Datasets:

mertkarabacak
/

NSQIP-ALIF

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Split (2)

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	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	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
10,404	0	0	0	66.094228	0	1.726402	79.74671	0	0	0	0	0	0	0	137.062819	17.09949	0.76026	6.530781	41.147131	231.675382	1	0	1
10,405	0	0	0	72.943047	0	1.649553	62.27127	0	0	0	0	1	0	0	135.599667	18.542714	0.766566	6.325629	37.056953	203.428809	1	0	1
10,406	0	0	0	49.323464	0	1.667432	91.583392	0	0	0	0	0	0	0	137.553911	14.200839	0.761564	5.812263	40.943548	114.862571	1	0	1
10,407	1	4	0	58.189917	0	1.537303	54.949907	0	0	0	0	1	0	0	141.381302	19.381008	0.823828	6.242389	40.229075	324.428781	2	0	1
10,408	0	0	0	48.735062	0	1.667824	99.784358	0	0	0	0	0	0	0	141.735062	16.602593	0.996026	7.48805	46.283371	357.145435	1	0	1
10,409	0	0	0	69	1	1.755556	81.748828	0	0	0	0	0	0	0	136.109086	15	0.942328	3.989162	42.134913	182.556366	2	0	1
10,410	1	0	0	43.926088	0	1.7272	111.717735	0	1	0	0	0	0	0	141.149652	11.028174	0.798397	9.899305	41.569521	439.681303	2	0	1
10,411	0	0	0	76.319623	0	1.768837	101.585951	0	0	0	0	0	0	0	140.560126	18.199372	1.07038	6.346644	43.292716	154.439874	2	0	1
10,412	0	2	0	62.165505	1	1.65319	89.621956	0	0	0	0	1	0	0	140.251743	11.589724	0.741725	6.655009	42.492073	143.165505	2	1	1
10,413	0	0	0	56.296803	0	1.706169	87.86222	0	0	0	0	1	0	0	141.340639	16.757839	0.896998	7.92624	41.048569	237.239118	1	0	1
10,414	1	0	0	62.777501	0	1.560766	108.005923	0	0	0	0	1	0	0	138.334995	21.220007	0.886725	7.411499	38.377501	275.889996	2	0	1
10,415	0	0	0	57.752592	0	1.709993	113.041942	0	0	0	0	1	0	0	138.193524	11.516063	0.666985	6.623577	42.370984	240.645079	2	0	1
10,416	0	0	0	71.374082	0	1.72561	71.044264	0	0	0	0	0	0	0	142.687041	14.062592	0.889971	6.005965	41.480635	148.624449	1	0	1
10,417	1	0	0	68.959461	0	1.576859	61.216532	0	0	0	0	1	0	0	139.560809	22.601348	1.037162	4.915067	40.868917	264.040539	1	0	1
10,418	0	0	0	67.321161	0	1.608695	66.374625	0	0	0	0	1	0	0	138.66556	18.99668	0.712979	7.735104	40.939752	202.33776	1	0	1
10,419	0	0	0	71.78167	1	1.520782	80.368928	0	0	0	0	0	0	0	139.43666	17.56334	0.879259	7.376416	36.947577	308.235844	1	0	1
10,420	0	0	0	50.828392	0	1.630712	122.381399	0	0	0	1	1	0	0	139	13	1	1.969271	35.507185	131.567842	2	0	1
10,421	1	0	0	61.740129	1	1.699265	98.456816	0	0	0	0	1	0	0	142.679828	13.580043	0.762412	7.229936	40.161953	263.419957	1	0	1
10,422	0	0	0	80.290114	0	1.8034	82.655931	0	0	0	0	1	0	0	141.430038	22.075095	1.086008	9.04403	40.622528	255.430038	2	0	1
10,423	0	0	0	67.664668	0	1.713106	78.322032	0	0	0	0	0	0	0	138.109779	15.424354	0.99792	7.043792	39.932657	232.931734	1	0	1
10,424	0	0	0	68.43131	1	1.705533	69.790853	0	0	0	0	0	0	0	131.426518	7.995208	0.727955	7.706271	42.731789	277.085304	2	0	1
10,425	0	0	0	74.804565	0	1.744327	69.734971	0	0	0	0	0	0	0	141.674275	24.674275	0.989577	6.834855	39.797717	254.39087	1	1	1
10,426	1	0	0	78.523266	0	1.615927	68.816756	0	0	0	0	0	0	0	138.761633	17.904083	0.944824	6.718613	42.709592	274.476734	1	0	1
10,427	0	4	0	31.648677	0	1.795911	106.487126	0	0	0	0	0	0	0	137.117941	14.646176	0.696462	9.458721	44.575912	300.235882	1	0	1
10,428	1	0	0	60.040933	0	1.57376	76.134478	0	0	0	0	0	0	0	142.356735	19.520466	0.881521	7.74386	42.757901	320.040933	2	0	1
10,429	0	0	0	68.655702	0	1.635594	78.642508	0	0	0	0	1	0	0	134.803258	24.295113	0.927215	8.359054	41.347556	295.098371	1	0	1
10,430	0	0	0	81.493271	0	1.802374	66.448176	0	0	0	0	1	0	0	143	35.266823	0.854798	9.185196	36.881627	124.813926	2	0	1
10,431	0	0	0	68.323812	1	1.708574	78.873185	0	0	0	0	0	0	0	139.057125	16.352375	1.067619	5.335421	43.676188	184.352375	2	0	1
10,432	1	0	1	80.194416	0	1.537935	47.378318	0	0	0	0	1	0	0	134	17.418993	0.632916	7.451396	35.651396	273.259221	1	0	1
10,433	1	0	0	77	0	1.561257	61.920323	0	0	0	0	0	0	0	139.751352	27.455823	1.128811	8.096118	37.464373	265.524816	1	0	1
10,434	0	1	0	70.740099	0	1.731452	89.307661	0	0	0	0	1	0	0	137.907488	20.462562	1.135947	4.487488	42.616306	176.37005	1	0	1
10,435	0	0	0	79.006874	0	1.790569	114.992588	0	0	0	0	1	0	0	140.505156	18.484533	0.999313	6.552578	47.094157	171.003437	2	1	1
10,436	1	0	0	86.364111	0	1.651	72.622792	0	0	0	0	1	0	0	139.894019	29.682056	0.926359	4.074187	36.274187	177.158972	1	0	1
10,437	0	1	1	73.681167	0	1.623882	75.234911	0	0	0	0	0	0	0	138.613528	24.545888	1.341546	6.513525	37.193236	223.159416	1	0	1
10,438	1	0	0	76	1	1.647492	66.13046	0	0	0	0	0	0	0	132.930942	15.930942	0.79413	6.172377	35.075963	153.965471	2	0	1
10,439	0	0	0	78.16091	1	1.743063	72.57472	0	0	1	0	0	0	0	140.16091	10.16091	0.843946	5.355546	44.299635	167.214547	2	1	1
10,440	0	0	0	47.866982	0	1.693667	145.927764	0	0	0	0	0	0	0	140.924465	20.697862	1.014352	7.279145	31.606082	217.226604	2	0	1
10,441	1	0	0	54.84544	0	1.605971	61.519554	0	1	0	0	0	0	0	142.618238	9.15456	0.750726	7.170943	41.040958	248.84544	1	0	1
10,442	0	0	0	67.087445	1	1.639411	73.415796	0	0	0	0	0	0	0	140.823319	21	1.119161	7.937062	37.611838	279.234978	2	1	1
10,443	0	0	0	72	0	1.696039	92.238133	0	0	0	0	1	0	0	129.804083	19	0.929277	9.029912	38.851545	214.226822	2	0	1
10,444	0	0	0	69.689521	1	1.651	89.748722	0	0	0	0	1	0	0	138.862225	18.793014	0.931708	5.672316	39.520828	134.276197	2	0	1
10,445	0	0	0	67.872728	1	1.746135	116.614385	0	0	0	0	0	0	0	140	19.872728	0.9	8.659996	43.91091	226.618184	2	0	1
10,446	0	0	0	74.809356	1	1.635879	71.895133	0	0	0	0	0	0	0	136.571933	15.404678	0.81786	6.73579	30.892277	151.023389	2	1	1
10,447	0	0	0	67.78767	0	1.753383	93.686939	0	0	0	0	0	0	0	136.57534	28.606165	0.733287	6.657465	38.502393	212.57534	2	0	1
10,448	1	0	0	63.826582	0	1.678602	100.815415	0	0	0	0	0	0	0	142.173418	18.913291	1.017342	6.224218	43.273987	208.196519	1	0	1
10,449	1	0	0	70.728026	0	1.593292	79.796084	0	0	0	0	1	0	0	138.561526	15.470316	0.78401	5.908126	39.570713	264.928026	1	0	1
10,450	0	0	0	57.206747	0	1.865935	96.336623	0	0	0	0	0	1	0	138.179325	10	0.964135	6.112448	44.210969	302	2	0	1
10,451	1	0	0	63.550119	0	1.648454	82.395149	0	0	0	0	0	0	0	141.650357	12.699286	0.655012	5.204105	37.240571	221.750595	2	1	1
10,452	0	0	0	62	1	1.749485	90.245626	0	0	0	0	0	0	0	138.938689	13.938689	0.818393	6.850951	47.028329	246.122622	1	0	1
10,453	1	0	0	65.223361	0	1.530833	67.463179	0	1	0	0	0	0	0	140.984778	13.269028	0.649239	9.322336	43.38223	210.223361	2	0	1
10,454	1	0	0	69.011877	0	1.447921	62.587076	0	0	0	0	1	0	0	140.007126	17.988123	0.800618	8.118409	42.387648	314.004751	2	0	1
10,455	0	0	1	74.692918	0	1.694	95.047184	0	0	0	0	0	0	0	141.307082	13.921246	0.882363	3.592125	43.926006	148.46459	1	0	1
10,456	0	0	0	73.720652	0	1.623851	94.44262	0	0	0	0	1	0	0	141	17.093116	0.888826	4.037246	43.52308	156.186232	1	0	1
10,457	0	0	0	34.889162	0	1.882415	137.992518	0	0	0	0	0	0	0	137.332513	11.665026	0.976601	8.289655	43.134974	233.337435	2	0	1
10,458	0	1	0	56.828843	1	1.69379	118.064752	0	0	0	0	0	0	0	141.657687	18.973061	1.354327	8.192871	36.040409	216.51347	1	0	1
10,459	1	0	0	60.427362	1	1.643692	97.067408	0	0	0	0	1	0	0	144.430184	13.142454	0.639887	7.886319	40.643301	263.857546	1	0	1
10,460	1	0	0	62.364861	1	1.725712	99.118021	0	0	0	0	1	0	0	141.846851	13.788287	0.82072	6.917569	39.932884	263.211713	1	0	1
10,461	1	0	0	71.553253	0	1.563453	76.608738	0	0	0	0	0	0	0	139.148916	18.82988	0.867663	5.514892	38.461687	180.574458	2	0	1
10,462	0	0	0	60.419503	0	1.670659	110.120342	0	0	0	0	0	0	0	140.580497	11.613002	0.86774	8.400154	46.503097	242.032506	2	0	1
10,463	0	1	0	80.552954	0	1.703294	78.220601	0	0	0	0	1	0	0	142.082358	13.552954	0.994353	7.172938	43.349415	196.917642	1	0	1
10,464	1	0	0	62.472909	1	1.709808	101.700687	0	0	0	0	0	0	0	143.527091	17.842364	1.140098	5.821182	43.126109	205	1	0	1
10,465	1	0	0	61.984684	1	1.702189	86.279741	0	0	0	0	1	0	0	141.522974	14.522974	0.796937	8.081292	40.052297	403.53829	2	0	1
10,466	0	0	0	68.609812	0	1.819809	108.247933	0	0	0	0	1	0	0	139.609812	17.219623	0.839019	4.380724	41.939714	203.641358	2	0	1
10,467	0	0	0	75.774135	0	1.741126	78.734978	0	0	0	0	0	0	0	138	13	0.983862	6.154335	36.93388	204.677595	1	0	1
10,468	0	1	0	80.884292	0	1.692774	78.070308	0	0	0	0	1	0	0	142.20661	13.884292	1.00595	7.08182	43.423966	196.79339	1	0	1
10,469	0	0	0	70.027282	0	1.775228	93.775983	0	0	0	0	1	0	0	140.068205	17.054564	0.897681	5.898636	38.742287	263.986359	1	0	1
10,470	0	0	0	75.75125	0	1.847854	83.574515	0	0	0	0	0	0	0	136.500278	14.249861	0.879978	5.532871	40.224486	186.750694	1	0	1
10,471	1	0	0	50.88297	0	1.668192	143.427375	1	0	0	0	1	0	0	142.618341	17.234061	0.977048	9.341485	37.764891	329.765939	2	0	1
10,472	0	0	1	67.80726	0	1.732096	91.654726	0	0	0	0	1	0	0	141	15.80726	0.859637	5.806425	50.957534	160.38548	1	0	1
10,473	0	0	0	66.995387	0	1.860638	104.428572	0	0	0	0	0	0	0	141.004613	15.741927	1.146958	4.874654	46.802768	172.751153	2	0	1
10,474	0	0	0	32.919198	0	1.706059	80.744887	0	0	0	0	0	0	0	138.58384	13.431106	0.817515	6.585462	39.558384	255.531713	1	0	1
10,475	0	0	0	61.017916	1	1.782716	81.108751	0	0	0	0	0	0	0	142.185667	21	1.532703	10.592915	39.219707	327.017916	1	0	1
10,476	1	0	0	63.415059	0	1.559942	92.107779	0	0	0	0	1	0	0	139.276706	16.138353	0.675972	5.372329	43.5296	255.691765	1	0	1
10,477	0	0	0	37.060113	0	1.827273	110.854209	0	0	0	0	0	0	0	140.848555	14.043009	1.024278	7.084623	49.857921	256.908668	1	0	1
10,478	1	1	0	61.989433	0	1.635411	72.435522	0	0	0	0	1	0	0	138.079362	20.158723	0.815661	7.741794	39.514816	174.227518	2	0	1
10,479	0	0	0	80.919922	1	1.635557	76.159957	0	0	0	0	1	0	0	141.094414	28.540781	1.153475	5.811863	37.452496	169.339101	1	0	1
10,480	0	1	0	61.993867	0	1.757587	92.351888	0	0	0	0	0	0	0	139.19632	12.398773	0.819632	5.599387	41.780368	163.595094	1	0	1
10,481	1	4	0	77.310186	0	1.563394	84.695708	0	0	0	0	1	0	0	139.992594	19.124074	1.062185	7.575002	39.085649	186.449072	1	0	1
10,482	0	0	0	71.170014	0	1.844294	108.088686	0	0	0	0	1	0	0	141.195002	17.526015	0.935649	5.382508	45.953503	254.804998	1	0	1
10,483	1	0	0	79	0	1.580832	72.451867	0	0	0	0	1	0	0	140.254169	18.016675	0.778626	11.724154	43.202072	231.779181	1	0	1
10,484	1	0	0	39.599275	0	1.713629	115.024025	0	1	0	0	0	0	0	139.85198	10.480145	0.832346	9.28087	43.679057	439.592025	1	0	1
10,485	1	0	0	68	0	1.6002	76.657048	0	0	0	0	0	0	1	139	5	0.55	2.8	29.3	118	2	0	1
10,486	0	0	0	35	1	1.838501	100.524182	0	0	0	0	0	0	0	139.793978	11.782884	0.991902	7.344691	42.9645	195.939778	1	0	1
10,487	1	0	0	61.173817	0	1.661493	88.352138	0	0	0	0	0	0	0	139.586908	17.413092	0.828885	6.489164	38.636798	183.586908	1	0	1
10,488	0	2	0	51.01278	0	1.714662	79.855379	0	0	0	0	0	0	0	139.531949	10.455271	0.836422	6.97591	47.2877	234.961661	1	0	1
10,489	0	0	0	81.264621	1	1.655142	79.350688	0	0	0	0	1	0	0	141.877539	25.816613	1.224911	6.600061	42.578898	161.143381	1	0	1
10,490	1	0	0	77.884077	0	1.510378	51.709488	0	0	0	0	0	0	0	140.231846	17.579616	0.843631	5.501706	41.055031	210.231846	2	1	1
10,491	0	0	0	72	0	1.715208	93.721537	0	0	0	0	1	0	0	131.56504	19	0.987137	8.375842	38.901858	213.472126	2	0	1
10,492	0	0	0	59.866957	1	1.737338	104.717429	0	0	0	0	0	0	0	145.0687	26.133043	1.274635	7.86565	34.066521	281.935657	1	0	1
10,493	0	0	0	44.085886	1	1.693407	82.253996	0	0	0	0	0	0	0	139.949344	17.751094	0.949802	5.191849	38.133917	187.914114	0	0	1
10,494	0	0	1	50.195932	1	1.69133	82.567585	0	0	0	0	1	0	0	143.402034	19.010171	0.980407	4.363865	42.793897	196.020342	2	0	1
10,495	0	0	0	74.286663	1	1.611094	74.84268	0	0	0	0	0	0	0	142.314665	17.942889	0.914278	7.311533	42.003354	262.628224	1	0	1
10,496	0	0	0	44.194266	0	1.748394	80.386906	0	0	0	0	0	0	0	138.194266	12.971329	1.082803	10.786951	49.009244	291.251608	1	0	1
10,497	0	0	0	50.946289	0	1.785159	145.803959	0	0	0	0	0	0	0	140.610742	18.119492	1	7.049668	37.367051	215.832227	2	0	1
10,498	0	0	0	74.947231	1	1.704481	63.097752	0	0	0	0	0	0	0	140.684692	16.684692	1.047375	5.289316	31.899869	298	1	1	1
10,499	0	0	0	60.543687	0	1.78829	118.54805	0	0	0	0	1	0	0	142.620477	14.138568	0.961236	10.956928	39.569284	156.189761	1	1	1
10,500	1	0	0	68.079251	0	1.674387	102.863032	0	0	0	0	0	0	0	141	18.847551	0.746098	4.66098	45.770721	202.536599	1	0	1
10,501	0	0	0	73.012415	0	1.621088	86.366169	0	0	0	0	0	0	0	144	19.202483	0.821901	8.888827	42.733904	200	1	0	1
10,502	1	0	0	70.950942	0	1.616854	78.226217	0	0	0	0	0	0	0	141.737735	15.737735	1.169189	4.526226	39.755754	167.737735	1	0	1
10,503	0	0	0	76.869739	0	1.686326	77.426064	0	0	0	0	1	0	0	139.304609	10.825652	0.880842	5.477675	37.378357	206.174348	2	0	1