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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	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	History_of_Severe_COPD int64 0 1	Hypertension_Requiring_Medication int64 0 1	Steroid_or_Immunosuppressant_for_a_Chronic_Condition 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
400	0	0	0	69	0	1.8034	83.91452	0	0	0	0	0	0	136	15	0.8	5.04	45.1	213	1	0	0
401	1	0	0	55	0	1.5494	79.3786	0	0	0	0	0	0	144	11	1	5.5	39.5	253	2	0	0
402	1	1	0	71	0	1.6256	77.11064	0	0	0	0	1	0	139	8	0.71	3	39.4	282	2	0	1
403	0	0	0	63	0	1.7526	92.98636	0	0	0	0	1	0	135	11	1.01	5.3	46.3	209	2	0	0
404	1	4	0	40	0	1.6002	66.678024	0	0	0	0	0	0	137	7	0.75	6.1	42.7	300	1	0	0
405	1	0	0	74	1	1.6764	71.667536	0	0	0	0	1	0	139	44.818	0.86	7.1	41.3	311	1	0	0
406	0	0	0	73	0	1.778	104.32616	0	0	0	0	1	0	142	27	1.33	6.73	37.7	219	2	1	0
407	1	0	0	37	1	1.7526	120.655472	0	0	0	0	0	0	140	13	0.8	8.8	43.7	295	1	0	0
408	0	0	0	57	1	1.7526	95.707912	0	0	0	0	1	0	140	18	1.05	9.4	39.6	296	1	0	0
409	1	0	0	66	0	1.6764	56.699	0	0	0	0	0	0	139	19	0.74	4.39	40.7	274	2	0	0
410	1	0	0	65	1	1.7018	97.52228	1	0	0	0	0	0	143	20	0.9	6.7	38.5	173	1	0	0
411	0	1	0	58	1	1.7018	79.3786	0	0	0	0	0	0	140	10	0.79	5.8	31.5	230	1	0	0
412	1	0	0	72	1	1.5748	72.57472	0	1	0	0	1	0	143	26	0.83	6.11	34.7	208	1	0	0
413	0	0	0	62	0	1.6764	65.77084	0	1	0	0	0	0	139	20	0.76	9.13	37.8	278	2	0	0
414	1	0	0	46	0	1.651	53.070264	0	0	0	0	0	0	140	15	0.65	7.1	43.7	351	2	0	1
415	1	0	0	41	1	1.5748	64.863656	0	0	0	0	1	0	139.6	11.6	0.684	9.1	39.76	244	1	0	0
416	0	0	0	82	1	1.6256	54.884632	0	0	0	0	0	0	137	11	0.91	5.6	31.8	350	1	0	1
417	0	0	0	63	1	1.7526	68.492392	0	1	0	0	1	0	142.2	20.8	0.7	6.12	46	239.4	1	0	1
418	0	0	1	48	1	1.7526	89.811216	1	0	0	0	1	0	140	8.7	0.83	7.4	42	207	1	0	0
419	1	2	0	31	1	1.524	61.688512	0	1	0	0	0	0	136.6	13.2	0.748	9.8	41.1	376	1	0	0
420	0	0	0	52	1	1.8034	94.347136	0	0	0	0	1	0	137	14	0.93	5.8	47	220	1	0	0
421	0	0	1	56	1	1.778	87.996848	0	0	0	0	0	0	139.2	12	0.838	7.28	43.46	275.6	1	0	1
422	1	0	0	47	0	1.7526	88.45044	0	1	0	0	1	0	142	15	0.75	7.1	40.2	291	2	0	0
423	0	0	2	56	1	1.7272	84.821704	0	1	0	0	1	0	143	15	1.1	6.56	37	296	1	0	0
424	0	0	0	43	0	1.8034	86.18248	0	0	0	0	1	0	139	8	0.8	4	38.9	253	2	1	0
425	0	0	0	72	1	1.8542	98.429464	0	0	0	0	1	0	141	17	1.1	6	46.5	224	1	1	0
426	1	0	0	74	1	1.6256	103.872568	0	0	0	0	1	0	132	15	0.7	5.9	31.7	244	2	0	1
427	0	0	0	47	1	1.8288	95.707912	0	0	0	0	0	0	142	16	1.06	6.4	46.7	266	1	0	0
428	1	0	0	60	1	1.7018	58.96696	0	0	0	0	1	0	139.8	17.4	0.72	9.7	43.5	214	2	0	0
429	1	0	0	54	0	1.6256	93.893544	0	1	0	0	1	0	140	16	0.94	10.7	39.7	261	1	0	0
430	1	0	0	75	0	1.5494	73.028312	0	0	0	0	1	0	143	12	0.69	5.6	36.1	303	2	0	1
431	0	0	0	44	0	1.8542	73.481904	0	0	0	0	0	0	141	14	1	7	37.3	324	1	0	0
432	0	0	0	62	0	1.7526	81.64656	0	0	0	0	0	0	141	20	1.1	5.1	38	249	1	0	0
433	0	0	0	71	1	1.8034	92.98636	0	0	1	0	1	0	140.4	20.2	1.078	6.4	38.9	181	2	0	0
434	0	0	0	45	1	1.8034	122.46984	0	1	1	0	1	0	138	14	1.19	6.6	45.9	221	1	0	0
435	1	0	0	74	0	1.6256	71.667536	0	0	1	0	0	1	137	23	1.06	6.2	38.2	236	2	1	1
436	1	0	1	72	0	1.524	61.688512	1	0	0	0	1	0	141	19	0.96	4.3	39	227	1	1	1
437	0	1	0	59	1	1.7526	118.387512	0	1	0	0	0	0	143	13	0.88	7.5	41	161	2	0	0
438	0	0	0	82	0	1.7018	81.64656	1	0	0	0	1	0	139	19	1.62	8	38.5	147	2	0	1
439	1	0	0	62	1	1.7018	79.3786	0	0	0	0	0	0	143	17	0.81	6.4	41	331	1	0	0
440	1	0	0	38	1	1.651	103.872568	0	0	0	0	0	0	139	13	0.75	9.8	35	260	1	0	0
441	1	0	0	73	1	1.4986	44.452016	0	0	0	0	1	0	143	8	0.61	6.6	39.4	245	1	0	0
442	1	0	0	46	0	1.6764	55.338224	0	0	0	0	0	0	137	17	0.78	4.4	33.8	283	1	0	0
443	0	0	1	37	0	1.7018	72.57472	0	0	0	0	0	0	141	13	1.02	5.6	47.3	251	1	0	0
444	0	0	0	54	0	1.8288	86.636072	0	0	0	0	0	0	142	15	0.99	11	43	465	1	0	0
445	1	0	0	66	0	1.6256	65.317248	0	0	0	0	0	0	139	14	0.74	5.9	41	281	1	0	0
446	1	1	0	22	1	1.5748	87.996848	0	0	0	0	1	0	141	11	0.7	5.2	35.4	386	1	0	0
447	0	0	0	68	1	1.8034	105.233344	0	0	0	0	1	0	142	23	1.61	11.4	45.7	251	1	0	0
448	1	0	0	50	1	1.6256	64.863656	0	0	0	0	0	0	140	12	0.75	7.6	40	290	1	0	0
449	1	1	0	43	1	1.7526	92.98636	0	0	0	0	1	0	140	12	1	5.8	36.5	180	1	0	0
450	0	1	0	29	0	1.7018	99.79024	0	1	0	0	0	0	141	15	0.93	5.6	45.9	240	1	0	0
451	1	4	1	57	0	1.6764	84.821704	0	0	0	0	0	0	138	12	1.1	11.3	30.5	236	2	1	1
452	0	0	0	62	1	1.651	65.77084	0	0	0	0	0	0	140	42.017	1.1	5.03	42.6	213	1	0	0
453	0	0	0	30	1	1.7526	86.636072	0	0	0	0	0	0	137	11	0.83	4.45	45.6	284	1	0	0
454	1	0	1	52	0	1.6256	64.410064	0	1	0	0	0	0	139	13	0.87	5	41	223	1	0	0
455	1	1	0	48	1	1.7018	65.317248	0	0	0	0	0	0	141	9	0.5	6.09	34.5	260	1	0	0
456	0	0	0	39	0	1.8288	109.315672	0	0	0	0	0	0	139.2	12.8	0.858	7.916	45.4	282.8	1	0	0
457	0	0	0	51	0	1.8034	102.511792	0	0	0	0	0	0	141	19	0.89	5.9	47.4	211	0	0	1
458	1	0	0	57	1	1.524	72.121128	1	0	0	0	1	0	139	18	0.6	8.6	35.1	319	2	0	0
459	0	0	0	49	0	1.8796	106.59412	0	0	0	0	0	0	140	22	1.2	7.5	42.2	263	1	0	0
460	1	2	0	57	0	1.524	65.317248	0	0	0	0	0	0	139	10	0.86	5	37.7	316	1	0	0
461	0	0	0	72	1	1.7526	86.18248	0	0	0	0	1	0	142	22	0.97	7.28	40.24	238.8	2	0	0
462	0	0	0	75	1	1.7526	104.779752	0	0	0	0	1	0	139	15	0.9	5.3	44.2	136	2	0	0
463	0	1	0	46	1	1.905	90.7184	0	1	0	0	0	0	144	13	1.28	6.2	46.8	360	2	0	0
464	0	0	0	52	1	1.7272	102.965384	1	0	0	0	1	0	137	25	1.5	8.3	43.6	233	1	0	1
465	0	0	0	55	0	1.778	71.667536	0	1	0	0	0	0	138	13	0.77	11.2	51.3	319	1	0	0
466	0	4	2	57	0	1.7526	83.007336	0	1	0	0	0	0	139.4	14.6	0.884	6.7	42.52	255.6	1	0	0
467	0	2	0	47	1	1.905	134.716824	0	0	0	0	1	0	144	11	1	4.33	45.1	174	1	0	0
468	1	0	0	62	1	1.7018	102.0582	1	0	1	0	1	0	144	18	1.2	5.9	43	205	1	0	1
469	0	0	1	66	1	1.7526	68.0388	0	1	0	0	0	0	141	13	0.73	5	42.3	183	1	0	0
470	0	0	0	61	0	1.7018	78.471416	0	0	0	0	1	1	143	21	1.14	13.8	43.8	341	1	0	0
471	0	0	0	71	0	1.8034	87.543256	0	0	0	0	0	0	138	19	1	5.7	46.8	248	1	1	0
472	0	0	0	58	1	1.8034	68.0388	0	0	0	0	0	0	139	12	0.77	4.1	44.9	286	1	0	0
473	1	0	0	67	1	1.8542	69.853168	1	1	0	1	1	0	137	10	0.5	8.3	26.5	216	2	0	1
474	0	0	0	46	0	1.905	114.305184	0	0	0	0	0	0	138	22	1.3	5.9	41.8	221	1	0	0
475	1	0	0	39	0	1.6256	116.573144	0	0	0	0	0	0	137	15	0.8	5.5	39.6	338	2	0	0
476	1	1	2	59	1	1.7018	94.800728	0	0	0	0	0	0	145	11	0.7	5.3	40.5	248	1	1	0
477	1	0	0	49	1	1.6764	77.11064	0	1	0	0	0	0	141	8	0.82	7	42.7	226	2	0	0
478	0	0	0	71	0	1.7018	64.410064	0	0	0	0	1	0	141	21	0.8	4.8	47	150	1	1	0
479	1	0	0	67	1	1.651	91.171992	0	0	0	0	1	0	142	17	0.6	3.7	42.3	141	2	0	1
480	0	0	0	71	0	1.6002	87.996848	0	0	0	0	1	0	137	12	1	5.7	39.8	291	1	0	0
481	1	0	0	34	0	1.8034	136.0776	0	0	0	0	0	0	140	14	0.6	9.8	40.1	303	1	0	0
482	1	0	0	51	0	1.5494	51.709488	0	0	0	0	0	0	136	14	0.7	7	42.1	184	0	0	0
483	0	0	0	52	0	1.7526	90.264808	0	0	0	0	1	0	139	13	0.91	6.4	40.3	293	1	1	0
484	0	1	0	28	1	1.8288	72.121128	0	0	0	0	0	0	140	14.8	0.846	3.9	42	179	0	0	0
485	0	0	0	55	1	1.6764	92.532768	0	0	0	0	0	0	141	18	0.99	8.4	44.5	240	1	0	0
486	1	0	0	53	0	1.5748	62.142104	0	0	0	0	0	0	136	15	1.06	5.24	46.2	197	1	0	0
487	0	1	0	54	0	1.6764	70.760352	0	1	0	0	0	0	138	10	1.1	4.1	39.6	166	1	0	0
488	1	0	0	64	0	1.6002	67.585208	0	0	0	0	0	0	141	23	0.95	7.2	42.1	246	1	0	0
489	1	1	0	58	0	1.5748	73.028312	0	1	0	0	1	1	140	14	0.8	5.3	38	371	2	0	0
490	1	0	0	65	0	1.6256	91.171992	0	0	0	0	0	0	145	18	0.69	8.19	40.8	237	2	0	1
491	0	0	1	47	0	1.7018	68.0388	0	0	0	0	0	0	138	9	0.72	5.4	43.6	389	1	0	0
492	0	0	0	69	1	1.7272	123.377024	1	0	0	0	1	0	142	31	1.3	8.2	32	216	2	0	0
493	0	0	0	43	1	1.9304	81.192968	0	1	0	0	0	0	139.4	10.6	0.904	5	40.9	247	1	0	0
494	0	0	0	36	0	1.6256	71.667536	1	1	0	0	0	0	139	10	0.83	7.1	46.5	219	1	0	0
495	0	0	0	53	0	1.778	97.068688	0	1	0	0	0	1	140	12	0.8	9.14	49.4	250	2	0	0
496	0	0	0	53	1	1.778	94.347136	0	0	0	0	0	0	139	12	0.64	8.9	49.2	284	1	1	0
497	0	1	0	66	1	1.7526	72.57472	0	1	0	0	0	0	139	16	0.75	8	46.6	166	1	1	0
498	0	0	1	42	1	1.778	93.893544	0	0	0	0	0	0	139	10.2	0.94	7.68	46.52	247.2	1	0	0
499	0	0	0	54	0	1.8034	116.119552	0	0	0	0	1	0	145	7	0.64	10.6	36	155	1	1	1