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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	CHF_within_30_Days_Prior_to_Surgery int64 0 1	Hypertension_Requiring_Medication int64 0 1	Steroid_or_Immunosuppressant_for_a_Chronic_Condition int64 0 1	Malnourishment 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
200	1	0	0	29	1	1.7018	97.068688	0	1	0	0	0	0	0	0	0	138	13	0.84	8.4	41.1	419	1	0	0
201	1	0	0	46	1	1.5494	79.832192	0	0	0	0	0	0	0	0	0	140.2	16	0.834	7.38	41.8	261.8	2	1	0
202	1	0	0	50	0	1.5748	81.64656	0	0	0	0	0	0	0	0	0	140.4	25.2034	0.798	7.51	41.06	273.2	1	0	0
203	0	0	0	64	1	1.7272	99.79024	0	0	1	0	0	0	1	0	0	138	18	1.29	6.7	43.1	177	1	0	0
204	1	0	0	41	1	1.4478	63.049288	0	0	0	0	0	0	0	0	0	141.2	22.6	1	6.8	41.1	174	1	0	0
205	0	0	0	36	0	1.8288	116.573144	0	0	0	0	0	0	0	0	0	138	16	0.86	5.4	47	215	1	0	0
206	0	0	0	45	0	1.778	95.25432	0	0	0	0	0	0	0	0	0	143	13	1	4.8	48.5	251	1	0	0
207	0	1	0	48	1	1.8034	83.91452	0	0	0	0	0	0	0	0	0	141	10.8	1.01	7.2	44.2	327	1	0	0
208	0	0	0	61	0	1.8034	95.25432	1	0	0	0	0	0	1	0	0	142	13	0.87	9.5	47.5	281	2	0	0
209	1	0	0	55	0	1.6764	101.604608	0	0	0	0	0	0	0	0	0	141	13	0.7	6.3	40.1	326	1	0	0
210	0	0	0	54	0	1.7526	83.007336	1	0	0	0	0	0	1	0	0	132	16	1.19	6.7	39.5	148	2	0	0
211	1	0	0	71	0	1.5748	81.64656	1	0	1	0	0	0	1	0	0	142	28	1.3	7.3	33.3	260	2	1	1
212	1	0	0	28	1	1.6764	134.716824	0	1	0	0	0	0	0	0	0	136	7	0.76	8.5	39.2	166	2	0	0
213	0	0	0	31	0	1.8796	125.644984	0	0	0	0	0	0	0	0	0	140	16	0.9	7.1	44.6	208	1	0	0
214	0	4	1	57	0	1.6764	95.25432	1	0	0	0	0	0	1	0	0	140	10	1.04	8.7	44.9	186	1	0	0
215	1	0	0	54	1	1.6764	59.420552	0	0	0	0	0	0	0	0	0	139	15	0.9	6.9	38.9	226	1	0	0
216	1	4	2	66	0	1.5494	55.791816	0	0	0	0	0	0	0	1	0	140	21.8487	0.9163	9.3	37	243	2	0	1
217	0	0	0	69	0	1.6256	73.935496	0	0	0	0	0	0	0	0	0	141	15	1.03	6.2	43.9	241	1	0	0
218	1	0	0	73	1	1.5494	72.121128	1	0	0	0	0	0	1	0	1	135	26	0.7	10.5	37.9	360	2	1	1
219	1	0	0	45	0	1.7018	104.32616	0	0	0	0	0	0	1	0	0	145	12	0.9	6.1	39.4	254	2	1	0
220	1	0	0	60	0	1.6256	78.471416	0	0	0	0	0	0	1	0	0	138	12.6	0.65	6.7	38.8	235	1	0	1
221	1	0	0	67	0	1.5748	80.739376	1	0	0	0	0	0	1	0	0	143	13	0.79	11	41.2	218	2	0	0
222	1	0	0	60	1	1.5494	80.285784	0	0	0	0	0	0	1	0	0	136	10	0.74	3.6	33.4	316	2	0	0
223	1	0	0	72	1	1.651	54.884632	0	1	0	0	0	0	0	0	0	140.6	21.8	0.906	7	38.3	238	1	1	0
224	1	0	0	75	0	1.6764	95.25432	0	0	0	0	0	0	1	0	0	137	16	0.76	8.86	41.1	264	1	0	0
225	1	0	0	36	1	1.5748	50.348712	0	1	0	0	0	0	0	0	0	138	21	0.87	9.7	40.3	317	1	0	1
226	0	0	0	65	0	1.7526	83.007336	0	0	0	0	0	0	0	0	0	137	17	1.05	9.2	46.3	335	2	0	0
227	1	0	0	78	1	1.5748	78.471416	1	0	0	0	0	0	1	0	0	141	19	0.92	6.5	37.7	199	2	1	0
228	0	0	0	74	0	1.7526	103.872568	1	0	0	0	0	0	1	0	0	137	15	1.08	4.9	45.2	155	2	0	0
229	0	0	0	50	0	1.8288	77.11064	0	0	0	0	0	0	0	0	0	144	30	0.98	6.3	40.9	210	1	0	0
230	0	0	0	64	0	1.8034	98.429464	0	0	0	0	0	0	1	0	0	139	24	1.12	4.8	37.4	178	1	0	0
231	1	0	0	54	0	1.4986	45.3592	0	1	0	0	0	0	1	0	0	136	11	0.68	10.1	41	307	1	0	0
232	1	0	0	62	1	1.5748	70.30676	0	0	0	0	0	0	1	0	0	135	14	0.6	5.6	38.7	288	1	0	0
233	1	0	0	74	1	1.6764	81.192968	0	0	0	0	0	0	1	0	0	138	14	0.8	7.3	43.2	274	1	0	0
234	0	0	0	57	0	1.8034	79.3786	0	0	0	0	0	0	0	0	0	138	12	1.03	5.7	42.1	263	1	0	0
235	0	4	0	56	1	1.8288	97.068688	0	0	0	0	0	0	1	0	0	143	16	1.23	5.6	49	187	2	0	0
236	1	0	0	63	0	1.5494	84.368112	1	1	0	0	0	0	1	0	0	136	16	0.69	6.3	45.6	167	2	1	0
237	1	0	1	68	0	1.6256	72.57472	0	0	0	0	0	0	1	0	0	140	15	0.59	7.296	37.1	242.6	1	0	0
238	1	0	0	70	0	1.4986	72.121128	0	0	0	0	0	0	1	0	0	141	30	1.1	6.8	37.6	347	1	0	0
239	1	4	2	65	1	1.6002	68.945984	0	0	0	0	0	0	0	0	0	138.2	15.6	1.016	6.57	38	341	2	1	0
240	0	0	0	35	1	1.8034	93.439952	0	0	0	0	0	0	0	0	0	139	12	0.89	6.2	43.9	288	0	0	0
241	1	0	0	74	1	1.4986	63.956472	1	0	0	0	0	0	1	0	0	142	13	0.9	5.4	35	98	2	0	0
242	0	0	0	55	0	1.6764	106.59412	0	1	1	0	0	0	0	0	0	142	11	1	8.4	44	264	2	0	0
243	1	0	0	37	1	1.6256	81.64656	0	0	0	0	0	0	0	0	0	138.6	13.2	0.77	5.17	43.62	199	1	0	0
244	1	0	0	59	0	1.5494	77.564232	0	0	0	1	0	0	0	0	0	142	14	0.6	8.2	40.2	233	2	0	1
245	0	0	2	37	1	1.905	147.4174	0	1	0	0	0	0	1	0	0	138	7	1	11.3	43	267	2	0	0
246	0	0	0	52	0	1.6256	77.11064	0	0	0	0	0	0	1	0	0	136	16	0.9	6.5	42	287	1	0	0
247	1	0	0	60	1	1.651	95.707912	0	0	0	0	0	0	1	0	0	138	15	0.72	6.6	38.6	347	2	1	0
248	0	0	0	70	0	1.8034	83.007336	0	0	0	0	0	0	1	0	0	141	19	1.07	7.4	40	256	2	0	0
249	1	0	0	56	1	1.524	66.224432	0	1	0	0	0	0	1	0	0	142.6	16.6	0.644	7.24	41.64	277.8	2	0	0
250	0	0	1	64	0	1.6256	93.439952	1	0	0	0	0	0	1	0	0	138.2	20.52942	0.96352	8.1	34.4	279.6	2	1	1
251	0	0	0	69	0	1.7272	112.037224	0	0	1	0	0	0	1	0	0	143	27	1.06	7.7	39.4	144	2	0	0
252	0	0	0	72	0	1.7272	70.760352	0	0	0	0	0	0	0	0	0	143	14	0.91	6.2	41.9	149	1	0	1
253	1	0	0	70	0	1.7526	98.883056	1	0	0	0	0	0	1	0	0	142	16	0.71	5.7	39.5	291	2	0	0
254	0	0	0	47	0	1.8288	104.779752	0	0	0	0	0	0	0	0	0	139	16	1	5.7	48.7	233	1	0	0
255	0	0	0	35	1	1.8034	65.77084	0	1	0	0	0	0	0	0	0	147	6	0.91	6.2	43.9	217	1	0	0
256	1	0	0	50	1	1.6764	81.64656	0	1	0	0	0	0	0	0	0	138	42.017	0.82	10.2	44.7	295	1	0	0
257	1	0	0	79	0	1.5494	70.30676	1	0	0	0	0	0	0	0	0	143	14	0.8	7.1	39.9	165	2	1	1
258	1	0	0	52	0	1.7526	133.80964	0	1	0	0	0	0	1	0	0	141	10	0.68	6.6	42	243	2	0	0
259	1	0	0	63	1	1.6764	79.832192	0	1	0	0	0	0	1	0	0	140	13	1	8.99	39.9	401	2	1	1
260	1	0	1	33	1	1.6256	72.121128	0	0	0	0	0	0	0	0	0	139.8	9	0.8	6.84	40	282.8	1	0	0
261	1	0	0	38	0	1.5748	67.131616	0	0	0	0	0	0	0	0	0	138	16	0.9	6.1	40.1	164	1	0	0
262	1	0	0	38	1	1.7526	104.32616	0	0	0	0	0	0	0	0	0	141	14	0.6	7	40.7	254	1	0	0
263	0	0	0	63	1	1.7272	94.800728	0	0	0	0	0	0	0	0	0	144	24	1.33	6.3	46	159	2	0	0
264	0	0	0	65	0	1.8542	109.769264	0	0	0	0	0	0	0	0	0	142	17	1.1	4.75	41.7	228	1	0	0
265	1	4	2	79	0	1.524	86.636072	0	0	0	0	0	0	1	0	0	144	18.768	0.78	9.22	45	271	2	1	1
266	1	0	0	67	0	1.5748	94.347136	0	0	0	0	0	0	1	0	0	142	12	0.61	5.7	40.9	240	1	0	0
267	1	0	0	69	0	1.6256	81.64656	0	0	0	0	0	0	1	0	0	139	16	0.68	6.12	40.1	307	2	0	0
268	1	0	0	55	0	1.6764	87.996848	0	1	0	0	0	0	0	0	0	137	12	0.93	8.1	43	195	1	0	0
269	1	0	0	54	1	1.5748	64.410064	0	1	0	0	0	0	1	0	0	142	25	0.68	6.7	40	233	2	0	0
270	0	0	0	29	1	1.6764	88.904032	0	1	0	0	0	0	0	0	0	140	13.2	0.858	7.4	42.48	275.6	1	0	0
271	0	0	0	72	1	1.6764	94.800728	1	0	0	0	0	0	1	0	0	141	13	0.8	9.9	44	176	1	0	0
272	0	0	0	74	1	1.651	91.625584	0	0	0	0	0	0	0	0	0	139	21.8	1.002	5.2	44	165	2	1	0
273	1	1	0	78	1	1.6002	76.657048	1	0	0	0	0	0	1	0	0	141	8	0.7	4.5	38	209	2	0	1
274	1	0	2	73	1	1.5748	58.513368	0	0	0	0	0	0	0	0	0	140	17	0.5	8.4	40.5	313	2	1	1
275	1	0	0	59	1	1.8034	110.222856	1	0	0	0	1	0	1	0	0	139	27	1.37	10.9	34.5	275	2	0	1
276	1	0	0	62	0	1.4986	58.96696	0	0	0	0	0	0	0	0	0	141	15	0.7	5.3	39.2	251	2	0	0
277	1	4	0	42	1	1.6256	87.543256	0	0	0	0	0	0	0	0	0	139	9	0.61	3.77	42.3	177	1	0	0
278	0	0	0	68	0	1.778	86.18248	0	0	0	0	0	0	0	1	0	140	18	1.08	6.6	46	204	1	1	0
279	0	0	0	58	0	1.778	94.347136	0	0	0	0	0	0	0	0	0	142	8	0.79	4.3	46.8	176	1	0	0
280	1	0	0	66	0	1.5748	49.441528	0	0	0	0	0	0	0	0	0	143	16	0.76	7.99	45.3	251	1	0	0
281	0	0	0	59	1	1.778	80.739376	0	1	0	0	0	0	1	0	0	135	10	0.91	7.2	45	216	2	0	0
282	1	0	0	68	1	1.7272	125.644984	0	0	0	0	0	0	1	0	0	139	15	0.8	9.4	46	555	1	0	0
283	1	0	0	72	1	1.6256	90.7184	0	0	0	0	0	0	1	0	0	141	25	1.19	8.5	38.7	247	2	1	1
284	0	0	0	68	1	1.8034	105.233344	0	0	0	0	0	0	1	0	0	142	23	1.61	11.4	45.7	251	1	0	0
285	1	1	0	62	1	1.6002	97.975872	1	0	0	0	0	0	1	0	0	140	8	0.8	8.494	44.48	264.4	1	0	1
286	0	0	0	77	1	1.8542	105.686936	1	0	0	0	0	0	1	0	0	143	15	0.95	6.3	42.5	199	2	0	0
287	1	0	0	77	0	1.5494	76.203456	1	0	0	0	0	1	1	0	0	138	12	0.84	7.4	37.7	295	2	0	0
288	0	0	0	51	0	1.8034	83.007336	0	0	0	0	0	0	0	0	0	140	22	1.16	7.6	42.8	183	1	0	0
289	1	0	0	63	1	1.5748	89.811216	0	1	0	0	0	0	1	1	0	140.6	16	1.006	5.29	43.7	211.6	2	0	0
290	1	0	0	48	1	1.6256	85.728888	0	1	0	0	1	0	1	0	0	142	10	0.74	11.4	41.5	363	2	1	1
291	1	0	0	69	1	1.524	79.832192	1	0	0	0	0	0	1	0	0	140	21	0.74	7.3	39.4	152	2	0	0
292	1	4	2	58	1	1.6764	99.336648	1	0	0	0	0	0	1	0	0	140	47.619	1.07	8.2	35.3	314	2	0	0
293	1	2	0	58	1	1.6002	41.730464	0	1	0	0	0	0	0	0	0	140	13	0.6	6.65	42.3	324	2	0	0
294	0	0	0	31	0	1.7018	89.811216	0	1	0	0	0	0	1	0	0	141	11	0.97	11.4	44.6	391	1	0	0
295	0	0	0	71	1	1.7018	68.945984	0	0	0	0	0	0	0	0	0	141	14	0.99	7.4	45.2	191	0	0	0
296	0	0	0	53	1	1.7018	87.996848	0	0	0	0	0	0	1	0	0	146	16	0.88	11.7	45.4	285	2	0	0
297	1	0	0	51	0	1.7526	68.0388	0	0	0	0	0	0	0	0	0	137	16.2	1.05	8.3	33.4	228	2	0	0
298	1	0	2	67	1	1.5748	90.7184	0	0	0	0	0	0	1	0	0	143	11	0.78	8	46.6	331	1	0	0
299	1	0	0	68	1	1.7018	92.532768	0	0	0	0	0	0	1	0	0	142	16	0.914	8.9	41.3	288	2	0	0