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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	Functional_Status int64 0 3	History_of_Severe_COPD int64 0 1	Hypertension_Requiring_Medication int64 0 1	Steroid_or_Immunosuppressant_for_a_Chronic_Condition int64 0 1	Bleeding_Disorder 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
300	0	0	0	52	1	1.7018	86.636072	0	1	0	0	0	1	0	0	137.8	16.6	0.964	7.46	41.94	241.2	1	0	1
301	1	0	0	37	0	1.7526	69.399576	0	0	0	0	0	0	0	0	139	10	0.7	7.3	37.4	358	1	1	0
302	1	0	0	68	0	1.6002	58.059776	0	0	0	0	0	0	0	0	139	14	0.91	5	38.7	274	1	0	0
303	1	0	0	52	1	1.6002	94.800728	0	0	0	0	0	0	0	0	140	10	0.72	8.8	37.1	293	2	0	0
304	1	0	0	59	0	1.6764	89.811216	0	0	0	0	0	0	1	0	140	14	0.69	11.9	41	240	2	0	1
305	0	0	1	34	1	1.7018	82.100152	0	0	0	0	0	0	0	0	139.2	11.8	0.786	7.72	44.86	256.8	0	0	0
306	1	0	0	65	1	1.651	104.32616	0	0	0	0	0	0	0	0	141	20	0.98	5.4	39.8	257	2	0	0
307	1	1	0	67	0	1.651	102.0582	0	0	0	0	0	1	0	0	137	14	0.9	5.2	36.8	204	1	0	0
308	0	0	0	52	1	1.8288	92.079176	0	0	0	0	0	0	0	0	141	14	1.28	7.8	47.6	275	0	0	0
309	0	0	0	57	0	1.7526	79.832192	0	0	0	0	0	0	0	0	142	14	0.82	4.7	47	262	2	0	0
310	0	0	0	56	1	1.7526	86.636072	0	1	0	0	0	0	0	0	141	13	0.96	6.7	46.6	222	1	0	0
311	1	0	0	32	0	1.524	69.853168	0	0	0	0	0	0	0	0	136	15	0.73	8.6	39.5	284	1	0	0
312	0	0	0	48	1	1.8796	94.800728	0	0	0	0	0	0	0	0	139	15	1.04	5.4	48.1	198	1	0	0
313	1	0	2	38	1	1.5494	97.975872	0	0	0	0	0	1	0	0	141	10	0.7	4	32.9	257	2	0	0
314	0	0	0	44	0	1.905	98.429464	0	0	0	0	0	1	0	0	139	13	1	3.8	42.6	157	1	0	0
315	1	0	0	50	0	1.5748	64.863656	0	0	0	0	0	0	0	0	134	12.8	0.77	5.9	47.3	332	1	1	1
316	1	0	0	59	0	1.6256	83.007336	1	1	0	0	0	1	0	0	135	13	0.67	8.9	42	271	2	0	0
317	0	0	0	72	0	1.8034	78.017824	0	0	0	0	0	0	0	0	139	24	1.52	3.8	39	259	2	0	0
318	0	0	0	40	0	1.9304	125.191392	0	0	0	0	0	0	0	0	141	7	0.95	8.6	48.1	285	2	0	0
319	1	0	0	54	0	1.5494	58.059776	0	1	0	0	0	0	0	0	134	6	0.6	6.8	40.4	462	2	0	0
320	1	0	0	75	0	1.4732	88.45044	1	0	0	0	0	1	0	0	136	15	0.91	7.5	42.5	191	2	0	0
321	0	0	1	54	0	1.778	104.32616	0	0	0	0	0	1	0	0	138	23	1.37	4.8	53.2	189	1	0	0
322	0	0	0	49	1	1.7526	110.222856	0	0	0	0	0	1	0	0	137	15	0.98	6.4	40.9	259	1	0	0
323	0	0	0	52	1	1.7526	90.7184	0	1	0	0	0	0	0	0	140.4	12.6	1.086	6.94	42.5	260.2	1	1	0
324	0	2	0	37	1	1.7018	87.543256	1	0	0	0	0	0	0	0	143	16	1.14	6.3	40.7	338	1	0	0
325	0	0	0	39	1	1.7272	84.821704	0	0	0	0	0	0	0	0	141.7	18.5	1.2	6.5	43.4	235	0	0	0
326	1	0	1	66	1	1.7526	52.16308	0	0	0	0	0	1	1	0	141	23	1.3	5.62	32.9	184	2	1	0
327	0	0	0	70	0	1.8034	109.769264	1	0	0	0	0	1	0	1	137	24	1.15	8.9	53.2	167	2	0	0
328	0	0	2	49	1	1.7272	99.79024	0	1	0	0	0	0	0	0	141	9	0.74	7.1	44.8	298	1	0	0
329	0	0	0	67	1	1.7272	91.625584	0	0	0	0	0	1	0	0	139	16	1.32	8	48.3	346	1	1	0
330	1	0	0	65	1	1.6256	57.152592	1	0	0	0	0	0	0	0	141	21	0.85	6.6	39.3	458	1	0	0
331	1	0	0	68	0	1.7272	117.93392	0	0	0	0	0	1	0	0	140	15	0.8	4.4	41.1	282	2	0	0
332	1	0	0	85	0	1.524	81.192968	0	0	1	0	0	1	0	0	132	17	0.74	8.99	36.6	241	2	0	0
333	0	4	0	55	1	1.8542	70.30676	0	0	0	0	0	0	0	0	141	12	0.9	3.6	37.2	161	1	0	0
334	1	0	0	57	0	1.7526	81.64656	0	0	0	0	0	0	0	0	141	15	0.89	5	42.3	266	1	0	0
335	0	0	0	71	1	1.8288	102.0582	0	0	0	0	0	0	0	0	139	15	0.8	6.5	47.3	182	1	0	0
336	0	0	0	64	1	1.7526	103.872568	0	0	0	0	0	1	0	0	140	22	1.5	8.6	43.5	157	2	1	0
337	1	0	0	71	1	1.7018	68.945984	0	0	0	0	0	0	0	0	133	7	0.48	5.3	35.8	304	1	0	0
338	1	0	0	59	1	1.6764	68.492392	0	1	0	0	0	0	0	0	134	16	0.9	7.8	41.3	332	2	0	0
339	0	0	0	46	1	1.651	96.615096	1	0	0	0	0	1	0	0	138	14	1.2	9	41.2	335	2	1	0
340	1	0	0	85	1	1.651	64.863656	0	0	0	0	0	0	0	0	139	19	1	6.1	37	378	1	0	0
341	1	0	0	61	1	1.5748	49.89512	0	0	0	0	0	0	0	0	140	10	0.72	6.1	41.3	352	1	0	1
342	1	0	1	40	1	1.4732	66.224432	0	0	0	0	0	0	0	0	138	10	0.7	6	40.4	226	1	0	0
343	1	1	0	56	0	1.6764	81.192968	1	0	0	0	0	1	1	0	138	19	0.8	3.46	30.1	117	2	0	1
344	1	0	0	78	1	1.5748	80.739376	0	0	0	0	0	1	0	0	142	13	0.62	4.6	37.8	230	2	0	0
345	0	0	0	66	1	1.9558	107.954896	0	0	0	0	0	0	0	0	136	15	1.03	6.6	42.6	237	1	0	1
346	0	4	2	88	0	1.778	80.285784	0	0	0	0	0	0	0	0	142	36.9748	2.1154	6.1	39	194	2	0	0
347	0	0	2	45	1	1.8542	112.490816	1	0	0	0	0	0	0	0	138	18	1	7.08	48.4	228	1	0	0
348	0	0	0	49	1	1.7272	74.84268	0	1	0	0	0	0	0	0	139	11	0.56	10.2	46.5	295	0	0	0
349	1	0	0	58	0	1.5748	83.007336	1	0	0	0	0	1	0	0	140	6	0.77	9	38.4	307	2	0	0
350	1	0	0	55	1	1.5494	55.338224	0	0	0	0	1	1	0	0	141	18	1	5.1	43.2	163	2	0	0
351	0	0	0	50	1	1.778	92.079176	0	0	0	0	0	0	0	0	140	10	0.9	5.26	45.61	192	1	0	0
352	1	0	0	63	1	1.6256	48.534344	1	0	1	0	0	1	0	0	138	13	0.55	5.6	39.2	212	2	0	0
353	1	0	0	55	0	1.6002	50.802304	0	0	0	0	0	0	0	0	139	23	0.5	5.6	33.1	223	1	1	1
354	0	1	0	65	0	1.778	120.20188	1	0	0	0	0	1	0	0	141	19	1.18	11.2	42	157	2	1	1
355	0	0	0	75	1	1.8034	80.739376	0	0	0	0	0	1	0	0	133	13	0.68	5.1	39.6	256	2	0	0
356	0	0	0	48	0	1.8288	113.398	0	0	0	0	0	0	0	0	138	13	1.06	6	44.2	226	1	0	0
357	1	1	0	63	0	1.524	73.028312	1	0	0	0	0	1	0	0	139	14	0.92	6.4	37.5	277	2	1	0
358	1	0	0	59	0	1.7526	73.028312	0	0	0	0	0	0	0	0	139	12	0.84	4.77	38.4	215	1	0	0
359	1	0	0	64	0	1.6764	116.573144	1	0	0	0	0	1	0	0	141	12	0.8	8.5	44	375	1	0	0
360	0	0	0	64	1	1.778	122.46984	0	0	0	0	0	1	0	0	136	6	0.83	6.22	43.1	231	2	1	0
361	1	0	0	68	0	1.6002	64.863656	1	0	0	0	0	0	1	0	143	9	0.54	4.9	38.6	256	2	1	1
362	0	0	0	58	1	1.7526	97.52228	1	0	0	0	0	1	0	0	138	28	1.22	9	42.8	289	1	0	0
363	0	4	1	58	1	1.7526	94.800728	0	0	0	1	0	1	0	0	142	20	1.13	3.7	47.2	292	1	0	0
364	0	0	0	39	1	1.8288	112.490816	0	0	0	0	0	0	0	0	139.4	13	0.802	8	42	261	1	0	0
365	1	0	0	56	0	1.7018	63.049288	0	1	0	0	0	0	0	0	141	11	0.6	10.37	42	375	1	0	0
366	0	0	0	62	1	1.7272	95.25432	0	0	0	0	0	0	0	0	141	23	1.25	4.2	47	211	2	0	0
367	0	4	0	66	1	1.8288	79.832192	0	1	0	0	0	1	0	0	136	20.5	0.61	7	44.6	215	2	0	0
368	0	0	0	65	1	1.8796	122.923432	1	0	0	0	0	1	0	0	141	21	1.3	6.9	39.5	265	2	0	0
369	1	0	0	59	0	1.7018	72.57472	0	0	0	0	0	0	0	0	135	11	0.79	5.11	35.5	253	1	0	0
370	1	0	0	69	0	1.524	63.956472	0	0	0	0	0	1	0	0	143	11	1.01	5.8	40.1	240	1	1	0
371	0	0	0	67	0	1.8288	78.925008	0	0	0	0	0	0	0	0	141	19	0.8	7.5	45.6	172	1	0	0
372	1	0	0	28	0	1.7018	95.707912	0	0	0	0	0	0	0	0	138	11.9	0.87	11.1	39.6	634	1	0	0
373	1	0	0	32	0	1.4986	68.0388	0	0	0	0	0	0	0	0	139	10	0.8	7.6	40.1	303	1	0	0
374	0	4	2	40	1	1.7526	81.64656	0	0	0	0	0	0	0	0	139	12.4	0.91	6.3	45.7	278	1	1	0
375	0	0	0	56	0	1.8034	106.59412	0	0	0	0	0	0	0	0	140	20	1.06	6.7	47.4	265	1	0	0
376	0	0	0	64	1	1.651	79.832192	0	1	0	0	0	1	0	0	128	8	0.9	6.2	40.5	272	2	0	1
377	0	0	0	53	0	1.9304	80.285784	0	0	0	0	0	0	0	0	138	17	0.92	4.6	47.3	261	1	0	0
378	1	0	0	68	1	1.6764	117.026736	0	0	0	0	0	1	0	0	139	23	1.15	8.8	42.3	275	2	1	0
379	1	0	0	52	0	1.651	94.800728	1	1	1	0	1	1	0	0	135	16	0.5	6.2	40.7	181	2	0	1
380	0	0	0	59	0	1.8542	118.841104	1	0	0	0	0	1	0	0	137	19	1.1	9.5	46	213	1	0	0
381	1	0	0	85	0	1.524	81.192968	0	0	1	0	0	1	0	0	132	17	0.74	8.99	36.6	241	2	0	0
382	0	0	0	73	1	1.651	61.23492	0	0	0	0	0	0	0	0	138	22.8	1.016	7.4	43.7	199	1	0	0
383	0	0	0	70	1	1.778	111.583632	0	0	0	0	0	1	0	0	141	14	0.75	9.5	46.1	185	1	0	0
384	0	0	0	75	0	1.651	68.0388	0	0	0	0	0	1	0	0	139	27	1.3	6.7	48.3	311	2	0	0
385	0	0	0	60	0	1.8542	122.923432	1	0	0	0	0	1	1	0	136	21	1.51	8.67	38.4	209	2	0	0
386	1	0	0	64	1	1.651	64.863656	0	1	0	0	0	0	0	0	140	12	0.78	9.6	43.3	376	2	0	0
387	0	1	0	47	0	1.8034	106.59412	0	0	0	0	0	0	0	0	138	15	1.3	5.9	40.6	285	1	0	0
388	1	4	2	27	0	1.6256	79.832192	0	0	0	0	0	0	0	0	138	8	0.5	7.5	37.6	317	0	0	0
389	0	0	0	39	1	1.9304	120.655472	0	0	0	0	0	0	0	0	137	27	0.97	8.2	45	226	0	0	0
390	1	0	0	52	1	1.651	92.532768	0	0	0	0	0	1	0	0	141	8	0.6	9.7	41.9	353	1	0	0
391	0	0	0	40	0	1.9304	125.191392	0	0	0	0	0	0	0	0	141	7	0.95	8.6	48.1	285	2	0	0
392	1	0	0	40	0	1.7018	78.017824	0	1	0	0	0	0	0	0	140	8	0.65	5.3	38.3	217	1	0	0
393	0	4	0	58	0	1.7526	98.429464	0	1	0	0	0	0	0	0	137	15	0.97	10.8	46.3	314	1	0	0
394	0	2	0	51	1	1.6256	62.142104	0	0	0	0	0	0	0	0	144	8	1	5.7	51	274	2	0	0
395	1	0	0	65	1	1.6256	110.676448	1	0	0	0	0	1	0	0	140	15	0.8	6.6	41.1	259	2	1	0
396	1	0	0	23	0	1.7018	65.77084	0	0	0	0	0	0	0	0	139	10	0.6	7.4	37.5	250	0	0	0
397	0	4	0	54	0	1.6002	76.657048	0	1	0	0	0	0	0	0	141	12	0.8	5.7	44.2	301	1	0	0
398	0	0	0	47	1	1.8034	101.604608	0	0	0	0	0	0	0	0	143	14	1.1	10.4	48.3	247	1	0	0
399	1	0	0	68	0	1.6256	60.781328	0	0	1	0	0	1	0	0	141	25	0.97	5.39	42.5	265	1	0	1