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mertkarabacak
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NSQIP-ALIF

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train · 41.9k rows

Unnamed: 0 int64 0 11.1k	Sex int64 0 1	Race int64 0 4	Hispanic_Ethnicity int64 0 2	Transfer_Status int64 0 2	Age float64 18 91	Surgical_Specialty int64 0 1	Height float64 1.22 2.03	Weight float64 34.5 220	Diabetes_Mellitus_Requiring_Therapy int64 0 1	Current_Smoker_Status int64 0 2	Dyspnea int64 0 1	Functional_Status int64 0 3	Ventilator_Dependency int64 0 1	History_of_Severe_COPD int64 0 1	Ascites_within_30_Days_Prior_to_Surgery int64 0 1	CHF_within_30_Days_Prior_to_Surgery int64 0 1	Hypertension_Requiring_Medication int64 0 1	Acute_Renal_Failure int64 0 1	Currently_Requiring_or_on_Dialysis int64 0 1	Disseminated_Cancer int64 0 1	Open_Wound int64 0 1	Steroid_or_Immunosuppressant_for_a_Chronic_Condition int64 0 1	Malnourishment int64 0 1	Bleeding_Disorder int64 0 1	RBC_Transfusion_within_72_Hours_Prior_to_Surgery int64 0 1	Preoperative_Serum_Sodium float64 124 149	Preoperative_Serum_BUN float64 3 154	Preoperative_Serum_Creatinine float64 0.3 13	Preoperative_WBC_Count float64 0.4 21.3	Preoperative_Hematocrit float64 11.6 57.8	Preoperative_Platelet_Count float64 3.2 701	ASA_Classification int64 0 2	Single_or_Multiple_Level_Surgery int64 0 1	OUTCOME float64 0 1
0	1	1	0	0	35	1	1.5494	80.739376	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	140	12	0.6	6.27	37.5	254	1	0	0
1	0	0	0	0	57	1	1.8034	107.501304	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	138	25	0.99	8.1	45.1	257	1	0	0
2	0	0	0	0	38	1	1.7526	104.32616	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	140	21	1.4	5.9	41.1	176	1	0	0
3	0	0	0	0	60	1	1.7272	94.800728	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	138	16	0.7	9.3	48.9	228	1	0	0
4	0	0	0	0	58	0	1.778	117.026736	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	137	20	1.1	10.4	45.2	322	2	1	0
5	0	0	0	0	67	0	1.8288	87.543256	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	140.2	25	1.3	5.5	37.6	134	1	1	0
6	0	0	0	0	67	0	1.8796	89.811216	1	1	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	138	17	0.7	11.6	33.1	248	2	0	0
7	1	0	0	0	75	1	1.5494	71.667536	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	135	16	0.5	14.9	40.8	264	1	0	0
8	1	0	0	0	68	1	1.5494	63.50288	1	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	139	17	0.63	8.78	38.8	310	2	0	0
9	1	0	0	0	37	1	1.6764	60.781328	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	140	14.2	0.752	6.666	41.5	279.2	1	0	0
10	0	0	0	0	75	0	1.7272	122.46984	1	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	138	19	0.8	7	42.6	204	1	0	1
11	1	0	0	0	67	1	1.524	68.945984	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	138	15	0.59	10.57	43.4	291	1	0	0
12	0	0	0	0	50	1	1.7272	91.625584	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	140	12	1.08	8.1	42	249	1	0	0
13	1	0	0	0	81	0	1.5494	57.606184	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	139	18	0.7	5.4	37.2	208	2	0	1
14	0	0	0	0	71	0	1.7272	113.851592	1	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	139	25	1	6.8	45.3	212	2	0	1
15	1	0	0	0	32	0	1.5748	73.028312	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	139	19	0.772	7.7	36	300	1	0	0
16	0	4	0	0	51	0	1.651	145.14944	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	140	15	0.9	11.7	44.5	215	1	0	0
17	1	1	0	0	68	1	1.4986	73.028312	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	139	14	0.8	6.6	38.8	243	2	0	0
18	1	0	1	0	46	1	1.651	55.791816	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	139	23	0.75	7.4	42.8	312	1	0	0
19	0	0	0	0	39	0	1.8542	83.91452	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	141	14	0.96	5.2	42.4	205	1	0	0
20	0	0	0	0	65	0	1.7526	107.954896	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	142	37	2.61	10.4	43.2	248	2	0	0
21	1	0	0	0	63	1	1.6764	107.954896	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	141	10	0.77	5.9	38	312	2	0	0
22	1	0	0	0	56	0	1.651	78.471416	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	139	13	0.7	4	40.4	248	1	0	0
23	1	0	0	0	61	1	1.5748	88.45044	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	137	14	0.84	5.5	39	258	2	0	0
24	0	4	1	0	81	1	1.7526	96.615096	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	140	20	1	5.8	50.1	216	1	0	0
25	1	1	0	0	52	1	1.6764	111.13004	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	142	8	0.6	4.5	39.3	190	1	0	1
26	0	0	0	0	56	0	1.8796	100.243832	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	140	30	1.02	7.79	46.9	361	1	0	0
27	0	1	0	0	37	1	1.8796	133.80964	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	142	7	1.25	4.8	40.2	191	2	0	0
28	1	0	0	0	48	1	1.6256	137.891968	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	139	12	0.8	11.9	36.9	302	2	0	0
29	1	0	0	0	64	1	1.5748	87.996848	1	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	141	20	0.91	7.7	45.3	233	2	0	0
30	1	0	0	0	43	0	1.651	88.904032	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	138.6	16.8	0.882	5.6	35.8	231	1	0	0
31	0	0	0	0	59	1	1.7526	104.779752	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	139	17	0.64	7.9	44.7	182	2	1	0
32	0	0	0	0	51	0	1.7526	79.3786	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	140.2	17.6	0.94	4.66	43.6	227	0	0	0
33	1	0	0	0	68	0	1.651	70.30676	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	1	0	140.8	23.4	0.856	9.092	42.1	291	2	0	1
34	0	0	0	0	66	0	1.8034	87.089664	0	0	0	0	0	1	0	0	1	0	0	0	0	0	0	0	0	142	21	1.2	7.8	45.3	353	2	0	0
35	1	0	0	0	76	1	1.6764	82.553744	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	140	11	0.8	6.7	34.5	285	2	0	1
36	1	0	0	0	65	1	1.6764	109.315672	1	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	141.6	16.8	0.894	8	38.5	376	2	0	0
37	0	0	0	0	57	1	1.778	149.231768	1	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	141	14	1.04	8.5	30.7	123	2	1	0
38	0	0	0	0	27	0	1.7526	82.100152	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	145	9	0.74	4.1	41.7	143	2	0	0
39	0	0	0	0	61	1	1.7018	94.800728	0	1	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	141	17	1	8.8	42.7	190	1	0	0
40	1	0	0	0	54	0	1.651	100.243832	0	1	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	138	15	0.88	6.4	42.5	168	1	0	0
41	0	0	0	0	45	1	1.8288	102.0582	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	140	14	1	7.7	45.6	297	0	0	0
42	0	4	0	0	44	1	1.8542	83.91452	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	141	11	0.87	7.6	45.2	307	1	1	0
43	1	0	0	0	53	0	1.7272	92.532768	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	140	8	0.72	8	40.4	275	1	0	0
44	0	0	0	0	70	0	1.6764	111.583632	1	0	1	0	0	0	0	0	1	0	0	0	0	0	0	0	0	140	16	1.11	6.1	37.4	167	2	0	0
45	0	0	0	0	31	0	1.8288	152.406912	0	1	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	138	14	0.7	8.3	42.76	239	2	0	0
46	1	0	0	0	70	1	1.5748	74.84268	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	140	14	0.89	4.1	34.3	249	1	0	1
47	0	1	0	0	54	1	1.7018	76.657048	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	142	16	0.79	4.4	48.3	115	1	0	0
48	1	0	0	0	54	0	1.5494	62.142104	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	142	18	0.6	7.25	39.6	211	1	1	1
49	1	0	0	0	60	0	1.524	77.11064	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	139	17	0.79	7.53	40.8	202	2	0	0
50	0	0	0	0	79	0	1.651	67.131616	1	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	143	55	2.79	7.9	37.5	213	2	0	0
51	1	0	0	0	74	1	1.5494	75.749864	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	140	21	1.27	7.6	38	237	1	0	1
52	1	0	0	0	61	0	1.6002	104.779752	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	140	15	0.69	6.4	36.3	246	2	0	0
53	1	0	0	0	57	1	1.6764	81.64656	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	140	30	0.8	6.2	40.4	209	2	0	0
54	0	0	0	0	54	1	1.778	79.832192	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	139.6	16.6	0.838	5.23	39.8	244	1	0	0
55	1	0	0	0	49	0	1.524	85.728888	1	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	134	33	1.4	6.4	34.4	270	1	0	1
56	0	4	0	0	63	1	1.7526	80.739376	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	142	16	1.05	5.6	46.5	235	1	0	0
57	0	0	0	0	60	1	1.7018	91.171992	0	1	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	139	12	0.8	12.06	40.8	239	2	0	0
58	0	0	0	0	39	1	1.778	134.263232	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	142	12	0.8	11.1	45.4	251	2	0	0
59	0	0	0	0	61	1	1.8034	91.171992	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	141	9	0.8	10.66	46.4	254	1	0	0
60	1	0	0	0	30	0	1.6002	84.821704	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	140	8	0.52	5.1	40.2	259	2	0	1
61	0	0	0	0	59	1	1.8034	100.243832	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	140	16	1.038	8.1	44.3	205	1	0	0
62	1	0	0	0	80	1	1.5748	68.492392	1	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	137	9	0.8	3.84	40.3	309	2	0	0
63	1	0	0	0	47	1	1.6256	52.616672	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	138	19	0.98	5	38.8	274	2	0	0
64	0	0	0	0	55	1	1.8034	87.543256	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	146	23	1.1	4.6	45.5	152	1	0	0
65	1	0	0	0	83	1	1.4986	61.688512	1	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	144	24	1	6.2	31.2	221	1	0	1
66	1	4	1	0	37	0	1.4986	50.802304	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	139	10	0.66	5.9	34	553	1	0	0
67	1	0	1	0	79	1	1.524	70.760352	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	141	21	0.98	7.1	39.1	237	1	0	1
68	1	0	0	0	64	1	1.6256	94.800728	0	0	1	1	0	0	0	0	0	0	0	0	0	0	0	0	0	143	22.6	0.994	7.12	33.8	252.6	2	0	0
69	1	0	0	0	47	0	1.651	71.667536	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	143	13	0.6	5.7	37.1	244	1	0	0
70	0	0	0	0	46	1	1.8288	77.564232	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	141	14	0.9	9.59	47	340	1	0	0
71	0	0	0	0	48	0	1.6256	72.57472	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	139.8	11.6	0.886	6.794	40.56	216.2	1	0	0
72	1	0	0	0	60	1	1.524	53.070264	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	141	16	0.74	7.2	41.7	405	2	0	0
73	0	0	0	0	50	1	1.8034	83.007336	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	142	12	0.94	8.3	43	168	0	0	0
74	0	1	0	0	34	1	1.905	138.799152	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	140	17	1.19	5.8	37.8	220	2	0	1
75	1	4	2	0	45	1	1.7526	110.676448	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	140	20	0.92	6.3	39.9	305	1	0	0
76	1	0	0	0	69	0	1.5494	45.812792	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	137	14	0.94	9.5	43.3	237	1	1	0
77	1	0	2	0	43	1	1.7018	86.18248	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	138	9	0.9	7.4	45.8	267	1	0	0
78	0	0	0	0	70	1	1.8288	85.275296	1	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	135	15.4	1.21	8.3	44.3	268	1	0	0
79	1	0	0	0	55	1	1.7018	90.7184	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	141	20	0.78	5.1	36.8	247	1	1	1
80	0	4	2	0	44	0	1.6256	79.832192	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	138.6	10.8	0.814	8.2	42.78	282	1	0	0
81	0	0	0	0	35	0	1.7018	83.91452	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	140	7	0.7	10.1	45	285	1	0	0
82	1	0	0	0	61	0	1.7526	65.77084	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	141.2	16.8	0.812	6.76	41	257	1	0	0
83	1	0	0	0	75	1	1.5748	95.25432	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	138	18	0.59	12.69	41.1	391	1	0	0
84	0	0	0	0	54	0	1.778	88.904032	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	139	16	0.94	4.9	46.1	253	1	0	0
85	1	0	0	0	56	0	1.6256	122.923432	0	0	1	0	0	0	0	0	1	0	0	0	0	0	0	0	0	140	10	0.84	4.4	35.8	180	2	0	1
86	0	0	0	0	35	0	1.7272	73.028312	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	141	12	0.9	4.5	41.9	275	1	0	0
87	0	0	0	0	46	1	1.778	72.57472	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	135	9	0.8	6.9	40.8	267	1	0	0
88	1	0	0	0	76	0	1.6256	59.874144	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	137	12	0.85	8.33	40.9	328	2	0	0
89	1	1	0	0	59	1	1.524	63.049288	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	140	15	0.8	6.6	40.2	280	1	0	0
90	1	0	0	0	60	0	1.6002	144.695848	1	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	138	14	0.84	6.7	40.7	317	2	1	1
91	0	0	0	0	47	0	1.905	112.944408	0	0	0	0	0	0	0	0	1	0	0	0	0	1	0	0	0	139	15	1	6.6	45.8	184	1	0	0
92	0	0	0	0	57	1	1.778	84.821704	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	140.6	13.8	0.748	7.98	39.4	292.2	1	0	0
93	0	0	1	0	66	0	1.6764	84.368112	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	137	19	1.1	7.63	46.8	251	1	0	0
94	1	0	0	0	55	0	1.651	86.636072	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	139.8	11.2	1.002	6.28	44.02	285.2	1	0	0
95	1	0	0	0	80	1	1.4986	75.749864	1	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	144	18.6	0.736	7.2	37.3	243	2	1	0
96	0	0	0	0	54	0	1.8034	88.904032	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	141.8	17.6	0.848	7.62	40.26	239	1	0	1
97	0	1	0	0	44	1	1.8796	102.965384	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	139	10	1	7	42.4	190	1	0	0
98	0	0	1	0	66	0	1.6002	78.925008	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	142	13	0.75	7.1	43.8	266	2	0	0
99	0	0	0	0	68	0	1.778	96.615096	1	1	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	139	13	1.09	9.7	47.7	236	2	1	0

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