wave_on_V1
float64
0
1
type_of_diphasic_derivation_of_p_wave_on_V1
float64
0
1
type_of_ragged_t_wave_on_V1
float64
0
1
type_of_diphasic_derivation_of_t_wave_on_V1
float64
0
1
average_witdth_of_wave_q_on_V2
float64
0
132
average_witdth_of_wave_r_on_V2
float64
0
216
average_witdth_of_wave_s_on_V2
float64
0
108
average_witdth_of_wave_rprime_on_V2
float64
0
72
average_witdth_of_wave_sprime_on_V2
float64
0
0
number_of_deflections_on_V2
float64
0
96
type_of_ragged_r_wave_on_V2
float64
0
1
type_of_diphasic_derivation_of_r_wave_on_V2
float64
0
1
type_of_ragged_p_wave_on_V2
float64
0
1
type_of_diphasic_derivation_of_p_wave_on_V2
float64
0
1
type_of_ragged_t_wave_on_V2
float64
0
1
type_of_diphasic_derivation_of_t_wave_on_V2
float64
0
1
average_witdth_of_wave_q_on_V3
float64
0
80
average_witdth_of_wave_r_on_V3
float64
0
132
average_witdth_of_wave_s_on_V3
float64
0
112
average_witdth_of_wave_rprime_on_V3
float64
0
76
average_witdth_of_wave_sprime_on_V3
float64
0
24
number_of_deflections_on_V3
float64
0
88
type_of_ragged_r_wave_on_V3
float64
0
1
type_of_diphasic_derivation_of_r_wave_on_V3
float64
0
1
type_of_ragged_p_wave_on_V3
float64
0
1
type_of_diphasic_derivation_of_p_wave_on_V3
float64
0
0
type_of_ragged_t_wave_on_V3
float64
0
1
type_of_diphasic_derivation_of_t_wave_on_V3
float64
0
0
average_witdth_of_wave_q_on_V4
float64
0
24
average_witdth_of_wave_r_on_V4
float64
16
88
average_witdth_of_wave_s_on_V4
float64
0
124
average_witdth_of_wave_rprime_on_V4
float64
0
24
average_witdth_of_wave_sprime_on_V4
float64
0
16
number_of_deflections_on_V4
float64
8
48
type_of_ragged_r_wave_on_V4
float64
0
1
type_of_diphasic_derivation_of_r_wave_on_V4
float64
0
1
type_of_ragged_p_wave_on_V4
float64
0
0
type_of_diphasic_derivation_of_p_wave_on_V4
float64
0
0
type_of_ragged_t_wave_on_V4
float64
0
1
type_of_diphasic_derivation_of_t_wave_on_V4
float64
0
1
average_witdth_of_wave_q_on_V5
float64
0
80
average_witdth_of_wave_r_on_V5
float64
0
136
average_witdth_of_wave_s_on_V5
float64
0
96
average_witdth_of_wave_rprime_on_V5
float64
0
60
average_witdth_of_wave_sprime_on_V5
float64
0
0
number_of_deflections_on_V5
float64
0
132
type_of_ragged_r_wave_on_V5
float64
0
0
type_of_diphasic_derivation_of_r_wave_on_V5
float64
0
1
type_of_ragged_p_wave_on_V5
float64
0
0
type_of_diphasic_derivation_of_p_wave_on_V5
float64
0
0
type_of_ragged_t_wave_on_V5
float64
0
0
type_of_diphasic_derivation_of_t_wave_on_V5
float64
0
0
average_witdth_of_wave_q_on_V6
float64
0
40
average_witdth_of_wave_r_on_V6
float64
12
148
average_witdth_of_wave_s_on_V6
float64
0
72
average_witdth_of_wave_rprime_on_V6
float64
0
0
average_witdth_of_wave_sprime_on_V6
float64
0
0
number_of_deflections_on_V6
float64
16
104
type_of_ragged_r_wave_on_V6
float64
0
0
type_of_diphasic_derivation_of_r_wave_on_V6
float64
0
0
type_of_ragged_p_wave_on_V6
float64
0
1
type_of_diphasic_derivation_of_p_wave_on_V6
float64
0
0
type_of_ragged_t_wave_on_V6
float64
0
0
type_of_diphasic_derivation_of_t_wave_on_V6
float64
0
1
amplitude_of_jj_wave_on_DI
float64
-9
1.4
amplitude_of_q_wave_on_DI
float64
-2.3
0
amplitude_of_r_wave_on_DI
float64
1.3
19.9
amplitude_of_s_wave_on_DI
float64
-13.8
0
amplitude_of_rprime_wave_on_DI
float64
0
0.4
amplitude_of_sprime_wave_on_DI
float64
0
0
amplitude_of_p_wave_on_DI
float64
-1.5
1.7
amplitude_of_t_wave_on_DI
float64
-8.7
3.2
qrsa_on_DI
float64
-33.3
155
qrsta_on_DI
float64
-38.8
65.7
amplitude_of_jj_wave_on_DII
float64
-3.9
1.9
amplitude_of_q_wave_on_DII
float64
-2.9
0
amplitude_of_r_wave_on_DII
float64
0.4
19.2
amplitude_of_s_wave_on_DII
float64
-16.5
0
amplitude_of_rprime_wave_on_DII
float64
0
0.4
amplitude_of_sprime_wave_on_DII
float64
0
0
amplitude_of_p_wave_on_DII
float64
-1.5
3.4
amplitude_of_t_wave_on_DII
float64
-4.4
7.2
qrsa_on_DII
float64
-43
64.3
qrsta_on_DII
float64
-38.5
76.3
amplitude_of_jj_wave_on_DIII
float64
-1.7
5.1
amplitude_of_q_wave_on_DIII
float64
-12.1
0
amplitude_of_r_wave_on_DIII
float64
0
20.4
amplitude_of_s_wave_on_DIII
float64
-16.3
0
amplitude_of_rprime_wave_on_DIII
float64
0
4.6
amplitude_of_sprime_wave_on_DIII
float64
0
0
amplitude_of_p_wave_on_DIII
float64
-2.8
2.1
amplitude_of_t_wave_on_DIII
float64
-7
7.1
qrsa_on_DIII
float64
-74
52.2
qrsta_on_DIII
float64
-58.6
53
amplitude_of_jj_wave_on_AVR
float64
-1.9
6.4
amplitude_of_q_wave_on_AVR
float64
-14.2
0
amplitude_of_r_wave_on_AVR
float64
0
11.8
amplitude_of_s_wave_on_AVR
float64
-12.8
0
amplitude_of_rprime_wave_on_AVR
float64
0
2.7
amplitude_of_sprime_wave_on_AVR
float64
0
0
amplitude_of_p_wave_on_AVR
float64
-2.3
1.3
amplitude_of_t_wave_on_AVR
float64
-3.7
6.4
qrsa_on_AVR
float64
-96.5
26.3
qrsta_on_AVR
float64
-54.6
10.7
amplitude_of_jj_wave_on_AVL
float64
-7.1
1.3
amplitude_of_q_wave_on_AVL
float64
-3.3
0
amplitude_of_r_wave_on_AVL
float64
0
15.6
amplitude_of_s_wave_on_AVL
float64
-13.2
0
amplitude_of_rprime_wave_on_AVL
float64
0
1.5
amplitude_of_sprime_wave_on_AVL
float64
0
0
amplitude_of_p_wave_on_AVL
float64
-1.4
2
amplitude_of_t_wave_on_AVL
float64
-6.7
5.1
qrsa_on_AVL
float64
-29.4
115
qrsta_on_AVL
float64
-18.7
44.3
amplitude_of_jj_wave_on_AVF
float64
-1.7
2.5
amplitude_of_q_wave_on_AVF
float64
-6.8
0
amplitude_of_r_wave_on_AVF
float64
0
17.5
amplitude_of_s_wave_on_AVF
float64
-15.4
0
amplitude_of_rprime_wave_on_AVF
float64
0
3.9
amplitude_of_sprime_wave_on_AVF
float64
-4.5
0
amplitude_of_p_wave_on_AVF
float64
-2.1
2.7
amplitude_of_t_wave_on_AVF
float64
-5.5
7
qrsa_on_AVF
float64
-44
64.2
qrsta_on_AVF
float64
-49.4
62.7
amplitude_of_jj_wave_on_V1
float64
-4.5
16.6
amplitude_of_q_wave_on_V1
float64
-19.1
0
amplitude_of_r_wave_on_V1
float64
0
26
amplitude_of_s_wave_on_V1
float64
-37.8
0
amplitude_of_rprime_wave_on_V1
float64
0
12.6
amplitude_of_sprime_wave_on_V1
float64
-2.9
0
amplitude_of_p_wave_on_V1
float64
-3.5
1.8
amplitude_of_t_wave_on_V1
float64
-4.7
16.7
qrsa_on_V1
float64
-216
269
qrsta_on_V1
float64
-107.2
247
amplitude_of_jj_wave_on_V2
float64
-4.1
10
amplitude_of_q_wave_on_V2
float64
-29.6
0
amplitude_of_r_wave_on_V2
float64
0
28.5
amplitude_of_s_wave_on_V2
float64
-39.2
0
amplitude_of_rprime_wave_on_V2
float64
0
7.4
amplitude_of_sprime_wave_on_V2
float64
0
0
amplitude_of_p_wave_on_V2
float64
-2.3
3.3
amplitude_of_t_wave_on_V2
float64
-7
13.2
qrsa_on_V2
float64
-195.3
134
qrsta_on_V2
float64
-85.5
124
amplitude_of_jj_wave_on_V3
float64
-2.8
15.1
amplitude_of_q_wave_on_V3
float64
-10.5
0
amplitude_of_r_wave_on_V3
float64
0
26.9
amplitude_of_s_wave_on_V3
float64
-47.1
0
amplitude_of_rprime_wave_on_V3
float64
0
4
amplitude_of_sprime_wave_on_V3
float64
-0.5
0
amplitude_of_p_wave_on_V3
float64
-3.1
2.5
amplitude_of_t_wave_on_V3
float64
-8.2
18.8
qrsa_on_V3
float64
-242.4
165
qrsta_on_V3
float64
-146.2
136
amplitude_of_jj_wave_on_V4
float64
-2.9
9.7
amplitude_of_q_wave_on_V4
float64
-1.1
0
amplitude_of_r_wave_on_V4
float64
0.5
36.4
amplitude_of_s_wave_on_V4
float64
-36.7
0
amplitude_of_rprime_wave_on_V4
float64
0
0.5
amplitude_of_sprime_wave_on_V4
float64
-0.4
0
amplitude_of_p_wave_on_V4
float64
-0.7
2.8
amplitude_of_t_wave_on_V4
float64
-8.2
15.6
qrsa_on_V4
float64
-124.8
69.8
qrsta_on_V4
float64
-161.4
105
amplitude_of_jj_wave_on_V5
float64
-4.8
3.4
amplitude_of_q_wave_on_V5
float64
-14.2
0
amplitude_of_r_wave_on_V5
float64
0
29.5
amplitude_of_s_wave_on_V5
float64
-30.8
0
amplitude_of_rprime_wave_on_V5
float64
0
5.8
amplitude_of_sprime_wave_on_V5
float64
0
0
amplitude_of_p_wave_on_V5
float64
-0.7
2.8
amplitude_of_t_wave_on_V5
float64
-5
7.2
qrsa_on_V5
float64
-56.8
82.1
qrsta_on_V5
float64
-63.6
83.6
amplitude_of_jj_wave_on_V6
float64
-5.6
2.7
amplitude_of_q_wave_on_V6
float64
-3.5
0
amplitude_of_r_wave_on_V6
float64
1
23.6
amplitude_of_s_wave_on_V6
float64
-28.6
0
amplitude_of_rprime_wave_on_V6
float64
0
0
amplitude_of_sprime_wave_on_V6
float64
0
0
amplitude_of_p_wave_on_V6
float64
-0.8
2.4
amplitude_of_t_wave_on_V6
float64
-6
5.5
qrsa_on_V6
float64
-44.2
88.8
qrsta_on_V6
float64
-33.2
116
type_of_arhythmia
class label
11 classes
54
false
172
95
138
163
386
185
102
96
34
70
66
23
75
0
40
80
0
0
24
0
0
0
0
0
0
20
56
52
0
0
40
0
0
0
0
0
0
28
116
0
0
0
52
0
0
0
0
0
0
52
64
0
0
0
88
0
0
0
0
0
0
0
36
92
0
0
24
0
0
0
0
0
0
0
128
0
0
0
24
0
1
0
0
0
0
0
24
36
76
0
100
0
0
0
0
0
0
0
40
28
60
0
96
0
0
0
0
0
0
0
48
20
56
24
32
0
0
0
0
0
0
0
44
88
0
0
28
0
0
0
0
0
0
0
44
76
0
0
28
0
0
0
0
0
0
0
44
72
0
0
24
0
0
0
0
0
0
1
0
4.5
-2.8
0
0
0.3
2.5
-2.2
19.8
0.8
-0.4
6.4
-1.3
0
0
0.7
2.7
14.2
37.9
-0.2
-0.6
4.4
0
0
0
0.5
0.2
24.7
26.2
-1
-5.3
1.8
0
0
0
-0.5
-2.5
-8
-28.5
0.5
0
1.7
-2.7
0
0
-0.2
1
-9.4
-1.2
0.4
0
4.9
0
0
0
0.6
1.4
31.3
42.7
-0.8
0
0.7
-3.8
6.5
0
0.3
-3.3
18.7
-13.6
-0.9
0
2.2
-4.1
7.4
0
0.5
-2.4
20.9
-2.6
0
0
5.8
-4.1
4
-0.5
0.4
0.3
20.4
23.3
0.7
0
10
-5.7
0
0
0.5
2.2
-3
20.7
1.3
0
11.1
-3.4
0
0
0.4
3.4
11.5
48.2
0.9
0
9.5
-2.4
0
0
0.3
3.4
12.3
49
9arhythmia_of_type_8
44
false
168
56
84
118
354
160
63
61
69
78
66
84
64
0
40
0
0
0
20
0
0
0
0
0
0
0
44
12
0
0
28
0
0
0
0
0
0
0
36
8
0
0
20
0
0
0
0
0
0
40
12
0
0
0
44
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
36
12
0
0
20
0
0
0
0
0
0
0
20
56
0
0
12
0
0
0
0
0
0
0
24
48
0
0
12
0
0
0
0
0
0
0
28
44
0
0
16
0
0
0
0
0
0
0
44
32
0
0
32
0
0
0
0
0
0
0
44
28
0
0
28
0
0
0
0
0
0
0
40
24
0
0
24
0
0
0
0
0
0
0.1
0
2.3
0
0
0
0.4
1
4.6
11.6
1.2
0
5.4
-0.7
0
0
1.8
2.8
11.4
31
1.1
0
3
-0.4
0
0
1.4
1.8
5.3
17.9
-0.7
-3.9
0.5
0
0
0
-1.1
-1.9
-7.5
-20.4
-0.5
0
0
0
0
0
-0.6
-0.5
0
-3.4
1.1
0
4.2
-0.5
0
0
1.6
2.3
7.2
22.8
0.5
0
0.9
-5.5
0
0
-0.7
1
-14.5
-5.3
0.7
0
1.2
-6.4
0
0
-0.5
2.6
-13.9
10
1.5
0
2.4
-10.3
0
0
0.3
6.8
-19.3
43.2
0.8
0
7.9
-7.3
0
0
0.9
6.5
5.7
62.9
0.1
0
9.3
-3.8
0
0
0.8
3.8
15.1
48.5
0.1
0
7
-1.3
0
0
0.6
2.1
12.5
30.9
0no_arhythmia
51
true
160
83
96
147
400
301
82
-37
172
-5
-67
160
71
0
60
0
0
0
40
0
0
0
0
0
0
0
40
56
0
0
24
0
0
0
0
0
0
84
0
0
0
0
0
0
0
0
0
0
0
48
48
0
0
0
56
0
0
0
0
0
0
0
64
0
0
0
40
0
0
0
0
0
0
88
0
0
0
0
0
1
0
0
0
0
0
0
20
52
0
0
8
0
0
0
0
0
0
0
36
48
0
0
20
0
0
0
0
0
0
0
44
52
0
0
28
0
0
0
0
1
0
0
44
68
0
0
28
0
0
0
0
0
0
0
44
68
0
0
28
0
0
0
0
0
0
0
44
64
0
0
28
0
0
0
0
0
0
-1.7
0
12.7
0
0
0
0.3
-1.7
38.1
12.3
-0.3
0
4.5
-4.7
0
0
0.1
-0.8
-4.1
-16.2
1.3
-10.6
0
0
0
0
-0.7
1.1
-44.5
-27.8
0.9
-8
3
0
0
0
-0.5
1.2
-12
6.7
-1.4
0
11.2
0
0
0
0.4
-1.4
35.8
14
0.4
-5.5
0
0
0
0
0.3
0.5
-24.2
-16.4
1.1
0
0.6
-13.2
0
0
-0.5
1.8
-33.7
-5.7
0.4
0
0.9
-8.8
0
0
0.2
1.3
-19.5
-0.3
-1.7
0
4.1
-6.6
0
0
0.2
-1.6
-8.1
-33
-0.7
0
7.3
-7.4
0
0
0.2
-1.3
-9.1
-20.8
-0.6
0
6.8
-6
0
0
0.4
-1.2
-5.5
-16.3
-0.7
0
7.3
-3.9
0
0
0.5
-1.1
3.6
-6.3
1arhythmia_of_type_0
38
true
160
63
79
0
376
165
0
34
14
55
26
-93
70
0
76
0
0
0
28
0
0
0
0
0
0
0
52
28
0
0
32
0
0
0
0
0
0
0
44
36
0
0
32
0
0
0
0
0
0
52
0
0
0
0
0
0
0
0
0
0
0
0
64
0
0
0
32
0
0
0
0
0
0
0
48
32
0
0
32
0
0
0
0
0
0
0
28
56
0
0
20
0
0
0
0
0
0
0
28
52
0
0
20
0
0
0
0
0
0
0
36
48
0
0
20
0
0
0
0
0
0
0
48
40
0
0
36
0
0
0
0
0
0
0
48
36
0
0
32
0
0
0
0
0
0
0
52
0
0
0
28
0
0
0
0
0
0
0
0
6.1
0
0
0
0.6
1.6
23.1
35.5
-1
0
9.9
-2
0
0
0.5
1.4
22.9
30.7
-1
0
3.8
-3.4
0
0
0.3
-0.8
2.2
-2.4
0.3
-7.9
0
0
0
0
-0.3
-1.5
-20.5
-29.8
0.1
0
2.6
0
0
0
-0.1
1
8.3
15.1
-0.4
0
6.6
-2.2
0
0
0.3
0.6
12.3
14.9
1.1
0
2
-15.7
0
0
0
-0.5
-41.1
-46.4
1.8
0
3.1
-16.6
0
0
0
4.1
-38.8
4.6
0.9
0
2.6
-8.7
0
0
0
6.2
-16.2
49.5
-0.4
0
11.1
-5.2
0
0
-0.1
2.5
16.2
35.7
-0.1
0
11.2
-1.9
0
0
-0.1
2
23.4
38.2
-0.4
0
10.1
0
0
0
0
1.5
26.2
37
0no_arhythmia
37
false
182
90
101
294
356
164
143
33
19
34
26
154
69
0
48
0
0
0
24
0
0
0
0
0
0
0
64
0
0
0
28
0
0
0
0
0
0
28
36
0
0
0
40
0
0
0
0
0
0
52
0
0
0
0
0
0
0
0
0
0
0
0
40
0
0
0
24
0
0
0
0
0
0
0
64
0
0
0
28
0
0
0
0
0
0
0
28
76
0
0
20
0
0
0
0
0
0
0
40
60
0
0
28
0
0
0
0
0
0
0
48
56
0
0
32
0
0
0
0
0
0
0
44
56
0
0
28
0
0
0
0
0
0
0
48
52
0
0
28
0
0
0
0
0
0
0
64
0
0
0
24
0
0
0
0
0
0
-1
0
7.1
0
0
0
0.8
2.4
17
36.2
-0.1
0
5.7
0
0
0
0.6
2.1
18.2
33.3
0.8
-1.5
1.9
0
0
0
0.2
-0.7
1.3
-2.9
0.5
-6.4
0
0
0
0
-0.5
-2.3
-16.6
-33.6
-1.2
0
3.7
0
0
0
0.5
1.3
7.4
17
0.4
0
2.7
0
0
0
0.2
1
8.6
15
0.6
0
1.1
-8.3
0
0
0.7
0.9
-30
-20.7
0.9
0
4.6
-11.8
0
0
-0.1
5.9
-26.2
35.1
0.1
0
13.5
-9.9
0
0
-0.3
6.1
4.7
68.1
0
0
13.7
-4.7
0
0
0.4
3.9
17
52.1
0
0
10.4
-1.2
0
0
0.3
2.9
21.8
47.9
-0.1
0
6.9
0
0
0
0.2
1.9
22
38.3
12unknown_arhythmia
75
true
159
59
163
147
431
242
97
56
-136
75
63
-144
72
0
140
0
0
0
100
0
1
0
0
0
0
0
116
0
0
0
60
0
0
0
0
0
0
0
92
72
0
0
52
0
0
0
0
0
0
128
0
0
0
0
0
0
0
0
0
0
0
64
64
0
0
0
84
0
0
0
0
0
0
0
96
64
0
0
52
0
0
0
0
0
0
140
0
0
0
0
0
0
0
0
0
0
0
132
0
0
0
0
0
1
0
1
0
0
0
0
20
104
0
0
12
0
0
1
0
0
0
0
56
92
0
0
40
0
0
0
0
0
0
0
92
20
60
0
132
0
0
0
0
0
0
0
148
0
0
0
104
0
0
0
0
0
0
-1.5
0
3.6
0
0
0
0.3
-1.1
25.2
15.3
-1.7
0
6.3
0
0
0
1
-1.5
36.5
23
-0.2
0
6.4
-3.9
0
0
0.7
-0.4
15.4
11.8
1.9
-2.9
0
0
0
0
-0.6
1.2
-18.5
-8
-0.7
-3.3
3.5
0
0
0
-0.3
-0.3
0.7
-1.9
-1.1
0
6.1
-2.7
0
0
0.8
-0.8
20.6
13.6
4
-10.5
0
0
0
0
-1.9
4.5
-73.5
-17.7
8.4
-29.6
0
0
0
0
-2.3
9.5
-195.3
-77.5
15.1
0
2.5
-47.1
0
0
-3.1
18.8
-242.4
-9.3
9.7
0
4.4
-28.4
0
0
0.4
15.6
-118.3
72
-0.5
0
4.2
-1.8
5.8
0
0.1
3.8
34.9
80.5
-4.5
0
12
0
0
0
0.1
-3.7
88.8
43.7
8arhythmia_of_type_7
19
false
165
50
96
151
373
147
102
68
175
72
82
-112
67
0
56
28
0
0
36
0
0
0
0
0
0
0
56
24
0
0
36
0
0
0
0
0
0
0
52
20
0
0
32
0
0
0
0
0
0
60
24
0
0
0
64
0
0
0
0
0
0
0
20
40
0
0
8
0
0
0
0
0
0
0
56
20
0
0
32
0
0
0
0
0
0
0
44
44
0
0
28
0
0
0
0
0
0
0
44
44
0
0
28
0
0
0
0
0
0
0
60
44
0
0
40
0
0
0
0
0
0
16
48
40
0
0
44
0
0
0
0
1
0
20
48
36
0
0
48
0
0
0
0
0
0
24
48
32
0
0
52
0
0
0
0
0
0
-0.5
0
6.8
-1.2
0
0
0.5
-1.7
17.4
6.2
-1.6
0
19.2
-2.6
0
0
1
-1.4
50.6
43.9
-1.1
0
12.7
-1.6
0
0
0.8
1.3
31.4
37.1
1.1
-12.8
1.9
0
0
0
-0.6
1.4
-36.2
-27
0.1
0
0.8
-3.7
0
0
-0.3
-1.4
-6.6
-14.4
-1.3
0
15.9
-2.1
0
0
0.9
0.7
42.4
47
1.8
0
6.9
-19.8
0
0
-0.7
6.2
-28.4
26.1
0.9
0
11.6
-23.1
0
0
-0.1
7.2
-25.3
38
-0.8
0
19.6
-19.1
0
0
-0.3
2.4
16.8
37.9
-2.9
-0.4
36.4
-8.6
0
0
0.2
-3.1
69.8
28.9
-1.6
-0.9
22.3
-3.4
0
0
0.1
-3
46.5
6.9
-1.2
-1
15.4
-2.1
0
0
0.3
-2.2
32.4
3.4
1arhythmia_of_type_0
68
false
161
70
170
192
419
264
116
62
-124
120
-135
-93
63
0
124
0
0
0
60
0
1
0
0
0
1
0
104
0
0
0
64
0
0
0
0
0
0
0
84
32
0
0
52
0
0
0
0
1
0
108
0
0
0
0
0
0
0
0
0
0
0
0
40
48
0
0
8
0
0
0
0
0
0
0
96
0
0
0
60
0
0
0
0
0
0
124
0
0
0
0
0
0
0
0
0
0
0
120
0
0
0
0
0
0
0
0
0
0
0
0
20
112
0
0
12
0
0
0
0
0
0
0
28
120
0
0
20
0
0
0
0
0
0
0
96
76
0
0
68
0
1
0
0
0
0
0
108
60
0
0
64
0
0
0
0
0
0
-0.2
0
1.7
0
0
0
-0.1
-1.3
10.5
-9.2
-1.6
0
5
0
0
0
0.2
-2.7
26
-15
-1.3
0
3.3
-1.8
0
0
0.1
-1.6
11
-13.3
0.8
-3.3
0
0
0
0
0
2
-17.8
8.6
1.1
0
0.4
-0.8
0
0
0
-0.5
-1.1
-6.8
-1.7
0
4.1
0
0
0
0
-1.5
19.6
-0.2
4.4
-14.1
0
0
0
0
-0.6
6.9
-87.4
7.8
5.6
-19.1
0
0
0
0
-0.8
10
-114.6
23.4
8.1
0
1.3
-30.6
0
0
-1.5
14.6
-170
31.4
3
0
1.4
-12
0
0
0
1.3
-70.1
-52.7
-1.6
0
11.6
-3.5
0
0
0
-3
42.3
5.1
-2
0
10.1
-2.6
0
0
0
-3.3
46.7
2.5
8arhythmia_of_type_7
73
true
158
72
137
164
393
244
105
14
142
18
49
177
80
0
120
0
0
0
60
0
0
0
0
0
0
0
116
0
0
0
40
0
0
0
0
0
0
0
32
72
0
0
20
0
0
0
0
0
0
116
0
0
0
0
0
0
0
0
0
0
0
0
120
0
0
0
92
0
0
0
0
0
0
0
80
56
0
0
36
0
0
0
0
0
0
108
0
0
0
0
0
0
0
0
0
1
0
0
24
92
0
0
12
0
0
0
0
0
0
0
32
84
0
0
16
0
0
0
0
0
0
0
84
60
0
0
20
0
1
0
0
0
0
0
120
0
0
0
72
0
0
0
0
0
0
0
120
0
0
0
72
0
0
0
0
0
0
-2.7
0
7.5
0
0
0
0.9
-1.8
45
23.1
-1.2
0
7.7
0
0
0
0.9
0.7
44.6
53.1
1.5
0
2.8
-5.6
0
0
-0.8
1.9
-15.7
7.4
1.9
-6.6
0
0
0
0
-1.2
1.5
-38.2
-20.2
-2.1
0
5.7
0
0
0
0.6
-1.7
34.2
13.8
0.1
0
5.2
-2.7
0
0
0.7
1.2
13.3
27.7
3
-11.9
0
0
0
0
-0.8
3.4
-64.2
-20
4
0
1.5
-14.2
0
0
0
4.7
-63.5
1.3
3
0
3.2
-10.7
0
0
0.2
4.6
-39.8
23.6
-0.1
0
2.7
-2.1
0
0
0.5
1
5
17
-1.4
0
5.9
0
0
0
1
-1.3
35.4
19.8
-2
0
7.5
0
0
0
1.2
-1.5
45
27
8arhythmia_of_type_7
62
true
165
70
72
169
328
135
85
-13
-9
30
-13
-89
103
0
48
16
0
0
28
0
0
0
0
0
0
0
36
36
0
0
20
0
0
0
0
0
0
76
0
0
0
0
0
0
0
0
0
0
0
44
32
0
0
0
52
0
0
0
0
0
0
0
48
28
0
0
28
0
0
0
0
0
0
0
20
48
0
0
8
0
0
0
0
0
0
0
28
52
0
0
20
0
0
0
0
0
0
0
40
44
0
0
24
0
0
0
0
0
0
0
40
40
0
0
24
0
0
0
0
0
0
0
40
44
0
0
24
0
0
0
0
0
0
0
40
44
0
0
24
0
0
0
0
0
0
0
40
40
0
0
20
0
0
0
0
0
0
0.1
0
8.9
-0.9
0
0
0.9
1
20.6
26.2
-0.7
0
4.6
-1.4
0
0
0.7
0.3
5.7
7
-1
-5.2
0
0
0
0
0.2
-0.9
-19.7
-25.6
0.5
-6
1.3
0
0
0
-0.8
-1
-11.2
-18.2
0
0
6
-0.9
0
0
0.8
1.1
13.2
22
-0.5
0
0.9
-1.4
0
0
0.6
0.2
-2.4
-0.8
0.1
0
0.9
-4.3
0
0
-0.4
0.2
-9.9
-8.7
-0.5
0
6.1
-5.7
0
0
-0.2
1.9
-0.3
12.2
-1
0
10.4
-6.5
0
0
-0.4
2.2
7.8
21
-0.8
0
9.3
-5.2
0
0
0.6
1.1
7.2
13.5
-0.5
0
6.9
-2.9
0
0
0.5
0.7
7.5
11.4
-0.2
0
4.2
-1.2
0
0
0.5
0.7
6
10.7
4arhythmia_of_type_3
36
true
160
70
78
118
241
152
68
26
-165
43
30
175
72
0
72
0
0
0
32
0
0
0
0
0
0
0
56
0
0
0
32
0
0
0
0
0
0
32
24
16
0
0
40
0
0
0
0
0
0
56
0
0
0
0
0
0
0
0
0
0
0
0
64
0
0
0
24
0
0
0
0
0
0
0
44
0
0
0
24
0
0
0
0
0
0
0
24
60
0
0
12
0
0
0
0
0
0
0
48
44
0
0
32
0
0
0
0
0
0
0
48
44
0
0
32
0
0
0
0
0
0
0
48
44
0
0
32
0
0
0
0
0
0
0
48
40
0
0
28
0
0
0
0
0
0
0
48
0
0
0
28
0
0
0
0
0
0
-1
0
10.1
0
0
0
1
-1
36.3
27.9
-0.4
0
10.9
0
0
0
1
-0.9
30.5
23
0.6
-1.9
2.2
-0.6
0
0
0.4
0.4
-0.8
1.5
0.8
-10.1
0
0
0
0
-1
0.8
-28.2
-21.4
-1
0
5.1
0
0
0
0.5
-0.7
16.3
10.3
0.1
0
6.4
0
0
0
0.7
-0.4
14
10.6
0.6
0
1.1
-6.2
0
0
0.4
-0.2
-17.3
-19.1
0.1
0
7.4
-8.8
0
0
0.3
1
-1.6
7.6
-0.5
0
14.8
-10.3
0
0
0.6
1.1
12.9
21.9
-1.1
0
15.2
-6.6
0
0
0.7
-0.7
21.9
16.1
-1
0
14.2
-3.4
0
0
0.6
-0.6
27.2
22.2
-0.9
0
11.8
0
0
0
0.5
-0.5
28.3
24.1
0no_arhythmia
33
true
163
75
79
170
364
167
97
58
62
55
62
84
77
0
44
32
0
0
24
0
0
0
0
0
0
0
48
12
0
0
28
0
0
0
1
0
0
16
56
0
0
0
28
0
1
0
0
0
0
44
16
0
0
0
48
0
0
0
0
0
0
0
32
44
0
0
16
0
0
0
0
0
0
0
72
0
0
0
20
0
1
0
0
0
0
0
24
56
0
0
12
0
0
0
0
0
0
0
32
44
0
0
20
0
0
0
0
0
0
0
40
40
0
0
28
0
0
0
0
0
0
0
40
36
0
0
24
0
0
0
0
0
0
0
40
32
0
0
24
0
0
0
0
0
0
0
40
20
0
0
20
0
0
0
0
0
0
0
0
5.1
-1.1
0
0
1
1
9.5
17.3
0.9
0
7
-0.8
0
0
1.4
2.3
16.4
37.1
0.8
-0.5
2.3
0
0
0
0.5
1.3
6
17.7
-0.6
-6.1
1.2
0
0
0
-1
-1.5
-12.5
-22.1
-0.2
0
2.1
-1.4
0
0
-0.2
-0.1
0.3
-0.1
1
0
5
0
0
0
1
1.5
18
27.6
0.4
0
1.1
-5.6
0
0
-0.8
-0.2
-14.3
-16.2
0.8
0
3.4
-9.8
0
0
-0.3
2.4
-16.1
7.4
0.7
0
6.4
-10.3
0
0
0.2
3.3
-7.8
24.5
0.2
0
10
-8.1
0
0
0.5
2.2
5.5
21.7
0.1
0
9.3
-3.7
0
0
0.5
1.8
12.7
25.6
0.1
0
8
-1.6
0
0
0.5
1.3
14.4
26.6
0no_arhythmia
69
true
154
59
74
159
380
154
96
15
57
60
27
-163
81
0
52
0
0
0
28
0
0
0
0
0
0
0
52
0
0
0
32
0
0
0
0
0
0
0
32
44
0
0
20
0
0
0
0
0
0
52
0
0
0
0
0
0
0
0
0
0
0
20
40
0
0
0
36
0
0
0
0
0
0
0
44
40
0
0
28
0
0
0
0
0
0
0
12
48
0
0
4
0
0
0
0
0
0
0
36
28
0
0
24
0
0
0
0
0
0
0
48
32
0
0
32
0
0
0
0
0
0
0
48
36
0
0
32
0
0
0
0
0
0
0
52
32
0
0
32
0
0
0
0
0
0
0
56
0
0
0
32
0
0
0
0
0
0
-1
0
10.6
0
0
0
0.6
0.9
27.5
34.7
-1
0
8.6
0
0
0
1
1.7
22.3
32.8
0.2
0
2.8
-5.7
0
0
0.6
0.8
-8.1
-1.7
1
-8.9
0
0
0
0
-0.8
-1.3
-23.1
-29.8
-0.7
-1.1
7.6
0
0
0
-0.2
0.2
14.1
15.3
-0.2
0
4.8
-2.3
0
0
0.7
1.3
5.9
14.2
1.1
0
0.4
-9.3
0
0
0.3
1.1
-22.1
-12.7
0.6
0
3.2
-3.6
0
0
0.1
3.4
0.7
29.9
-0.3
0
12.1
-3.4
0
0
0.2
4.3
23.6
60.5
-0.7
0
12.5
-3.4
0
0
0.5
3.3
23.9
48.3
-1
0
12.6
-1.6
0
0
0.6
2.4
30.2
46.5
-1
0
10.3
0
0
0
0.7
1.8
28.8
41
0no_arhythmia
35
true
162
68
80
156
364
134
116
60
33
83
55
36
80
16
84
20
0
0
40
0
0
0
0
0
0
20
44
40
0
0
44
0
0
0
0
0
0
16
44
68
0
0
40
0
0
0
0
0
0
84
12
0
0
0
92
0
0
0
0
0
0
44
36
20
0
0
48
0
0
0
0
0
0
0
48
12
28
0
28
0
0
0
0
0
0
0
32
48
0
0
16
0
0
0
0
0
0
0
36
40
0
0
20
0
0
0
0
0
0
0
40
40
0
0
24
0
0
0
0
0
0
0
48
40
0
0
32
0
0
0
0
0
0
0
44
36
0
0
24
0
0
0
0
0
0
20
40
36
0
0
44
0
0
0
0
0
0
0.9
-0.4
3.3
-0.7
0
0
0.2
0.9
12.8
18.3
0.8
-0.6
11.5
-1.1
0
0
1.1
1
22.5
27.3
-0.1
-0.4
8.1
-1.7
0
0
1
0.1
11.8
12.5
-1
-7.6
0.6
0
0
0
-0.6
-0.9
-31.6
-36.6
0.1
-2.6
0.9
-0.4
0
0
-0.5
0.4
-4.5
-1.7
0.7
0
10.2
-1
0.5
0
1
0.5
24.5
28
0.1
0
2.8
-8.8
0
0
-0.8
-1.1
-16.7
-25.2
0.6
0
4
-8.8
0
0
-0.5
0.4
-10.4
-6.8
0.7
0
4.2
-7.8
0
0
0.3
1.8
-7.2
9.3
-0.2
0
9.7
-3.5
0
0
1.3
0.8
16.2
21.6
-0.4
0
11.9
-2.7
0
0
1.4
0.9
21.3
27.2
-0.1
-0.6
10.2
-1.6
0
0
1.3
1
17
23.6
0no_arhythmia
59
false
161
70
83
194
393
169
97
40
33
42
38
-18
69
12
136
0
0
0
36
0
1
0
0
0
0
0
116
0
0
0
36
0
0
0
0
0
0
0
80
64
16
0
56
0
0
0
0
0
0
84
0
0
0
0
0
0
0
0
0
0
0
16
40
20
0
0
36
0
0
0
0
0
0
0
84
0
0
0
40
0
0
0
0
0
0
0
32
76
12
12
24
0
0
0
0
1
0
0
32
56
0
0
20
0
0
0
0
0
0
0
48
76
0
0
32
0
0
0
0
0
0
0
64
0
0
0
28
0
1
0
0
0
0
0
76
0
0
0
32
0
0
0
0
0
0
0
80
0
0
0
28
0
0
0
0
0
0
1
-0.4
7.5
0
0
0
0.7
1.7
50.8
65.7
0.1
0
8.4
0
0
0
0.7
1.8
48.7
64.5
-0.8
0
2.6
-0.5
0.4
0
0.6
0
9.1
9.1
-0.4
-7.9
0
0
0
0
-0.8
-1.7
-33.1
-48
0.6
-0.4
3.3
-0.4
0
0
0.6
0.9
5.9
12.2
-0.1
0
5
0
0
0
0.5
1.2
21
31.3
-0.9
0
1.4
-8.3
0.7
-0.7
-0.3
-1.4
-29.3
-44.1
1.7
0
2.3
-10
0
0
-0.1
3.2
-24.4
9.5
0.8
0
12.6
-7.1
0
0
-0.2
3.8
3.3
43.5
-0.4
0
13.8
0
0
0
0.5
2.3
44.1
59.7
-0.1
0
11.6
0
0
0
0.4
1.9
44
56.9
-0.1
0
8.7
0
0
0
0.4
1.3
34.8
43.6
0no_arhythmia
44
false
178
89
106
183
380
147
94
-2
77
41
14
-164
70
0
52
0
0
0
24
0
0
0
0
0
0
0
48
0
0
0
24
0
0
0
0
0
0
68
0
0
0
0
0
0
0
0
0
0
0
56
0
0
0
0
0
0
0
0
0
0
0
0
56
0
0
0
28
0
0
0
0
0
0
20
28
0
0
0
32
0
0
0
0
0
0
0
28
60
24
0
16
0
0
0
0
0
0
0
36
64
0
0
20
0
0
0
0
0
0
0
48
60
0
0
32
0
0
0
0
0
0
0
52
64
0
0
36
0
0
0
0
0
0
0
44
60
0
0
28
0
0
0
0
0
0
16
52
48
0
0
40
0
0
0
0
0
0
-1
0
8.4
0
0
0
0.8
0.4
21.8
24.6
-0.9
0
4.3
0
0
0
0.9
1.2
10.3
18.9
0.4
-4.2
0
0
0
0
0.2
0.9
-14.2
-7.8
0.9
-6
0
0
0
0
-0.6
-0.4
-16.8
-18.8
-0.6
0
5.7
0
0
0
0.3
-0.4
15.9
13.1
-0.5
-0.4
1
0
0
0
0.4
0.8
1
5.9
0.7
0
2.4
-9.9
1.3
0
-0.4
1
-24.9
-16.7
0.6
0
3.6
-11.2
0
0
0.2
0.3
-29.4
-26.6
0.1
0
5.6
-15.8
0
0
0.5
0.3
-34
-31.2
-0.1
0
9.3
-9.7
0
0
0.4
0.4
-6.9
-4.2
-0.3
0
9.2
-3.1
0
0
0.5
0.6
10.9
14.9
-0.4
-0.4
8.2
-1.3
0
0
0.5
0.8
17.9
24.1
0no_arhythmia
54
true
160
64
71
148
409
139
93
-5
14
-11
2
-121
56
0
60
0
0
0
28
0
0
0
0
0
0
0
40
28
0
0
24
0
0
0
0
0
0
72
0
0
0
0
0
0
0
0
0
0
0
48
0
0
0
0
0
0
0
0
0
0
0
0
64
0
0
0
24
0
0
0
0
0
0
0
20
36
0
0
12
0
0
0
0
0
0
0
20
52
0
0
8
0
0
0
0
0
0
0
32
52
0
0
20
0
0
0
0
0
0
0
40
44
0
0
24
0
0
0
0
0
0
0
40
48
0
0
28
0
0
0
0
0
0
0
44
40
0
0
24
0
0
0
0
0
0
0
44
36
0
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5arhythmia_of_type_4
YAML Metadata Error: "configs[0]" must be of type object
YAML Metadata Error: "configs[1]" must be of type object

Arhythmia

The Arrhythmia dataset from the UCI ML repository. Does the patient have arhythmia? If so, what type?

Configurations and tasks

Configuration Task Description
arhytmia Multiclass classification What type of arhythmia does the patient have?
has_arhytmia Binary classification Does the patient have arhythmia?

Usage

from datasets import load_dataset

dataset = load_dataset("mstz/arhythmia", "arhythmia")["train"]

Features

Target feature changes according to the selected configuration and is always in last position in the dataset.

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