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mertkarabacak
/

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	Bleeding_Disorder 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
100	1	4	0	73	0	1.6256	53.523856	0	0	0	0	0	0	0	0	140	14	0.68	4.8	42	226	1	0	0
101	0	0	0	70	0	1.7272	81.64656	0	0	0	0	1	0	0	0	137	24	1.5	12.9	47.6	328	2	0	0
102	0	1	0	46	1	1.6256	101.604608	0	0	0	0	1	0	0	0	139	15	1.3	6.3	42.5	214	1	0	0
103	1	0	0	43	0	1.524	75.749864	0	0	0	0	0	0	0	0	139	19	0.8	6	39.2	278	1	0	0
104	0	0	0	52	0	1.651	95.25432	0	1	0	0	1	0	0	0	139	11	0.5	7.26	42.3	242	2	0	0
105	1	0	0	46	0	1.651	71.667536	0	0	0	0	1	0	0	0	134	19	0.7	4.5	34.3	332	2	0	0
106	0	1	0	20	1	1.9304	103.872568	0	0	0	0	0	0	0	0	140.24	11.92	0.75	4.6	43.5	256	1	0	0
107	1	0	0	47	1	1.6764	68.0388	0	0	0	0	0	0	0	0	137	14	0.71	5.3	38.8	213	1	1	0
108	0	0	0	43	0	1.6764	103.418976	0	0	0	0	0	0	0	0	142	11	1.18	5.3	48.4	215	1	0	0
109	1	0	0	82	0	1.6256	80.739376	0	0	0	0	1	0	0	0	142.8	28.6	1.188	10	34.1	276	1	0	0
110	1	0	0	53	0	1.524	67.131616	0	0	0	0	0	0	0	0	141	14	0.83	10.3	42.2	321	1	1	0
111	0	0	0	56	1	1.8034	102.965384	1	0	0	0	1	0	0	0	142.2	17.2	0.87	4.6	41.4	229	2	1	0
112	0	4	0	51	0	1.651	145.14944	0	0	0	0	1	0	0	0	140	15	0.9	11.7	44.5	215	1	0	0
113	1	0	0	62	0	1.524	64.410064	0	1	1	0	0	0	0	0	138	17	1.01	6	43.6	243	2	1	1
114	1	0	0	59	0	1.524	117.026736	0	0	0	0	1	0	0	0	140	19	0.79	5.7	43.5	267	2	0	0
115	0	0	0	52	1	1.8542	112.490816	0	1	0	0	1	0	0	0	139	18	0.76	9.3	40	211	2	0	0
116	0	0	0	67	1	1.8034	120.20188	0	0	0	1	1	0	0	0	138	21	1.03	10.59	48.2	388	2	0	0
117	1	0	0	56	0	1.6256	129.727312	1	0	0	0	1	0	0	0	140	13	0.93	7.9	42.4	284	2	0	0
118	0	1	0	53	0	1.778	123.377024	0	0	0	0	1	0	0	0	144	15	1.19	3	35.8	156	2	0	1
119	1	0	0	67	1	1.524	67.585208	0	0	0	0	0	0	0	0	136.4	13.4	0.882	7.1	38.4	232	1	1	0
120	0	4	1	60	0	1.6764	86.18248	0	0	0	0	1	0	0	0	143	14	1.2	6.7	43.6	155	1	1	1
121	0	0	0	53	0	1.6764	92.532768	0	0	0	0	0	0	0	0	140	34	0.69	7.8	51.6	186	2	0	0
122	0	0	0	50	0	1.8034	86.636072	0	0	0	0	0	0	0	0	142	18	0.95	6.1	41	193	1	1	0
123	1	0	0	49	0	1.6256	68.492392	0	1	0	0	0	0	0	0	141	7	0.6	7.49	39.2	389	0	1	0
124	1	0	0	72	0	1.651	64.410064	0	0	0	0	1	0	0	0	139	28	0.86	5.3	43.1	325	1	0	0
125	1	0	0	50	1	1.7018	99.79024	0	0	0	0	0	0	0	0	139	14	0.89	6.6	40.3	369	1	0	0
126	0	0	0	62	0	1.8288	91.625584	0	0	0	0	1	0	0	0	140	14	0.94	8.3	38.3	234	1	0	0
127	0	0	0	71	0	1.7272	86.18248	0	1	0	0	1	0	0	0	141	27	1.17	8.7	41	197	1	0	0
128	1	0	0	60	0	1.524	49.441528	0	0	0	0	1	0	0	0	143	11	0.63	4.4	39.1	261	2	0	1
129	1	0	0	56	1	1.5494	77.564232	0	1	0	1	0	0	0	0	139	16	0.72	4.5	37.3	150	2	0	1
130	0	0	0	53	1	1.6764	94.800728	0	0	0	0	0	0	0	0	139	26	1.32	6	46.6	245	1	0	0
131	1	0	1	50	1	1.6002	85.275296	0	0	0	0	0	0	0	0	139.6	21	1.066	7.3	40.7	186	2	0	0
132	0	0	0	66	1	1.8034	86.636072	0	0	0	0	1	0	0	0	138	23	1.12	6.4	45.6	283	1	0	0
133	0	0	0	68	0	1.7018	78.471416	0	0	0	0	1	0	1	0	130	6	0.79	7.6	44.3	202	2	0	0
134	0	2	0	55	0	1.7018	111.13004	0	0	0	0	1	0	0	0	140	21	0.91	4.7	45.9	240	2	1	0
135	1	0	0	66	1	1.651	90.7184	0	0	0	0	1	0	0	0	139	14	1.02	7.88	38.4	255	1	1	0
136	0	0	0	65	0	1.7526	83.007336	1	0	1	1	1	0	0	0	139	15	1	9.9	32.6	477	2	0	1
137	1	0	0	69	0	1.7018	62.142104	0	0	0	0	0	0	0	0	142	18	0.924	6.34	41.42	222.6	1	0	0
138	1	4	0	64	1	1.6002	99.79024	0	1	0	0	0	0	0	0	143	23	0.9	7	38.7	260	1	0	1
139	0	0	0	70	1	1.6764	91.625584	0	0	0	0	1	0	0	0	140	27	1.05	9.9	41.9	232	2	0	1
140	1	0	0	54	0	1.524	84.821704	0	0	0	0	1	0	0	0	144	16	1.13	6.5	39	162	2	0	0
141	0	0	0	63	0	1.778	106.59412	0	1	0	0	0	0	0	0	142	11	0.98	9.3	47.2	277	1	1	0
142	0	0	0	46	0	1.7526	75.749864	0	0	0	0	0	0	0	0	141	14	1.08	8.9	46.6	247	2	0	0
143	1	0	0	65	0	1.6256	70.760352	0	0	0	0	1	0	0	0	140	17	0.6	6.3	40.1	286	2	0	0
144	1	0	0	70	1	1.7018	82.100152	0	0	0	0	0	0	0	0	129	15	0.8	6.2	40.3	348	1	1	0
145	1	1	0	60	0	1.651	92.98636	0	0	0	0	0	0	0	0	138	16.6	0.72	10.8	36.4	335	1	0	0
146	0	0	0	70	0	1.7526	87.543256	0	1	0	0	1	0	0	0	138	29	0.99	7	38.5	261	1	1	1
147	1	0	0	68	0	1.6002	76.657048	0	0	0	0	0	0	0	1	139	5	0.55	2.8	29.3	118	2	1	1
148	1	0	0	73	1	1.6256	76.657048	0	0	0	0	1	1	0	0	140	19	0.9	5.6	45.5	270	1	0	0
149	1	1	0	48	1	1.6002	74.84268	0	0	0	0	1	0	0	0	140	16.6	0.886	6.222	38.8	233	1	0	0
150	0	0	0	45	1	1.8034	122.46984	0	1	1	0	1	0	0	0	138	14	1.19	6.6	45.9	221	1	0	0
151	1	0	0	32	0	1.6256	84.368112	0	0	0	0	0	0	0	0	136	7	0.56	9.7	38	292	1	0	0
152	0	0	0	72	1	1.7272	90.7184	0	0	1	0	1	0	0	0	133	14	0.9	5	40.7	241	2	0	0
153	0	0	0	65	1	1.778	92.98636	0	0	0	0	0	0	0	0	141.2	20.6	0.886	7	43.8	256	1	1	0
154	1	0	0	59	0	1.6764	116.573144	0	0	1	0	1	0	0	0	143	16	0.7	4.48	39.9	324	2	0	0
155	1	0	0	66	1	1.5494	50.348712	0	0	0	0	0	1	0	0	142	28	0.95	7.5	36.9	196	2	1	1
156	1	1	0	72	0	1.6002	68.492392	1	0	1	0	1	0	0	0	134	20	0.73	21.3	37.4	444	2	0	0
157	0	0	0	39	1	1.6256	97.975872	0	0	0	0	1	0	0	0	142	12	1.11	7.7	46.7	316	1	0	0
158	0	0	0	58	0	1.7272	91.625584	0	0	0	0	1	0	0	0	142	9	0.89	6.7	42.5	257	1	0	0
159	1	0	0	67	0	1.5748	76.203456	0	0	1	1	0	1	0	0	139	12	0.93	4.8	36.9	169	1	0	0
160	0	0	1	44	0	1.6764	85.728888	0	0	0	0	0	0	0	0	139	16	0.69	10.3	47.9	259	2	0	0
161	0	0	0	64	1	1.6764	68.945984	0	0	0	0	0	0	0	0	142	18	0.75	6.4	45	169	1	0	0
162	0	1	0	64	1	1.778	83.91452	0	0	0	0	1	1	0	0	145	25	1.9	5.4	39.1	174	2	0	0
163	1	0	0	61	0	1.7272	72.121128	0	0	0	0	0	0	0	0	142	14	0.81	5.7	40.2	286	1	0	0
164	0	0	0	65	0	1.778	100.243832	0	0	0	0	0	0	0	0	140	16	0.78	7.1	45.7	179	1	1	0
165	1	0	0	74	0	1.6002	78.017824	0	1	0	0	1	0	0	0	139	25	1.32	9.9	44.3	217	2	0	1
166	0	0	0	55	0	1.7526	94.347136	0	0	0	1	1	0	0	0	139	10	0.92	6.9	44.3	237	2	0	0
167	1	0	0	35	0	1.6256	61.688512	0	0	0	0	0	0	0	0	137	15	0.87	9.3	40.1	290	1	0	0
168	1	0	0	76	1	1.7018	87.543256	0	0	0	0	1	0	0	0	145.4	19.8	1.098	8.3	41.5	287	2	0	0
169	0	0	0	49	0	1.8034	97.975872	1	1	0	0	1	0	0	0	133	10	1.1	8.3	39.9	257	2	0	0
170	0	0	0	53	0	1.8288	112.944408	0	0	0	0	1	0	0	0	136	19	0.9	6.5	43.5	228	2	0	0
171	0	0	0	51	1	1.6764	64.410064	0	0	0	0	1	0	0	0	137	11	1.13	7	39	529	2	0	0
172	0	0	0	40	0	1.8288	81.64656	0	1	0	0	0	0	0	0	143	13.1	1.18	9.7	48.7	293	1	0	0
173	1	0	0	78	1	1.4732	48.080752	0	0	0	0	0	0	0	0	137	14	0.71	7.2	38	298	2	0	0
174	0	0	0	79	0	1.8288	109.315672	0	0	0	0	0	0	0	0	142	17	0.9	6.4	44.4	192	1	0	1
175	0	0	0	50	1	1.7526	83.91452	0	0	0	0	1	0	0	0	138	11	0.91	5.3	41	241	2	0	0
176	0	0	0	68	1	1.7526	117.480328	0	0	0	0	0	0	0	0	140	20	0.9	8.1	44	227	2	0	1
177	0	0	0	41	0	1.8288	130.180904	1	1	0	0	0	0	0	0	137	16	0.82	8.7	46.1	362	2	0	1
178	0	0	0	73	1	1.5748	79.832192	0	0	0	0	1	0	0	0	141	18	1	5.8	42.8	292	2	0	0
179	1	0	0	68	1	1.6002	76.657048	0	0	0	0	1	0	0	0	142	21	0.8	6.9	37.9	262	1	0	0
180	0	0	0	81	1	1.7526	87.089664	0	1	0	0	1	0	0	0	138	24	1.2	7	40.6	123	2	0	0
181	0	0	0	75	0	1.778	87.089664	1	0	0	0	1	0	0	0	141	12	0.9	8.2	52	295	2	0	1
182	0	0	0	28	1	1.905	98.883056	0	0	0	0	0	0	0	0	141.4	10.8	0.858	6.84	46.7	227.4	1	0	0
183	0	4	2	44	1	1.8796	102.0582	0	0	0	0	0	0	0	0	140	15	0.8	6.18	43.9	213.2	1	0	0
184	1	0	0	62	0	1.524	58.059776	0	0	0	0	0	0	0	0	139	14	0.78	6.2	40.5	272	1	0	0
185	1	0	0	71	1	1.7272	86.18248	0	0	0	0	1	0	0	0	140	22	0.77	10.4	42.5	248	1	0	0
186	1	1	0	57	0	1.5494	89.811216	0	0	0	0	1	0	0	0	140	14	1.01	5.5	42	195	1	0	0
187	0	1	0	43	0	1.8542	103.872568	0	0	0	0	0	0	0	0	139	10	1.1	3.7	40.8	215	0	0	0
188	1	0	0	82	0	1.6002	73.935496	0	0	0	0	1	0	0	0	137	32	1.89	4.5	36.3	261	2	0	1
189	1	0	0	50	0	1.7526	59.874144	0	0	0	0	0	0	0	0	136	15	0.96	9.8	37.9	457	0	1	0
190	1	0	0	66	0	1.5494	60.327736	1	0	0	0	1	1	0	0	142	15	1.06	6.7	38.1	260	1	0	0
191	0	0	0	65	0	1.6002	74.84268	0	0	0	0	0	0	0	0	139	13	1.28	7.5	41.5	347	1	1	0
192	0	1	0	61	0	1.7526	79.3786	0	0	0	0	0	0	0	0	139	18	0.96	8.4	41.5	289	1	0	0
193	0	0	0	63	1	1.7526	103.418976	0	1	0	0	1	1	0	0	137	15	1.13	7.7	51	149	2	0	0
194	0	0	2	51	1	1.8796	77.11064	0	1	0	0	0	0	0	0	143	19	1	5.8	44.1	196	1	0	0
195	0	0	0	34	0	1.8796	90.7184	0	1	1	0	1	0	0	0	141	16	0.9	6.9	45.1	211	2	1	0
196	1	0	0	45	1	1.6256	78.925008	0	0	0	0	0	1	0	0	139	17	0.97	7	44.9	284	1	0	1
197	0	0	0	66	1	1.651	60.781328	1	1	0	0	1	0	0	0	140	23	1	6.34	42.4	231	2	0	0
198	0	4	2	70	1	1.7526	92.532768	0	0	0	0	0	0	0	0	143.8	23.4	1.06	7.26	37.36	253.2	1	0	0
199	1	0	1	73	0	1.5494	68.945984	1	0	0	0	1	0	0	0	139	18	0.84	7.6	40.7	330	2	0	0