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row_idx
int64
f_0_age_gt_60
string
f_1_air
string
f_2_airBoneGap
string
f_3_ar_c
string
f_4_ar_u
string
f_5_bone
string
f_6_boneAbnormal
string
f_7_bser
string
f_8_history_buzzing
string
f_9_history_dizziness
string
f_10_history_fluctuating
string
f_11_history_fullness
string
f_12_history_heredity
string
f_13_history_nausea
string
f_14_history_noise
string
f_15_history_recruitment
string
f_16_history_ringing
string
f_17_history_roaring
string
f_18_history_vomiting
string
f_19_late_wave_poor
string
f_20_m_at_2k
string
f_21_m_cond_lt_1k
string
f_22_m_gt_1k
string
f_23_m_m_gt_2k
string
f_24_m_m_sn
string
f_25_m_m_sn_gt_1k
string
f_26_m_m_sn_gt_2k
string
f_27_m_m_sn_gt_500
string
f_28_m_p_sn_gt_2k
string
f_29_m_s_gt_500
string
f_30_m_s_sn
string
f_31_m_s_sn_gt_1k
string
f_32_m_s_sn_gt_2k
string
f_33_m_s_sn_gt_3k
string
f_34_m_s_sn_gt_4k
string
f_35_m_sn_2_3k
string
f_36_m_sn_gt_1k
string
f_37_m_sn_gt_2k
string
f_38_m_sn_gt_3k
string
f_39_m_sn_gt_4k
string
f_40_m_sn_gt_500
string
f_41_m_sn_gt_6k
string
f_42_m_sn_lt_1k
string
f_43_m_sn_lt_2k
string
f_44_m_sn_lt_3k
string
f_45_middle_wave_poor
string
f_46_mod_gt_4k
string
f_47_mod_mixed
string
f_48_mod_s_mixed
string
f_49_mod_s_sn_gt_500
string
f_50_mod_sn
string
f_51_mod_sn_gt_1k
string
f_52_mod_sn_gt_2k
string
f_53_mod_sn_gt_3k
string
f_54_mod_sn_gt_4k
string
f_55_mod_sn_gt_500
string
f_56_notch_4k
string
f_57_notch_at_4k
string
f_58_o_ar_c
string
f_59_o_ar_u
string
f_60_s_sn_gt_1k
string
f_61_s_sn_gt_2k
string
f_62_s_sn_gt_4k
string
f_63_speech
string
f_64_static_normal
string
f_65_tymp
string
f_66_viith_nerve_signs
string
f_67_wave_V_delayed
string
f_68_waveform_ItoV_prolonged
string
target
int64
0
t
mild
f
normal
normal
unmeasured
f
null
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
t
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
normal
normal
f
f
f
good
t
a
f
f
f
1
1
t
normal
f
normal
normal
unmeasured
f
null
f
f
f
f
f
f
t
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
t
f
f
f
f
normal
normal
f
f
f
good
t
a
f
f
f
0
2
t
mild
f
normal
normal
unmeasured
f
null
f
f
f
f
f
f
t
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
t
f
f
f
f
f
t
normal
normal
f
f
f
unmeasured
t
a
f
f
f
0
3
t
mild
f
normal
normal
unmeasured
f
null
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
t
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
normal
normal
f
f
f
normal
t
a
f
f
f
1
4
t
mild
f
normal
normal
unmeasured
f
null
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
t
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
normal
normal
f
f
f
very_good
t
a
f
f
f
1
5
t
mild
f
normal
normal
unmeasured
f
null
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
t
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
normal
normal
f
f
f
good
t
a
f
f
f
1
7
f
normal
f
normal
normal
unmeasured
f
null
f
f
f
f
f
f
t
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
t
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
normal
normal
f
f
f
very_good
t
a
f
f
f
0
9
f
moderate
f
absent
absent
mild
f
null
f
f
f
f
f
f
t
f
f
t
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
t
f
f
f
f
f
f
f
absent
absent
f
f
f
good
t
as
f
f
f
0
10
f
normal
f
elevated
absent
normal
f
null
f
f
f
f
f
f
t
f
t
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
t
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
t
elevated
elevated
f
f
f
normal
t
a
f
f
f
0
11
f
normal
f
elevated
elevated
normal
f
null
f
f
f
f
f
f
t
f
t
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
elevated
absent
f
t
f
very_good
t
a
f
f
f
0
12
t
normal
f
normal
normal
unmeasured
f
null
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
t
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
normal
normal
f
f
f
very_good
t
a
f
f
f
1
13
t
normal
f
normal
normal
unmeasured
f
null
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
t
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
normal
normal
f
f
f
good
t
a
f
f
f
1
15
f
mild
t
absent
absent
mild
f
null
f
f
f
f
f
f
f
f
t
f
f
f
f
t
f
f
f
f
f
f
f
f
f
f
f
f
f
f
t
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
absent
normal
f
f
f
normal
t
as
f
f
f
0
17
t
mild
f
normal
normal
unmeasured
f
null
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
t
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
normal
normal
f
f
f
good
t
a
f
f
f
1
21
t
mild
f
elevated
elevated
unmeasured
f
null
f
f
f
f
f
f
t
f
f
f
f
f
f
f
f
f
f
f
f
f
t
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
elevated
normal
f
f
f
very_poor
t
a
f
f
f
0
22
t
normal
f
elevated
normal
unmeasured
f
null
f
f
f
f
f
f
t
f
f
f
f
f
f
f
f
f
f
f
f
f
t
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
t
elevated
elevated
f
f
f
very_poor
t
as
f
f
f
0
23
f
mild
f
normal
normal
null
t
null
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
normal
normal
f
f
f
normal
t
a
f
f
f
0
24
f
moderate
f
normal
normal
null
t
null
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
normal
normal
f
f
f
normal
t
a
f
f
f
0
25
t
mild
t
null
absent
mild
t
null
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
null
absent
f
f
f
normal
t
as
f
f
f
0
29
f
mild
f
normal
normal
mild
t
null
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
normal
normal
f
f
f
good
t
a
f
f
f
0
30
f
mild
f
normal
normal
mild
t
null
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
normal
normal
f
f
f
very_good
t
a
f
f
f
0
32
t
mild
f
elevated
absent
mild
t
null
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
normal
absent
f
f
f
good
t
a
f
f
f
1
33
t
mild
f
normal
absent
mild
t
null
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
normal
absent
f
f
f
very_good
t
a
f
f
f
1
34
t
mild
f
normal
normal
null
t
null
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
normal
normal
f
f
f
good
t
a
f
f
f
1
35
f
severe
f
normal
normal
moderate
t
null
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
normal
normal
f
f
f
very_poor
t
a
f
f
f
0
36
f
normal
f
elevated
normal
mild
f
null
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
elevated
elevated
f
f
f
normal
t
a
f
f
f
0
37
t
mild
f
normal
normal
mild
t
null
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
normal
elevated
f
f
f
very_good
t
a
f
f
f
1
38
t
mild
f
normal
elevated
mild
t
null
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
normal
elevated
f
f
f
good
t
a
f
f
f
1
39
f
mild
f
normal
normal
mild
t
null
f
f
f
f
f
f
t
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
t
normal
elevated
f
f
f
very_good
t
a
f
f
f
0
40
f
mild
f
normal
elevated
mild
t
null
f
f
f
f
f
f
t
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
t
normal
normal
f
f
f
normal
t
a
f
f
f
0
41
f
normal
f
normal
normal
null
f
null
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
normal
elevated
f
f
f
normal
t
a
f
f
f
0
43
t
mild
f
normal
normal
null
t
null
f
f
f
f
f
f
t
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
normal
normal
t
f
f
very_poor
t
a
f
f
f
0
45
f
normal
f
normal
normal
null
t
null
f
f
f
f
f
f
t
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
t
f
normal
normal
f
t
f
good
t
a
f
f
f
0
46
f
normal
f
normal
normal
normal
f
null
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
normal
normal
f
f
f
normal
t
a
f
f
f
0
47
f
moderate
f
elevated
elevated
null
t
null
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
normal
normal
f
f
f
very_poor
t
a
f
f
f
0
48
f
normal
f
normal
normal
normal
t
null
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
t
f
f
f
f
normal
elevated
f
f
f
very_good
t
a
f
f
f
0
50
f
mild
f
normal
normal
null
t
null
f
f
f
f
f
f
t
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
normal
normal
f
f
t
normal
t
a
f
f
f
0
51
f
mild
f
absent
absent
mild
t
null
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
elevated
normal
f
f
f
very_poor
t
a
f
f
f
0
52
f
mild
f
elevated
normal
mild
t
null
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
absent
absent
f
f
f
normal
t
a
f
f
f
0
54
f
normal
f
elevated
normal
null
f
null
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
normal
normal
f
f
f
normal
t
a
f
f
f
0
55
f
normal
f
normal
elevated
null
f
null
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
t
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
t
f
elevated
normal
f
f
f
good
t
a
f
f
f
0
57
f
moderate
t
absent
absent
mild
t
null
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
absent
normal
f
f
f
very_good
t
b
f
f
f
0
58
f
mild
f
absent
normal
mild
t
null
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
absent
absent
f
f
f
normal
t
a
f
f
f
0
59
t
mild
f
absent
absent
mild
t
null
f
f
f
f
f
f
t
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
t
f
absent
absent
f
f
f
very_good
t
a
f
f
f
0
61
f
severe
t
absent
absent
mild
f
null
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
absent
elevated
f
f
f
very_poor
t
ad
f
f
f
0
62
t
normal
f
normal
normal
null
f
null
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
t
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
normal
elevated
f
f
f
good
t
a
f
f
f
1
63
t
normal
f
elevated
normal
null
f
null
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
t
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
normal
normal
f
f
f
very_good
t
a
f
f
f
1
64
f
normal
f
normal
elevated
normal
f
null
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
absent
absent
f
f
f
normal
t
a
f
f
f
0
65
t
mild
f
normal
normal
null
f
null
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
normal
normal
f
f
f
normal
t
a
f
f
f
1
67
f
mild
f
elevated
elevated
null
f
null
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
t
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
t
f
elevated
normal
f
f
f
normal
t
a
f
f
f
0
68
f
moderate
f
absent
absent
moderate
t
null
t
f
f
t
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
normal
elevated
f
f
f
very_poor
t
a
f
t
f
0
69
f
mild
t
absent
absent
normal
f
null
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
absent
absent
f
f
f
null
t
as
f
f
f
0
70
f
mild
f
absent
absent
mild
t
null
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
absent
elevated
f
f
f
normal
t
a
f
f
f
0
71
t
moderate
f
normal
normal
null
f
null
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
normal
elevated
f
t
f
very_poor
f
a
f
f
f
1
72
t
moderate
f
normal
elevated
null
f
null
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
normal
normal
f
t
f
very_poor
f
a
f
f
f
1
73
t
normal
f
elevated
normal
null
f
null
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
t
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
normal
normal
f
f
f
good
t
a
f
f
f
1
74
f
moderate
t
absent
absent
normal
f
null
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
absent
elevated
f
f
f
good
t
ad
f
f
f
0
75
f
normal
f
elevated
absent
null
f
null
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
elevated
elevated
f
f
f
normal
t
a
f
f
f
0
76
f
normal
f
elevated
elevated
normal
f
null
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
t
f
f
f
elevated
absent
f
f
f
normal
t
a
f
f
f
0
77
f
mild
f
normal
normal
null
f
null
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
t
f
f
f
f
f
normal
normal
f
f
f
good
t
a
f
f
f
0
79
t
mild
f
normal
elevated
null
f
null
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
normal
elevated
f
f
f
poor
t
a
f
f
f
1
81
f
normal
f
elevated
normal
null
f
null
f
f
f
f
f
f
t
f
f
f
f
f
f
f
f
f
f
f
t
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
t
f
normal
elevated
f
f
f
normal
t
a
f
f
f
0
82
t
mild
f
normal
normal
null
f
null
f
f
f
f
f
f
t
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
t
t
f
normal
normal
f
f
f
good
t
a
f
f
f
0
83
t
mild
f
normal
normal
null
f
null
f
f
f
f
f
f
t
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
t
f
f
f
f
f
f
t
f
normal
normal
f
f
f
poor
t
a
f
f
f
0
84
f
normal
f
elevated
elevated
normal
f
null
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
t
f
f
f
t
f
normal
normal
f
f
f
normal
t
a
f
f
f
0
85
f
normal
f
normal
normal
normal
f
null
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
elevated
elevated
f
f
f
normal
t
a
f
f
f
0
86
f
mild
f
absent
normal
null
f
null
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
elevated
absent
f
f
f
good
t
a
f
f
f
0
87
f
normal
f
elevated
normal
null
f
null
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
normal
absent
f
f
f
normal
t
a
f
f
f
0
89
t
mild
f
absent
absent
mild
f
null
f
f
f
f
f
f
t
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
t
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
absent
absent
f
f
f
very_good
t
a
f
f
f
0
90
f
mild
f
elevated
elevated
mild
f
null
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
t
f
f
elevated
normal
f
f
f
poor
t
a
f
f
f
0
91
f
mild
f
elevated
normal
mild
f
null
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
f
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End of preview. Expand in Data Studio

audiology

Part of TabBioMed (TabBioMed: A Large-Scale Benchmark for Biomedical Tabular Learning), a benchmark of 94 curated biomedical tabular datasets. Code, preprocessing and documentation: https://github.com/AI-sandbox/TabBioMed.

OpenML Audiology ID 999, version 2: binary classification of the original cochlear_age diagnosis (P, encoded 1) versus all other source diagnoses (N, encoded 0). The P/N mapping is verified against the row-aligned original multiclass release, OpenML ID 7. The negative class includes other hearing disorders and normal ears. Exact duplicate feature rows with agreeing labels are collapsed before splitting; missing categorical measurements are preserved. Evaluation uses five stratified outer folds and three-fold inner cross-validation for hyperparameter selection.

Domain Task Samples Features Classes
Clinical & Healthcare binary 199 69 2

Splits. 5 stored outer cross-validation folds (data/fold_<i>/), each with train/val/test files (fold 0: 139/20/40 rows). Every row appears in exactly one outer test fold. HPO in the paper uses inner folds drawn from each outer non-test pool.

Files

  • data/**.parquet: one row per sample. row_idx is the row index in the original TabBioMed array; f_<i>[_<name>] are the features (in order); target (or target_<j> for multi-target tasks) is the label. Categorical feature indices (0-based, among the features): [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68]. Missing values are stored as nulls.
  • metadata.json: TabBioMed task metadata (task type, categorical indices, source, description).
  • feature_names.json: original feature names, in column order.
from datasets import load_dataset
ds = load_dataset("TabBioMed/audiology")

A Croissant (1.1) description with Responsible-AI fields is distributed with the TabBioMed release.

Source and license

Source: OpenML_Dataset_ID_999

This derived dataset is distributed under CC BY 4.0 (https://creativecommons.org/licenses/by/4.0/). Please also cite and respect the terms of the original source.

Citation

@inproceedings{tabbiomed2026,
  title     = {TabBioMed: A Large-Scale Benchmark for Biomedical Tabular Learning},
  author    = {Mateo Bernad{\'o}, Pau and Polapragada, Saivenkata Nagavyjayanthi and Bonet, David and Arbiol Rakuljic, Pol and Mogas Pladevall, Laia and Comajoan Cara, Mar{\c{c}}al and Gonzalez Ferrer, Jesus and Abante, Jordi and Mas Montserrat, Daniel and Haussler, David and Ioannidis, Alexander G.},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS), Evaluations and Datasets Track},
  year      = {2026}
}
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