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mertkarabacak
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NSQIP-ALIF

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Split (2)

train · 41.9k rows

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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	Currently_Requiring_or_on_Dialysis 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
500	0	0	1	36	0	1.7018	83.91452	0	1	0	0	0	0	0	0	139	11.5	0.92	11.2	52	257	1	0	0
501	1	0	1	76	1	1.651	66.224432	1	0	0	0	1	0	0	0	133	16	0.8	6.2	35	154	2	1	1
502	1	0	0	59	1	1.6256	84.368112	0	0	0	0	1	0	0	0	143	28	0.9	8.7	42.6	251	2	0	0
503	0	0	0	63	0	1.778	101.604608	0	0	0	0	1	0	0	0	142	20	0.89	9.3	47.9	320	2	1	0
504	1	0	0	82	0	1.5748	78.925008	0	0	0	0	1	0	0	0	142	24	0.9	7.21	39.7	231	2	0	0
505	1	0	1	65	0	1.6256	83.460928	1	0	0	0	1	0	0	0	140	19.7	1.12	10.2	34.4	309	2	0	1
506	0	0	0	69	1	1.8034	122.016248	0	0	0	0	1	0	0	0	140	18	1.2	5.4	40.3	156	2	1	0
507	0	0	0	78	1	1.7272	73.028312	0	0	0	0	1	0	0	0	140	20	1	5	51.3	194	1	0	0
508	1	4	2	39	0	1.5748	103.872568	0	0	0	0	1	0	0	0	139	10	0.67	3.8	37	212	1	0	0
509	1	0	0	54	1	1.6256	68.0388	0	0	0	0	0	0	0	0	139	11	0.86	8.6	39	388	1	0	0
510	0	0	0	24	0	1.778	63.50288	0	0	0	0	1	1	0	0	142	25	10.1	6.3	33.2	133	2	0	0
511	1	0	0	49	0	1.6764	146.510216	0	0	1	0	1	0	1	0	141	21	1	7.4	31.1	217	2	1	1
512	0	0	0	57	0	1.8542	110.676448	0	1	0	0	0	0	1	0	141.6	17	0.942	9.9	46.4	250	2	0	0
513	1	0	0	51	0	1.6256	72.57472	0	0	0	0	0	0	0	0	145	15	0.75	4.7	43.1	274	0	0	0
514	1	0	0	79	1	1.6002	68.0388	1	0	0	0	1	0	0	0	134	16	0.8	7.9	34.1	283	1	1	1
515	1	1	0	80	0	1.6002	80.285784	1	0	0	0	1	0	0	0	141.8	22.4	1.188	7.786	41.54	211.8	2	0	1
516	0	0	0	70	0	1.9304	107.954896	1	0	0	0	1	0	0	0	139	21	0.9	8.2	43.1	185	2	0	1
517	0	0	0	65	1	1.778	101.151016	0	1	0	0	1	0	0	0	141.72	15.8	0.76	6.58	41.64	200.6	1	1	0
518	1	0	0	37	0	1.7526	102.965384	0	1	0	0	0	0	0	0	140	12	0.9	11.9	48.1	306	1	0	0
519	0	0	0	69	1	1.7272	69.853168	1	0	0	0	1	0	0	0	141	17	0.84	7.6	45.5	317	2	1	1
520	0	0	0	51	0	1.8034	80.285784	0	0	0	0	0	0	0	0	137	17	1	5.5	43.5	206	0	1	0
521	0	0	0	58	1	1.7272	86.18248	0	1	0	0	0	0	0	0	139	10	0.83	6.3	42.7	259	2	0	0
522	1	0	0	55	0	1.5748	72.57472	0	0	0	0	1	0	1	0	140.04	14.82	0.93	7.12	40.92	242.8	2	0	1
523	0	0	0	60	0	1.7526	83.460928	0	0	0	0	1	0	0	0	138	14	1.15	6.7	42.1	235	1	1	0
524	0	0	0	65	1	1.778	88.904032	0	0	0	0	1	0	0	0	141	11	1.1	4.5	37	173	2	0	0
525	1	0	0	44	0	1.6764	94.800728	0	0	0	0	1	0	0	0	140	10	0.8	8.2	37.8	421	2	0	0
526	0	2	0	55	0	1.6002	58.96696	0	0	0	0	0	0	0	0	139.2	18.51316	0.7684	7.24	40.24	228.4	1	0	0
527	0	0	0	41	1	1.7526	120.20188	1	0	0	0	0	0	0	0	142	18	0.99	9.27	53.2	269	2	0	0
528	0	0	0	63	0	1.7018	86.636072	0	0	0	0	1	0	0	0	136	20	1.12	6.1	52.7	160	2	0	0
529	1	0	0	55	0	1.651	96.615096	0	0	0	0	0	0	0	0	141	11	0.8	8.6	42.4	295	2	0	0
530	1	0	0	69	1	1.6256	83.91452	0	0	0	0	1	0	0	0	141	19	1.14	4.02	37.4	234	1	0	0
531	0	0	0	66	0	1.6256	74.84268	0	1	0	0	0	0	0	0	141	21.7	1	9	47.8	294	2	0	1
532	0	1	0	46	0	1.778	115.66596	1	0	0	0	1	0	0	0	137	8	0.8	7.69	45	233.2	2	0	0
533	1	0	0	58	1	1.651	112.490816	1	0	0	0	1	0	0	0	137	19	0.9	7.85	38.1	328	2	1	0
534	0	0	0	75	0	1.7272	100.697424	1	0	0	0	1	0	0	0	138	17	1.21	4.8	36	226	1	0	1
535	0	0	0	43	1	1.8796	77.564232	0	0	0	0	0	0	0	0	138.4	10.4	0.73	4.8	44.7	236	1	0	0
536	1	0	0	72	1	1.4986	63.50288	0	0	0	0	0	0	0	0	145	17	0.87	9.5	40.3	380	1	0	0
537	1	0	0	67	0	1.5748	109.315672	0	0	0	0	1	0	0	0	139	18	0.81	3.4	36.7	188	2	0	1
538	1	0	0	56	0	1.6002	79.3786	0	0	0	0	1	0	1	0	139.6	12.2	0.802	7.2	42.76	300.8	1	0	0
539	0	0	0	36	1	1.905	108.408488	0	0	0	0	0	0	0	0	140.8	10.8	1.088	6.07	48	276.8	0	0	0
540	0	0	0	66	0	1.8542	109.769264	0	0	0	0	1	0	0	0	145	14	1.25	8.29	45.6	240	2	0	0
541	1	0	0	33	1	1.524	55.338224	0	0	0	0	0	0	0	0	140	14	0.58	11.5	40.4	316	1	0	0
542	1	0	0	68	0	1.4986	68.0388	0	0	0	0	0	0	0	0	136	17	0.69	5.3	38	218	1	1	0
543	0	4	1	35	1	1.524	80.739376	1	0	0	0	1	0	0	0	132	9	0.94	11.5	48.1	316	1	0	0
544	1	0	0	65	1	1.6002	132.902456	1	0	0	1	1	0	0	0	139	21	1	8.5	44.4	257	2	0	1
545	1	0	0	69	0	1.6764	98.429464	1	1	0	1	1	0	0	0	141	21	0.8	8.1	39.4	156	2	0	1
546	0	0	0	74	1	1.8288	97.52228	0	1	0	1	1	0	0	0	141	18	1.2	9	45	214	2	0	0
547	0	0	0	58	0	1.7018	95.707912	0	0	0	0	0	0	0	0	138	17	0.7	6.1	37.8	231	1	0	0
548	0	0	0	71	1	1.7018	100.697424	0	1	0	0	1	0	0	0	140	29	1	6.1	39.9	218	2	0	0
549	0	0	0	51	0	1.8542	101.604608	0	1	0	0	1	0	0	0	137	14	0.89	15.5	42.4	297	1	0	0
550	0	0	0	49	0	1.8034	83.007336	0	1	0	0	0	0	0	0	140	10	0.7	9.8	46.2	307	1	0	1
551	0	0	0	33	0	1.651	72.57472	0	1	0	0	0	0	0	0	141	8	1	6.42	47	238.8	1	0	1
552	0	0	0	70	0	1.7526	74.84268	0	0	1	1	1	0	0	0	142	19	1.06	8.9	38	387	1	1	1
553	0	4	0	70	0	1.7272	78.925008	0	0	0	0	0	0	0	0	138	14	0.81	7.8	45.6	221	1	0	0
554	0	0	0	53	0	1.7018	86.636072	0	0	0	0	1	0	0	0	136	14	1.31	6.9	43.9	201	1	1	0
555	0	0	0	63	0	1.778	92.98636	1	0	0	1	1	0	0	1	138.8	18.6	0.818	6.26	42.84	245.8	2	0	1
556	1	0	0	47	0	1.7526	88.45044	0	1	0	0	1	0	0	0	142	15	0.75	7.1	40.2	291	2	1	0
557	0	1	0	48	1	1.778	92.98636	0	0	0	0	0	0	0	0	143	10	1.51	7.3	38	250	1	0	0
558	0	0	0	75	1	1.8034	89.811216	0	0	0	0	0	0	0	0	142	16.8	0.87	4.6	43.5	192	1	0	0
559	1	0	0	55	1	1.524	85.728888	0	0	0	0	1	0	0	0	139.4	14.64	0.94	8.4	38	267	2	1	0
560	1	0	0	79	1	1.7272	85.728888	1	0	0	0	1	0	0	0	140	19	1.46	8.6	45.3	241	2	0	0
561	0	0	0	59	1	1.8034	110.222856	1	0	0	0	1	0	0	0	143	26	0.79	8.9	45.2	201	2	0	0
562	0	2	0	71	0	1.5748	74.84268	0	0	0	0	1	0	0	0	138	19	1.1	6.5	47.6	202	1	1	0
563	0	4	0	63	1	1.8542	100.243832	0	0	0	0	0	0	0	0	138	16	1	5.8	48.2	238	1	0	1
564	1	4	1	53	1	1.651	75.749864	0	1	0	0	0	0	1	0	141	12	0.7	5.5	42.7	237	1	0	0
565	0	0	0	38	1	1.778	76.203456	0	1	0	0	0	0	0	0	139	11	1.01	5.5	43.2	236	1	1	0
566	0	0	0	57	1	1.8034	102.965384	0	0	0	0	0	0	0	0	139	14	1.07	13.85	44.4	432	1	1	0
567	1	0	0	42	1	1.651	92.079176	0	0	0	0	0	0	0	0	138	16	0.76	7.5	38	205	0	0	0
568	0	4	1	67	1	1.7018	102.965384	0	0	0	0	0	0	0	0	141	16.6	0.962	7.51	45.7	173	1	0	0
569	1	0	0	30	0	1.778	127.459352	0	1	0	0	0	0	0	0	136	17	0.62	10.2	46.3	194	1	1	0
570	0	0	0	70	0	1.7272	93.893544	0	0	0	0	1	0	0	0	141	21	0.8	5.7	42.3	177	1	0	0
571	0	0	0	69	0	1.7018	127.00576	0	0	0	0	0	0	0	0	141	11	1.2	7.9	47	175	2	0	0
572	1	0	0	46	0	1.7272	99.79024	0	0	0	0	0	0	0	0	140	15	0.7	6.9	38.8	260	1	0	0
573	0	0	0	77	0	1.8288	112.944408	0	0	0	0	1	0	0	0	139	23	1.2	5.8	48.8	170	2	1	1
574	1	0	1	48	1	1.651	90.264808	0	1	0	0	0	0	0	0	141	13	0.75	8	41.8	261	1	0	0
575	0	1	0	58	1	1.7526	61.23492	0	1	0	0	0	0	0	0	145	8	1.22	5.7	40.1	182	1	0	0
576	1	1	0	73	1	1.6256	80.285784	0	0	0	0	1	0	0	0	142	15	0.9	9.8	37.5	399	2	0	1
577	1	4	0	41	1	1.6256	97.975872	0	0	0	0	0	0	0	0	142	15	0.86	3.8	40	108	2	0	0
578	1	0	0	52	1	1.6002	87.543256	0	1	0	0	1	0	0	0	144	12	0.66	11.5	46.3	265	1	1	1
579	0	0	0	59	0	1.6256	86.18248	0	0	0	0	1	0	0	0	143	11	1.22	8.67	44.5	256	2	0	0
580	0	0	0	75	0	1.7526	102.0582	1	0	0	0	1	0	0	0	138	23	0.8	6.2	39.3	225	2	0	0
581	1	0	0	67	0	1.6002	109.769264	0	0	0	0	1	0	0	0	140	20	0.94	5.8	39.8	235	2	0	0
582	1	0	0	84	0	1.6764	77.11064	0	0	0	1	0	0	1	0	145	21	0.65	3.1	19	309	2	0	1
583	0	0	0	61	0	1.7018	81.64656	0	1	0	0	1	0	0	0	139	14	0.96	5.84	41.4	183	2	0	0
584	0	0	0	56	0	1.7272	111.583632	0	0	0	0	1	0	0	0	139.6	18.2	0.824	7.2	39.1	219.8	2	0	0
585	0	0	0	53	1	1.8542	128.820128	0	0	0	0	1	0	0	0	138	19	1.14	9.4	38.5	232	2	0	0
586	1	0	0	74	1	1.5748	85.728888	0	0	0	0	1	0	1	0	132	20	1.16	7.2	35.2	200	2	0	0
587	0	0	1	64	1	1.778	113.851592	0	0	0	0	1	0	0	0	139.8	15.8	0.974	11.8	41.3	246	2	1	1
588	1	0	0	69	0	1.651	110.222856	0	0	1	0	1	0	0	0	142	8	0.94	7.4	36	258	2	0	0
589	1	0	1	43	0	1.6002	81.64656	0	0	0	0	0	0	0	0	139	7	0.57	5.5	36.2	336	1	0	0
590	0	0	0	39	1	1.8542	97.975872	0	0	0	0	0	0	0	0	139	12	0.87	9.9	40.9	225	2	0	0
591	1	0	0	59	1	1.7018	71.213944	0	0	0	0	0	0	0	0	140	17	0.83	6.32	42.3	345	1	0	0
592	1	1	0	63	0	1.6002	79.832192	0	0	0	0	1	0	0	0	143	12	0.68	5.2	38.6	263	2	0	0
593	1	4	1	50	0	1.6256	86.18248	1	1	0	0	0	0	0	0	138	16	0.6	11.3	44	286	2	0	0
594	1	0	0	69	1	1.5748	48.080752	0	1	0	0	0	0	0	0	136	11	0.74	6.9	39.2	337	1	1	1
595	1	0	0	67	1	1.5748	73.935496	0	0	0	0	1	0	0	0	136	24	0.78	5.93	39.2	347	1	0	0
596	1	0	0	47	1	1.8034	87.996848	0	0	0	0	0	0	0	0	139	10	0.8	9.6	36.6	410	0	0	0
597	1	1	0	48	1	1.7018	108.408488	1	0	0	0	0	0	0	0	140	9	0.86	7	31.3	504	1	0	0
598	1	0	0	67	1	1.5748	55.791816	0	0	0	0	0	0	0	0	140	20	0.79	6	36.6	292	1	0	0
599	1	0	0	41	0	1.7272	78.017824	0	0	0	0	0	0	0	0	138.6	9.8	0.73	6.1	37.5	294	1	0	0

Subsets and Splits