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row_idx
int64
f_0_icu_days
int64
f_1_age
float64
f_2_height
float64
f_3_weight
float64
f_4_asa
float64
f_5_emop
int64
f_6_department
string
f_7_optype
string
f_8_approach
string
f_9_preop_htn
int64
f_10_preop_dm
int64
f_11_preop_hb
float64
f_12_preop_plt
float64
f_13_preop_pt
float64
f_14_preop_aptt
float64
f_15_preop_na
float64
f_16_preop_k
float64
f_17_preop_gluc
float64
f_18_preop_alb
float64
f_19_preop_ast
float64
f_20_preop_alt
float64
f_21_preop_bun
float64
f_22_preop_cr
float64
f_23_intraop_ebl
float64
f_24_intraop_uo
float64
f_25_intraop_rbc
int64
f_26_intraop_ffp
int64
f_27_intraop_crystalloid
float64
f_28_intraop_colloid
int64
f_29_intraop_ppf
int64
f_30_intraop_mdz
float64
f_31_intraop_ftn
int64
f_32_intraop_rocu
int64
f_33_intraop_vecu
int64
f_34_intraop_eph
int64
f_35_intraop_phe
int64
f_36_intraop_epi
int64
f_37_intraop_ca
int64
f_38_cline1_present
int64
f_39_cline2_present
int64
f_40_aline1_present
int64
f_41_aline2_present
int64
f_42_iv2_present
int64
f_43_ETT_present
int64
f_44_LMA_present
int64
f_45_DLT_present
int64
f_46_no_airway
int64
f_47_airway_non_oral
int64
f_48_intraop_uo_missing
int64
f_49_intraop_ebl_missing
int64
f_50_position_supine
int64
f_51_preop_ecg_abnormal
int64
f_52_preop_pft_abnormal
int64
f_53_ane_general
int64
f_54_dx_group
string
f_55_sex_binary
int64
f_56_case_duration
int64
f_57_ane_duration
float64
f_58_los_days
float64
target
int64
0
0
77
160.2
67.5
2
0
General surgery
Colorectal
Open
1
0
14.1
189
94
33.2
141
3.1
134
4.3
18
16
10
0.82
null
300
0
0
350
0
120
0
100
70
0
10
0
0
0
0
0
1
0
0
1
0
0
0
0
0
1
0
0
0
1
Colorectal_Cancer
1
11,542
11,400
10
0
1
0
54
167.3
54.8
2
0
General surgery
Stomach
Open
0
0
10.2
251
110
31.9
143
4.7
88
3.8
18
15
14
0.86
50
700
0
0
800
0
150
0
0
100
0
20
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
1
0
0
1
Gastric_Cancer
1
15,741
15,960
20
0
2
0
62
169.1
69.7
1
0
General surgery
Biliary/Pancreas
Videoscopic
0
0
14.2
373
103
30.3
144
4.9
87
4.2
17
34
14
1.18
null
null
0
0
200
0
0
0
0
50
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
1
0
0
0
1
Gallbladder_Disease
1
4,394
4,800
3
0
3
1
74
160.6
53
2
0
General surgery
Stomach
Videoscopic
1
0
14.4
275
103
34.5
141
4.2
108
4.1
23
18
10
0.96
null
270
0
0
2,700
0
80
0
100
100
0
50
0
0
0
0
0
1
0
0
0
0
0
0
0
0
1
0
0
0
1
Gastric_Cancer
1
20,990
21,000
9
0
4
13
66
171
59.7
3
1
General surgery
Vascular
Open
1
0
10.1
67
73
36.5
146
4.4
126
2.6
765
77
50
4.43
2,600
1,490
8
8
7,100
0
0
0
0
160
0
10
900
0
2,100
1
0
1
0
0
1
0
0
0
0
0
0
0
1
0
1
Other_NonCancer
1
21,531
23,400
44
0
6
3
52
167.7
62.3
2
0
Thoracic surgery
Major resection
Videoscopic
0
0
null
null
null
null
null
null
null
null
null
null
null
null
100
125
0
0
700
0
0
0
0
120
0
0
0
0
0
1
0
1
0
0
0
0
1
0
0
0
0
0
0
0
1
Other_NonCancer
0
15,770
14,340
9
0
7
0
81
156.7
67.25
2
0
General surgery
Breast
Open
0
0
12.1
186
92
31.3
142
4.5
101
3.7
16
10
11
0.69
100
null
0
0
300
0
0
0
0
70
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
0
1
0
0
1
Breast_Benign
0
5,918
6,480
5
0
8
0
32
157.9
50.9
1
0
General surgery
Biliary/Pancreas
Videoscopic
0
0
13.7
141
96
null
null
null
91
4.5
14
11
8
0.58
null
null
0
0
300
0
0
0
0
50
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
1
1
0
0
1
Gallbladder_Disease
0
4,481
4,980
2
0
9
1
72
162.5
62.75
3
0
General surgery
Stomach
Videoscopic
1
0
15.8
204
112
29.8
139
5.4
191
3.9
18
15
26
1.2
200
200
0
0
1,100
0
90
0
0
110
0
20
500
0
600
0
0
1
0
1
1
0
0
0
0
0
0
1
0
0
1
Gastric_Cancer
1
20,992
22,800
44
0
10
0
56
175.4
81.45
1
0
Urology
Minor resection
Videoscopic
0
0
null
null
null
null
141
4.3
null
null
null
null
20
0.71
200
null
0
0
100
0
120
0
50
50
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
Other_NonCancer
1
5,265
5,339.999999
2
0
11
4
46
169.2
81.4
2
0
General surgery
Transplantation
Open
0
0
9.2
67
56
39.3
140
3.6
93
3.1
25
15
6
0.58
1,300
1,280
0
0
4,800
200
100
0
100
70
0
20
0
0
3,300
1
0
1
0
0
1
0
0
0
0
0
0
1
0
0
1
Other_Cancer
0
31,203
31,680
20
0
12
0
67
153
64.9
2
0
Thoracic surgery
Minor resection
Videoscopic
0
0
12.8
221
108
32.3
142
4.4
98
4.2
23
29
16
0.72
20
70
0
0
700
0
0
0
0
95
0
0
0
0
0
0
0
1
0
1
0
0
1
0
0
0
0
0
0
0
1
Lung_Nodule
0
10,811
11,400
4
0
13
0
23
177.9
80
1
0
General surgery
Biliary/Pancreas
Videoscopic
0
0
16.7
286
110
32.3
140
4.7
86
4.6
10
12
12
0.84
null
null
0
0
200
0
0
0
0
50
0
5
30
0
0
0
0
0
0
0
1
0
0
0
0
1
1
1
0
0
1
Gallbladder_Disease
1
4,115
4,500
3
0
14
0
56
158
48.3
2
1
General surgery
Colorectal
Open
1
0
15.1
268
114
31.1
142
3.4
112
4.5
30
42
10
0.79
50
null
0
0
100
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
1
0
1
0
0
0
Hernia
0
3,510
4,140
2
0
15
0
57
162.3
68.9
2
0
General surgery
Hepatic
Open
1
0
13.8
190
106
null
null
null
110
4.5
20
28
13
0.92
100
140
0
0
1,350
0
0
0
0
110
0
25
0
0
300
0
0
1
0
1
1
0
0
0
0
0
0
1
0
0
1
Other_Cancer
1
12,867
14,700
6
0
16
1
85
164.2
53
2
0
General surgery
Vascular
Open
0
0
13.3
286
104
31.1
141
4.3
97
4.1
15
9
19
1.05
500
120
0
0
1,900
20
0
0
0
80
0
25
550
0
0
1
0
1
0
0
1
0
0
0
0
0
0
1
0
1
1
Other_NonCancer
1
20,370
20,520
16
0
17
0
77
155
56.9
2
0
General surgery
Colorectal
Open
1
0
10.3
200
122
28.2
143
3.8
94
3.4
15
13
11
0.9
50
null
0
0
200
0
0
0
0
30
0
10
0
0
0
0
0
0
0
0
1
0
0
0
0
1
0
0
0
0
1
Other_NonCancer
0
4,416
4,800
7
0
18
2
74
171.3
66.2
2
0
General surgery
Biliary/Pancreas
Open
0
1
12.1
285
86
33.9
135
4.8
237
3.8
45
49
21
1.19
540
425
0
0
3,700
0
0
0
0
130
0
25
0
0
300
1
0
1
0
0
1
0
0
0
0
0
0
1
0
1
1
Other_Cancer
1
27,575
27,900
18
0
20
0
69
155.1
61.6
1
0
General surgery
Colorectal
Videoscopic
0
0
13.3
304
116
32.9
141
4.4
73
4.6
20
18
15
0.65
300
350
0
0
750
0
100
0
100
100
0
10
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
1
0
0
1
Other_NonCancer
0
12,690
13,020
9
0
21
0
53
162
54.6
1
0
General surgery
Thyroid
Robotic
0
0
11.8
209
106
33.9
137
4.2
91
4
18
12
13
0.62
1,050
null
0
0
1,700
500
0
0
0
40
0
5
0
0
0
0
0
1
0
1
1
0
0
0
0
1
0
1
0
0
1
Thyroid_Benign
0
14,374
14,700
4
0
22
0
69
139.4
47.8
1
0
General surgery
Biliary/Pancreas
Videoscopic
0
0
14.7
230
111
42.2
138
4.3
110
4.1
21
17
11
0.59
null
null
0
0
150
0
100
0
50
60
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
1
1
0
0
1
Other_NonCancer
0
2,829
5,400
3
0
23
0
57
161.8
65
2
1
General surgery
Stomach
Videoscopic
0
0
16.4
144
105
31.3
140
4.4
118
4.9
20
21
18
0.89
null
null
0
0
null
0
120
0
0
80
0
10
40
0
0
0
0
1
0
0
0
0
0
1
0
1
1
1
0
0
1
Other_NonCancer
1
6,492
7,740
6
0
24
1
66
169.7
80.2
2
0
General surgery
Stomach
Open
0
0
9.5
233
99
34.2
null
null
135
4.2
19
20
11
0.73
300
300
0
0
1,900
0
100
0
0
100
0
20
90
0
600
0
0
1
0
0
1
0
0
0
0
0
0
1
0
0
1
Gastric_Cancer
1
14,832
15,900
13
0
25
1
64
169.7
62.6
1
0
Thoracic surgery
Major resection
Videoscopic
0
0
13.7
172
101
34.2
142
3.7
92
3.8
18
22
11
0.73
50
100
0
0
550
0
0
0
0
120
0
0
0
0
0
1
0
1
0
0
0
0
1
0
0
0
0
0
0
0
1
Other_Cancer
1
10,711
10,800
5
0
27
1
67
148.9
49.9
1
0
Thoracic surgery
Others
Open
1
0
null
null
null
null
null
null
null
null
null
null
null
null
800
440
1
0
1,900
500
0
0
0
170
0
0
400
0
0
1
0
1
0
0
0
0
1
0
0
0
0
1
0
0
1
Other_NonCancer
0
26,902
27,420
9
0
28
0
53
156.1
57.4
1
1
General surgery
Transplantation
Videoscopic
0
0
12
199
99
29.8
139
3.9
117
4.1
18
14
9
0.58
250
260
0
0
2,300
0
0
0
0
130
0
0
0
0
0
0
0
1
0
1
1
0
0
0
0
0
0
1
0
0
1
Donor
0
21,394
22,500
8
0
29
0
59
166.4
57.6
2
0
General surgery
Colorectal
Videoscopic
0
0
13.2
397
88
32.3
141
4.1
171
3.6
21
15
11
0.58
null
120
0
0
null
0
0
0
0
90
0
5
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1
0
0
0
1
Colorectal_Cancer
0
11,123
11,040
8
0
30
0
58
162.8
53.8
2
0
Thoracic surgery
Minor resection
Open
0
0
10.8
286
108
34.1
140
3.9
201
3.9
15
8
18
0.88
null
25
0
0
300
0
0
0
0
100
0
5
50
0
0
1
0
1
0
0
0
0
1
0
0
0
1
0
0
0
1
Other_NonCancer
1
10,416
12,120
4
0
33
0
69
150.5
66.6
2
0
General surgery
Breast
Open
1
0
10.7
202
81
33.6
143
4.3
89
3.2
14
10
16
0.58
220
300
0
0
1,350
0
0
0
0
100
0
5
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
1
0
0
1
Breast_Benign
0
23,774
24,720
24
0
34
0
58
155.2
50.4
1
0
General surgery
Breast
Open
0
0
12.1
316
95
33.7
139
4.2
104
4.6
19
10
15
0.7
null
null
0
0
200
0
0
0
0
50
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
1
1
0
0
1
Breast_Cancer
0
5,711
4,980
4
0
36
0
56
180.5
82.75
2
0
General surgery
Biliary/Pancreas
Videoscopic
1
0
13.6
273
91
31.8
143
4.3
117
4.5
16
10
11
1
150
null
0
0
700
0
0
0
0
70
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
0
1
0
0
1
Gallbladder_Disease
1
11,807
12,120
10
0
37
0
66
170.1
72.3
2
0
Thoracic surgery
Major resection
Videoscopic
0
0
16
194
109
24.2
140
4.1
100
4.2
22
21
20
0.95
150
205
0
0
850
0
0
0
0
110
0
10
0
0
0
1
0
1
0
0
0
0
1
0
0
0
0
0
0
0
1
Lung_Cancer
1
12,291
12,660
6
0
38
0
68
162.5
64.7
2
0
General surgery
Colorectal
Open
1
0
16.2
193
112
33.1
141
3.7
97
4.6
19
20
12
0.88
null
null
0
0
50
0
0
0
0
0
0
5
0
0
0
0
0
0
0
0
0
0
0
1
0
1
1
1
0
0
0
Hernia
1
3,515
3,480
2
0
39
0
41
160.1
83.2
1
0
General surgery
Breast
Open
0
0
12.3
342
101
31.4
141
3.9
108
4.1
36
49
17
0.58
50
null
0
0
500
0
0
0
0
50
0
10
0
0
0
0
0
0
0
0
1
0
0
0
0
1
0
1
0
0
1
Breast_Benign
0
6,671
7,200
8
0
40
0
45
175
78.7
1
0
Urology
Major resection
Robotic
0
0
15.8
238
92
32.5
138
4.2
91
4.7
20
24
13
0.87
100
80
0
0
1,350
0
150
0
0
60
0
20
0
0
0
0
0
1
0
1
1
0
0
0
0
0
0
0
0
0
1
Kidney_Disease
1
11,830
13,440
5
0
41
1
72
166.7
72.5
2
0
General surgery
Stomach
Open
1
0
12.1
237
109
34.6
null
null
141
4.1
20
18
27
1.72
170
400
0
0
1,000
0
0
0
0
110
0
20
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
1
0
1
1
Gastric_Cancer
1
15,360
15,360
10
0
43
2
56
175.8
59.9
1
0
Thoracic surgery
Major resection
Videoscopic
0
0
13
242
78
33.5
141
3.9
95
4.1
14
11
20
0.76
200
80
0
0
1,000
0
0
0
0
140
0
10
0
0
0
1
0
1
0
0
0
0
1
0
0
0
0
0
0
0
1
Lung_Cancer
1
14,614
15,720
5
0
44
0
78
147.9
50
1
0
General surgery
Stomach
Videoscopic
1
0
11.4
219
111
31.7
null
null
104
4
19
14
23
0.84
null
null
0
0
200
0
0
0
0
60
0
5
0
0
0
0
0
0
0
0
1
0
0
0
0
1
1
1
0
0
1
Other_NonCancer
0
6,453
6,720
7
0
45
1
75
150.7
53.75
1
0
Thoracic surgery
Major resection
Videoscopic
0
0
11.4
370
103
32.9
141
4.2
92
4
15
10
17
0.58
null
50
0
0
850
0
0
0
0
100
0
0
0
0
0
1
0
1
0
0
0
0
1
0
0
0
1
0
0
0
1
Lung_Cancer
0
10,617
10,800
5
0
49
0
47
158.1
51.6
2
0
General surgery
Colorectal
Open
0
0
10.8
377
90
40.2
140
4.3
96
4.3
22
41
7
0.67
1,100
400
1
0
2,650
0
0
0
0
100
0
5
0
0
0
0
0
1
0
1
1
0
0
0
0
0
0
0
0
0
1
Colorectal_Cancer
0
15,987
18,180
9
0
53
0
64
165
71.9
1
0
General surgery
Transplantation
Videoscopic
1
0
15.8
177
104
36.2
140
4.5
104
4.5
18
19
11
0.88
190
120
0
0
1,000
35
0
0
0
90
0
10
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
1
Kidney_Disease
1
15,346
16,260
5
0
54
3
18
175.1
59.2
2
0
General surgery
Transplantation
Open
0
0
13.1
92
52
47.8
142
3.4
134
3.4
17
15
7
0.5
500
290
0
0
4,100
100
0
0
0
50
0
20
0
0
1,200
1
0
1
1
0
1
0
0
0
0
0
0
1
0
0
1
Other_NonCancer
1
21,734
23,220
21
0
55
0
23
157.9
50.3
1
0
General surgery
Biliary/Pancreas
Robotic
0
0
12.4
268
96
36.1
142
4.6
101
4.5
12
10
10
0.76
150
580
0
0
3,100
500
100
0
0
80
0
10
0
0
300
1
0
1
0
0
1
0
0
0
0
0
0
1
0
1
1
Gyne_Benign
0
29,161
29,760
10
0
56
0
67
169.4
69.7
2
0
General surgery
Colorectal
Videoscopic
0
0
14.8
299
120
33
142
3.7
98
4.4
22
14
11
1.06
null
10
0
0
650
0
0
0
0
75
0
5
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1
0
0
0
1
Colorectal_Cancer
1
10,637
11,820
6
0
57
1
42
169.7
57.8
3
0
General surgery
Transplantation
Open
1
0
11.1
176
144
29.5
132
5.4
92
3.6
26
15
73
15.15
420
200
0
0
2,100
35
120
0
100
60
0
20
0
0
600
1
0
1
0
0
1
0
0
0
0
0
0
1
0
0
1
Kidney_Disease
0
14,724
15,000
14
0
58
0
74
166
79.4
3
0
General surgery
Biliary/Pancreas
Videoscopic
0
0
11.2
104
91
32.9
141
4
141
4.1
25
20
18
1.11
null
null
0
0
300
0
0
0
0
60
0
0
0
0
0
0
0
1
0
0
1
0
0
0
0
1
1
1
0
0
1
Gallbladder_Disease
1
3,352
3,600
3
0
59
0
55
157
46.8
2
1
General surgery
Transplantation
Open
1
0
11.4
138
123
27.6
140
4.1
82
3.7
22
16
34
6.7
200
420
0
0
1,700
35
0
0
0
70
0
0
0
0
600
1
0
1
0
0
1
0
0
0
0
0
0
1
0
1
1
Kidney_Disease
0
14,289
15,300
16
0
60
0
58
165.7
57.3
2
0
General surgery
Hepatic
Videoscopic
1
1
13.8
207
95
34.3
143
4.8
126
4.4
16
13
15
0.78
30
140
0
0
1,000
0
90
0
0
60
0
15
60
0
0
1
0
1
0
0
1
0
0
0
0
0
0
1
0
0
1
Gallbladder_Disease
1
9,291
10,500
6
0
63
0
76
158.6
59
2
0
General surgery
Others
Videoscopic
0
0
15.6
189
101
31.5
145
4.3
87
4.4
19
17
14
0.95
550
210
0
0
1,700
300
110
0
0
120
0
35
0
0
0
0
0
1
0
0
1
0
0
0
0
0
0
1
0
0
1
Gastric_Cancer
1
14,427
15,120
13
0
64
0
58
157.7
53.8
1
0
General surgery
Stomach
Videoscopic
0
0
13.1
277
99
36.3
142
4.1
93
4.2
22
21
14
0.93
null
50
0
0
750
0
100
0
0
90
0
5
0
0
0
0
0
1
0
0
1
0
0
0
0
0
1
1
0
0
1
Gastric_Cancer
0
12,850
13,800
9
0
66
1
78
152
54.95
3
0
Thoracic surgery
Major resection
Videoscopic
1
0
12.8
173
103
30.2
142
4.2
87
4.3
23
10
12
0.66
20
140
0
0
150
0
0
0
0
70
0
10
0
0
0
1
0
1
0
0
0
0
1
0
0
0
0
0
0
0
1
Lung_Cancer
0
11,592
11,580
5
0
67
0
61
167.6
66.9
1
0
Thoracic surgery
Minor resection
Videoscopic
0
0
15
230
85
20.2
137
5.2
322
3.5
16
7
18
1.01
null
null
0
0
200
0
0
0
0
100
0
10
0
0
0
0
0
1
0
1
0
0
1
0
0
1
1
0
0
0
1
Other_NonCancer
1
8,781
8,040
9
0
68
0
56
167.6
77.7
2
0
Thoracic surgery
Others
Open
1
0
17.1
211
109
30.3
null
null
98
4.5
25
25
10
0.84
50
250
0
0
300
0
0
0
0
80
0
0
0
0
0
0
0
1
0
1
1
0
0
0
0
0
0
1
0
0
1
Other_NonCancer
1
7,364
7,440
5
0
69
0
76
164.9
71.35
2
0
General surgery
Hepatic
Videoscopic
1
0
12.3
208
92
31.7
140
4.2
268
3.8
27
30
21
1.12
50
80
0
0
970
0
0
0
0
100
0
0
0
0
0
1
0
1
0
0
1
0
0
0
0
0
0
0
0
1
1
Other_Cancer
1
14,147
15,300
9
0
71
0
54
154.2
52.8
2
0
General surgery
Thyroid
Open
0
0
12.7
283
111
30
142
4.4
105
4.5
15
14
19
0.69
50
null
0
0
400
0
0
0
0
50
0
15
0
0
0
0
0
0
0
0
1
0
0
0
0
1
0
1
0
0
1
Thyroid_Benign
0
8,333
8,820
4
0
72
0
62
154.3
64.8
1
0
General surgery
Breast
Open
1
0
13.9
214
104
34.1
140
4.2
108
4.5
19
18
8
0.71
null
null
0
0
null
0
100
0
100
50
0
5
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
1
0
0
1
Breast_Cancer
0
5,320
5,160
6
0
73
1
64
168.4
65.7
2
0
Thoracic surgery
Major resection
Videoscopic
1
0
11.5
331
112
29.7
138
4.2
117
3.4
19
17
13
0.7
450
200
0
0
1,400
0
0
0
0
190
0
0
0
0
300
1
0
1
0
1
0
0
1
0
0
0
0
0
0
0
1
Other_Cancer
1
19,897
19,320
5
0
74
1
48
169
76.1
2
0
Thoracic surgery
Others
Open
0
0
13.2
356
null
null
null
null
261
4.1
25
15
13
1.05
600
805
1
0
4,400
0
0
0
0
200
0
0
1,600
0
300
1
0
1
0
0
0
0
1
0
0
0
0
1
0
0
1
Other_Cancer
1
25,124
25,380
6
0
75
0
72
171.1
72.4
2
0
Urology
Major resection
Robotic
1
0
14.5
254
112
31.5
139
4.5
106
4.1
19
15
14
1.15
350
null
0
0
1,250
0
90
0
0
50
0
0
0
0
0
0
0
1
0
1
1
0
0
0
0
1
0
0
0
0
1
Other_Cancer
1
14,192
14,400
5
0
76
0
70
163.5
57
2
0
Thoracic surgery
Minor resection
Videoscopic
1
1
10.4
158
100
32.2
143
4.7
101
3.6
43
29
21
1.14
null
60
0
0
200
0
0
0
0
90
0
0
0
0
0
1
0
1
0
0
0
0
1
0
0
0
1
0
0
1
1
Other_Cancer
1
10,764
11,520
17
0
81
0
58
164.7
63.5
2
0
General surgery
Biliary/Pancreas
Videoscopic
0
0
12.1
112
99
34.5
141
3.7
119
4.5
20
14
15
0.71
null
null
0
0
150
0
120
0
50
40
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
1
1
0
0
1
Gallbladder_Disease
1
3,899
3,360
2
0
82
0
56
159.3
69.7
2
1
General surgery
Transplantation
Open
1
0
9
124
100
34.9
134
3.9
135
3.6
26
27
47
6.87
150
920
0
0
1,700
35
0
0
0
35
0
30
100
0
900
1
0
1
0
0
1
0
0
0
0
0
0
1
0
0
1
Kidney_Disease
0
19,385
20,580
15
0
83
0
70
165.9
66.4
2
0
General surgery
Stomach
Videoscopic
1
0
14.8
221
106
33
140
4
118
4.3
29
37
22
1.05
null
500
0
0
1,100
0
100
0
0
90
0
5
0
0
0
0
0
1
0
0
1
0
0
0
0
0
1
1
0
0
1
Gastric_Cancer
1
17,714
18,300
15
0
84
0
49
163.7
66.4
2
0
General surgery
Biliary/Pancreas
Videoscopic
0
0
15.3
284
100
38.5
138
4.2
86
4.6
17
10
8
0.58
50
null
0
0
200
0
100
0
100
50
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
0
1
0
0
1
Gallbladder_Disease
0
4,648
4,800
2
0
86
11
71
150.9
87.95
3
1
General surgery
Stomach
Open
1
0
14
221
77
26.4
137
3.9
183
4
21
22
43
2.72
800
230
0
0
3,800
100
80
0
0
90
0
10
1,200
70
1,800
1
0
1
0
0
1
0
0
0
0
0
0
1
0
1
1
Hernia
0
11,230
12,900
25
0
88
0
61
160.3
49.7
1
0
General surgery
Others
Videoscopic
0
0
14.1
304
114
34.1
null
null
109
4
17
18
24
0.78
400
260
0
0
450
0
100
0
0
100
0
5
0
0
0
0
0
1
0
0
1
0
0
0
0
0
0
1
0
0
1
Gastric_Cancer
1
19,825
21,540
9
0
89
0
16
165
73.9
2
0
General surgery
Colorectal
Open
0
0
12.2
146
84
24.8
142
3.8
95
4.3
19
13
10
0.85
null
null
0
0
null
0
120
0
50
50
0
5
0
0
0
0
0
0
0
0
1
0
0
0
0
1
1
1
0
0
1
Other_NonCancer
1
5,751
5,340
3
0
90
0
48
164.7
53.9
1
0
General surgery
Breast
Open
0
0
13.7
289
101
34.6
139
4.5
98
4.4
35
24
9
0.56
70
null
0
0
1,000
0
100
0
0
75
0
20
0
0
0
0
0
0
0
0
0
1
1
0
0
1
0
1
0
0
1
Breast_Cancer
0
13,885
13,440
13
0
91
0
44
159
60
1
0
Gynecology
Major resection
Videoscopic
0
0
12.7
321
107
32.5
139
4.2
75
4.4
18
12
11
0.73
50
null
0
0
400
0
100
0
0
50
0
0
0
0
0
0
0
1
0
1
1
0
0
0
0
1
0
0
0
0
1
Gyne_Benign
0
4,720
5,400
3
0
92
0
59
153
53
2
0
Thoracic surgery
Others
Open
0
0
null
null
null
null
null
null
null
null
null
null
null
null
null
null
0
0
50
0
0
0
0
60
0
0
0
0
0
0
0
1
0
1
0
0
1
0
0
1
1
0
0
0
1
Other_NonCancer
0
4,136
6,900
2
0
94
0
70
167.5
45.1
3
0
General surgery
Colorectal
Open
0
0
9.5
265
69
31.8
131
4.4
145
2.8
48
83
18
0.57
null
null
0
0
null
0
80
0
100
30
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
1
0
0
1
1
Other_NonCancer
1
4,510
4,380
14
0
95
1
56
172.4
67.85
2
0
General surgery
Stomach
Videoscopic
0
0
14.1
242
103
31
142
4.3
132
4.4
18
22
12
1.02
250
550
0
0
5,200
0
120
0
0
205
0
35
160
0
0
0
0
1
0
0
1
0
0
0
0
0
0
1
0
0
1
Gastric_Cancer
1
37,979
39,600
11
0
96
0
33
171
54.5
3
0
General surgery
Transplantation
Open
0
0
8.5
151
96
32.7
145
4.7
87
3.8
6
4
70
9.07
null
600
0
0
1,500
0
0
0
0
70
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1
1
0
0
1
Kidney_Disease
1
15,462
15,480
16
0
97
0
56
159.3
62.8
3
0
General surgery
Others
Videoscopic
1
0
13.1
248
138
28.6
143
4.2
131
4.3
16
16
15
1.04
null
170
0
0
850
0
100
0
0
60
0
0
30
0
0
0
0
1
0
1
1
0
0
0
0
0
1
0
0
0
1
Kidney_Disease
0
7,236
7,080
3
0
98
0
51
159
49
2
0
Thoracic surgery
Others
Open
0
0
8.9
258
114
32
138
3.7
91
3.3
23
14
14
0.71
null
null
0
0
300
0
120
0
100
40
0
10
80
0
0
0
0
0
0
0
0
1
0
0
0
1
1
1
0
0
1
Other_NonCancer
0
5,495
6,360
66
0
101
0
47
163.1
58.1
1
1
General surgery
Colorectal
Open
0
0
16.1
254
120
36
142
4.2
89
4.2
23
25
11
0.95
null
null
0
0
100
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
1
1
0
0
0
0
Other_NonCancer
1
3,561
3,600
2
0
102
0
35
167.9
66.75
2
0
Thoracic surgery
Major resection
Videoscopic
0
0
13.7
281
107
30.7
142
4.5
137
4.5
19
14
8
0.57
100
170
0
0
600
0
0
0
0
100
0
0
0
0
0
1
0
1
0
0
0
0
1
0
0
0
0
0
0
0
1
Other_NonCancer
0
10,748
10,620
4
0
103
0
58
166.4
82.8
2
0
Thoracic surgery
Minor resection
Videoscopic
1
1
14.3
246
109
32
139
4.7
145
4.4
22
41
15
0.85
50
40
0
0
500
0
0
0
0
140
0
0
0
0
0
1
0
1
0
0
0
0
1
0
0
0
0
0
0
0
1
Other_NonCancer
1
13,294
14,340
3
0
105
0
67
165.3
67.2
2
0
General surgery
Biliary/Pancreas
Videoscopic
1
0
16.3
192
101
32.4
140
4.2
142
4.3
24
31
21
0.79
null
null
0
0
100
0
0
0
0
50
0
10
0
0
0
0
0
0
0
0
1
0
0
0
0
1
1
1
0
0
1
Gallbladder_Disease
1
4,323
4,740
2
0
106
0
54
164.9
63.15
2
0
General surgery
Others
Open
0
0
10.5
395
88
31.1
142
4.1
105
4.5
14
17
19
0.95
140
100
0
0
1,000
0
150
0
0
100
0
40
10
0
0
0
0
0
0
0
1
0
0
0
0
0
0
1
0
0
1
Gastric_Cancer
1
19,848
21,240
21
0
107
0
26
165
55
1
0
Gynecology
Major resection
Videoscopic
0
0
12.2
295
94
34
140
4
97
4.3
13
8
11
0.78
500
null
0
0
1,500
500
100
0
100
50
0
0
0
0
0
0
0
1
0
1
1
0
0
0
0
1
0
0
0
0
1
Gyne_Benign
0
9,561
9,000
4
0
108
0
52
153.2
50
1
0
General surgery
Colorectal
Videoscopic
0
0
12.1
289
100
28.4
141
3.9
102
4.4
21
23
10
0.54
50
330
0
0
900
0
0
0
0
90
0
10
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
1
Colorectal_Cancer
0
14,353
14,520
8
0
110
1
51
171.7
72.6
2
0
General surgery
Transplantation
Open
0
1
18
168
116
30
137
4.5
133
4.1
19
22
37
11.34
200
150
0
0
2,400
0
0
0
0
38
0
15
50
0
1,500
1
0
1
0
0
1
0
0
0
0
0
0
1
0
0
1
Kidney_Disease
1
17,278
17,400
15
0
111
0
41
158.3
53.45
2
0
Gynecology
Major resection
Videoscopic
0
0
12.4
252
91
29.7
141
4
123
4.3
16
12
12
0.72
200
200
0
0
500
0
100
0
100
50
0
0
0
0
0
0
0
1
0
1
1
0
0
0
0
0
0
0
0
0
1
Gyne_Benign
0
10,740
11,460
4
0
112
1
67
158.2
53.45
2
0
Thoracic surgery
Others
Robotic
0
0
15.9
269
111
33.7
138
4.4
89
4.4
30
21
11
0.74
50
320
0
0
1,850
0
0
0
0
90
0
0
150
0
0
1
0
1
0
0
0
0
1
0
0
0
0
0
0
0
1
Other_Cancer
1
35,602
37,800
17
0
113
0
74
163.7
43.1
2
0
General surgery
Stomach
Videoscopic
0
1
10.7
141
99
36.2
142
4.3
184
4
19
12
18
0.85
20
200
0
0
650
10
150
0
0
85
0
20
0
0
600
0
0
1
0
0
1
0
0
0
0
0
0
1
0
0
1
Gastric_Cancer
1
16,388
16,800
10
0
115
1
64
151.9
41.2
1
0
General surgery
Colorectal
Videoscopic
0
0
12.5
260
105
32.6
141
4.3
107
3.6
19
11
11
0.59
200
180
0
0
1,600
0
80
0
100
70
0
20
0
0
0
0
0
1
0
0
1
0
0
0
0
0
0
0
0
0
1
Colorectal_Cancer
0
12,772
14,640
10
0
116
0
68
161.2
58.6
2
0
General surgery
Hepatic
Videoscopic
0
0
11.8
243
null
null
140
4.5
98
3.8
28
19
18
1.05
150
50
0
0
1,200
0
150
0
0
60
0
0
0
0
0
1
0
1
0
0
1
0
0
0
0
0
0
1
0
1
1
Other_Cancer
1
11,437
12,000
11
0
118
0
22
174.8
74.4
2
0
General surgery
Thyroid
Robotic
0
0
15.9
174
109
30
140
4.4
97
4.6
17
30
14
1.07
null
null
0
0
1,200
0
0
0
0
50
0
0
0
0
0
0
0
1
0
1
1
0
0
0
0
1
1
1
0
0
1
Thyroid_Benign
1
15,757
16,200
5
0
119
0
70
169.8
81
2
0
General surgery
Vascular
Open
0
0
15.2
184
104
31
140
4.2
123
4.2
32
30
19
0.73
null
null
0
0
null
0
0
3
0
0
0
5
0
0
0
0
0
0
0
0
0
0
0
1
0
1
1
1
0
0
0
Other_NonCancer
1
8,166
8,640
2
0
121
0
74
166.7
69.5
3
0
General surgery
Stomach
Videoscopic
1
0
9.8
188
100
29.9
145
5.5
86
4.2
27
14
62
3.27
100
100
0
0
800
0
0
0
0
90
0
35
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
1
0
0
1
Gastric_Cancer
1
16,848
16,740
15
0
122
0
34
165.4
72.5
2
1
Gynecology
Others
Open
0
0
12.6
206
109
30.1
138
3.7
107
3.1
20
11
7
0.52
700
null
0
0
1,200
500
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
1
0
1
0
1
0
0
0
Other_NonCancer
0
5,614
5,820
4
0
123
0
46
157.6
49.4
2
1
General surgery
Colorectal
Open
0
0
11.6
216
100
31.5
141
4
81
4.4
15
10
12
0.63
300
30
0
0
1,450
0
0
0
0
100
0
5
0
0
0
0
0
1
0
1
1
0
0
0
0
0
0
0
0
0
1
Colorectal_Cancer
0
9,290
9,480
8
0
125
0
38
150.1
45
2
0
Thoracic surgery
Minor resection
Videoscopic
0
0
13
219
96
39.4
null
null
105
4.2
31
18
12
0.63
null
null
0
0
500
0
0
0
0
80
0
0
0
0
0
0
0
1
0
1
0
0
1
0
0
1
1
0
0
0
1
Other_NonCancer
0
5,749
6,300
4
0
129
0
67
173.1
80.2
2
0
Thoracic surgery
Minor resection
Videoscopic
0
0
13.7
195
103
32.1
143
4.5
145
4
36
40
22
0.92
null
750
0
0
950
0
0
0
0
130
0
10
0
0
0
1
0
1
0
0
0
0
1
0
0
0
1
0
0
1
1
Lung_Nodule
1
18,134
17,820
5
0
131
2
69
152
54.8
2
0
Thoracic surgery
Major resection
Videoscopic
1
0
12.4
266
94
32.1
142
4.1
143
4.4
19
20
14
0.65
50
330
0
0
400
0
0
0
0
90
0
0
0
0
0
1
0
1
0
0
0
0
1
0
0
0
0
0
0
0
1
Other_NonCancer
0
11,236
11,940
6
0
132
0
61
159
68
2
0
General surgery
Colorectal
Open
1
0
12.8
278
101
35.7
139
4.6
129
4.2
20
21
10
0.81
200
50
0
0
700
0
150
0
100
90
0
15
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
1
Colorectal_Cancer
1
10,708
9,540
13
0
133
0
53
157.1
55.5
2
0
General surgery
Breast
Open
0
0
13.1
342
106
39
137
4.2
100
4.4
17
12
11
0.73
null
null
0
0
150
0
0
0
0
50
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
1
1
0
0
1
Breast_Benign
0
5,716
3,720
7
0
134
0
62
147.8
71.3
2
0
General surgery
Colorectal
Videoscopic
1
0
9.4
348
119
35.4
144
4.2
164
3.9
14
10
16
0.67
200
200
0
0
1,200
0
130
0
100
80
0
20
30
0
0
0
0
1
0
0
1
0
0
0
0
0
0
0
0
0
1
Colorectal_Cancer
0
12,170
13,680
8
0
135
1
79
155
54.2
2
0
Thoracic surgery
Minor resection
Videoscopic
1
1
10.5
219
100
28.4
138
4.4
165
3.9
13
10
21
0.9
null
150
0
0
750
0
0
0
0
100
0
5
0
0
0
1
0
1
0
0
0
0
1
0
0
0
1
0
0
0
1
Lung_Nodule
0
15,861
15,000
8
0
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