Multi Organ Failure Prediction

196 features from 61 patients for multiple organ dysfunction prediction.

@kaggle.andrewmvd_multi_organ_failure_prediction

Table List

1 table(192.16 KB)

Mods Dataset

@kaggle.andrewmvd_multi_organ_failure_prediction.mods_dataset

192.16 KB
61 rows
197 columns
Only the first 100 columns are shown

iss ISS	niss NISS	ps14 PS14	age Age	wbc_109_l_t1 WBC [109/L] T1	neut_109_l_t1 NEUT [109/L] T1	lymph_109_l_t1 LYMPH [109/L] T1	mono_109_l_t1 MONO [109/L] T1	ig_109_l_t1 IG [109/L] T1	neut_t1 NEUT % T1	lymph_t1 LYMPH % T1	mono_t1 MONO % T1	ig_t1 IG % T1	ros_to_pma_t1 ROS TO PMA (%) T1	ros_to_pma_mfi_t1 ROS TO PMA (MFI) T1	cd62l_medfi_t1 CD62L (MedFI) T1	cd88_medfi_t1 CD88 (MedFI) T1	cd16_medfi_23_t1 CD16 (MedFI)...23 T1	cd11b_medfi_t1 CD11B (MedFI) T1	cxcr1_medfi_t1 CXCR1 (MedFI) T1	cxcr2_medfi_t1 CXCR2 (MedFI) T1	cd11b_fmlf_medfi_t1 CD11B + FMLF (MedFI) T1	increase_cd11b_fmlf_medfi_t1 Increase CD11b + FMLF (MedFI) T1	cd63_medfi_t1 CD63 (MedFI) T1	cd62l_fmlf_medfi_t1 CD62L + FMLF (MedFI) T1	decrease_cd62l_fmlf_medfi_t1 Decrease CD62L + FMLF (MedFI) T1	n__cd16bright_cd62ldim_t1 % CD16BRIGHT CD62LDIM T1	cd16bright_cd62ldim_106_l_t1 CD16BRIGHT CD62LDIM [106/L] T1	cd16_ve_t1 CD16 % +ve T1	cd16_medfi_35_t1 CD16 (MedFI)...35 T1	n__cd14_16_t1 % CD14+ 16- T1	n__cd14_16_t1_c0e138 % CD14+ 16+ T1	cd14_16_x106_l_t1 CD14+ 16- (x106/L) T1	cd14_16_x106_l_t1_aa47f4 CD14+ 16+ (x106/L) T1	n__hla_dr_ve_t1 % HLA-DR +ve T1	hla_dr_medfi_t1 HLA-DR (MedFI) T1	n__cd14_hla_drlow_neg_t1 % CD14+ HLA-DRLow/Neg T1	cd14_hla_drlow_neg_x106_l_t1 CD14+ HLA-DRLow/Neg (x106/L) T1	n__tlr4_ve_t1 % TLR4 +ve T1	tlr4_medfi_t1 TLR4 (MedFI) T1	n__tlr2_ve_t1 % TLR2 +ve T1	tlr2_medfi_t1 TLR2 (MedFI) T1	n__cd86_ve_t1 % CD86 +ve T1	cd86_medfi_t1 CD86 (MedFI) T1	b_cells_x106_l_t1 B Cells (x106/L) T1	nk_cells_x106_l_t1 NK Cells (x106/L) T1	cd56dim_nk_cells_x106_l_t1 CD56DIM NK Cells (x106/L) T1	cd56bright_nk_cells_x106_l_t1 CD56BRIGHT NK Cells (x106/L) T1	nkt_cells_x106_l_t1 NKT Cells (x106/L) T1	cd3_106_l_t1 CD3+ (106/L) T1	cd3_4_106_l_t1 CD3+ 4+ (106/L) T1	term_helper_t1 Term Helper T1	naive_helper_t1 Naive Helper T1	central_mem_helper_t1 Central Mem Helper T1	eff_mem_helper_t1 Eff Mem Helper T1	cd3_8_106_l_t1 CD3+ 8+ (106/L) T1	term_cyto_t1 Term Cyto T1	naive_cyto_t1 Naive Cyto T1	central_mem_cyto_t1 Central Mem Cyto T1	eff_mem_cyto_t1 Eff Mem Cyto T1	il1_ra_t1 IL1-Ra T1	il_6_t1 IL-6 T1	il_8_t1 IL-8 T1	il_10_t1 IL-10 T1	g_csf_t1 G-CSF T1	mcp_1_t1 MCP-1 T1	tnf_a_t1 TNF-A T1	cortisol_ng_ml_t1 Cortisol (ng/ml) T1	wbc_109_l_t2 WBC [109/L] T2	neut_109_l_t2 NEUT [109/L] T2	lymph_109_l_t2 LYMPH [109/L] T2	mono_109_l_t2 MONO [109/L] T2	ig_109_l_t2 IG [109/L] T2	neut_t2 NEUT % T2	lymph_t2 LYMPH % T2	mono_t2 MONO % T2	ig_t2 IG % T2	ros_to_pma_t2 ROS TO PMA (%) T2	ros_to_pma_mfi_t2 ROS TO PMA (MFI) T2	cd62l_medfi_t2 CD62L (MedFI) T2	cd88_medfi_t2 CD88 (MedFI) T2	cd16_medfi_15_t2 CD16 (MedFI)...15 T2	cd11b_medfi_t2 CD11B (MedFI) T2	cxcr1_medfi_t2 CXCR1 (MedFI) T2	cxcr2_medfi_t2 CXCR2 (MedFI) T2	cd11b_fmlf_medfi_t2 CD11B + FMLF (MedFI) T2	increase_cd11b_fmlf_medfi_t2 Increase CD11b + FMLF (MedFI) T2	cd63_medfi_t2 CD63 (MedFI) T2	cd62l_fmlf_medfi_t2 CD62L + FMLF (MedFI) T2	decrease_cd62l_fmlf_medfi_t2 Decrease CD62L + FMLF (MedFI) T2	n__cd16bright_cd62ldim_t2 % CD16BRIGHT CD62LDIM T2	cd16bright_cd62ldim_106_l_t2 CD16BRIGHT CD62LDIM [106/L] T2	cd16_ve_t2 CD16 % +ve T2	cd16_medfi_27_t2 CD16 (MedFI)...27 T2	n__cd14_16_t2 % CD14+ 16- T2	n__cd14_16_t2_a5749f % CD14+ 16+ T2	cd14_16_x106_l_t2 CD14+ 16- (x106/L) T2	cd14_16_x106_l_t2_9a5f73 CD14+ 16+ (x106/L) T2	n__hla_dr_ve_t2 % HLA-DR +ve T2	hla_dr_medfi_t2 HLA-DR (MedFI) T2
11	11	97.21493	41	26.16	21.95	1.6	2.58	0.1	83.9	6.1	9.9	0.4	100	169153	16455	62388	32057	38432	10948	12099	126850	3.300634887593672	972	1851	8.889789303079416	4.2	922	3		98.48	1.52	2540	40	96	63	9.48	245	38	6	99	134	96	46	144	306	300	6	8	731	585	15	318	146	106	123	27	70	6	20								601.2798	15.78	11.75	2.1	1.91	0.06	74.4	13.3	12.1	0.4	100	83311	13601	36251	26408	18628	12535	11354	57751	3.1002254670388663	1704	1382	9.841534008683068	5.1	599	12	1	91.32	8.68	1744	166	94	35
9	22	99.59795	22	8.28	4.21	3.53	0.33	0.04	50.9	42.6	3.9	0.5	99	164974	19617	96814	152209	18353	13047	28100	105150	5.73	2828	1030	19.05	3.9	164.19	4	1	96.99	3.01	320	10	99	159	6.41	21.153	51	8	100	207	100	81	459	685	660	25	508	2194	864	28	566	148	122	1226	825	321	6	74	92.2	9.93	28.33	30.89	57.13	0.01	59.82	170.3524	8.92	7.31	1.03	0.56	0.02	82	11.6	6.3	0.3	15	5809	17726	96277	65096	31484	6282	8119	91579	2.91	988	1211	14.64	7.6	555.56	5		97.5	2.5	546	14	100	118
14	17	99.10462	47	9.24	4.52	3.73	0.45	0.16	49	40.3	4.9	1.7	68	21583	25915	76704	144836	34093	16501	19732	105097	3.1	2974	4009	6.464205537540534	4.7	212.44																																	353.53	29.61	44.93	834.27	103.65	0.01	83.22	228.0885	10.84	8.62	1.46	0.66	0.03	79.6	13.5	6.1	0.3	68	25902	22321	92841	128733	17665	17923	19700	98049	5.55	2899	2390	9.339330543933054	7.6	655.1199999999999
4	12	99.85114	38	11.54	6.37	4.18	0.65	0.09	55.2	36.2	5.6	0.8	95	75144	25272	103145	182530	15346	17521	28698	59486	3.88	4298			3.6	229.32	16	1	87.61	12.39	570	80	99	249	9.58	62.27	64	11	100	247	99	67						2637	1481	42	614	472	353	815	175	191	127	322	1244.45	447.76	36	2139.14	73.28	586.79	1273.92	170.5209	35.39	31.43	2.02	1.85	0.46	88.8	5.7	5.2	1.3	98	84190	29558	80859	52715	9963	11530	15666	46021	4.62	1127			7.9	2482.97	15	1	91.24	8.76	1690	160	98	116
24	34	87.32603	78	17.43	12.48	3.46	1.1	0.38	71.7	19.8	6.3	2.2	100	186728	19220	47484	152384	83069	13416	11981	135886	1.6358208236526262	1003	2627	7.316330414921964	17.5	2184	5		95.36	4.64	1049	51	99	178	7.48	82	45	8	100	358	100	94																								247.3959	21.31	17.55	1.55	2.15	0.21	82.3	7.3	10.1	1	100	62623	22198	63157	69678	25450	11588	8386	89104	3.501139489194499	723	3300	6.726666666666667	10.6	1860	6		93.64	6.36	2013	137	98	103
10	11	98.71743	32	7.74	3.42	3.57	0.53	0.19	44.1	46.1	7	2.5	100	316698	35770	125194	212659	28518	19240	26584	116378	4.080861210463567	3231	5610	6.376114081996435	7.6	259.92	8	2	93.82	6.18	497	33	100	256	4.36	23	30	5	100	83	100	63	178	717	692	25	206	2433	971	48	391	252	280	1198	808	250	38	102	94.26	8.38	25.15	15.87	32.12	33.18	70.61	250.7342	18.64	16.77	0.59	1.23	0.14	90	3.2	6.6	0.8	100	240007	25752	145494	125154	13324	14413	27238	110412	8.286700690483338	1203	1097	23.47493163172288	4.3	721.1099999999999	2		98.84	1.16	1215	15	98	114
16	29	93.84556	45	19.75	8	9.96	1.18	0.33	40.5	50.4	6	1.6	94	82128	18881	72247	192079	30174	13680	20111	82759	2.7427255252866707	1268	3446	5.479106210098665	7.2	576.0000000000001	12	1	89.96	10.04	1062	118	100	257	5	59	48	8	100	358	100	123	896	2329	2251	78	195	6137	3542	56	1514	1014	958	2021	392	263	171	1195	169.14	10.26	14.94	8.84	43.78	93.16	39.56	252.3653	17.52	14.19	2.19	1.07	0.08	81	12.5	6.1	0.4	94	30159	28692	82267	124625	18076	13773	19366	109137	6.037674264217747	443	2704	10.61094674556213	7.6	1078.4399999999998	4	1	97.68	2.32	1045	25	98	128
9	18	99.76171	19	7.54	4.77	2.15	0.51	0.01	63.2	28.5	6.7	0.2			36927	66492	141611	33307	14781	16684	86911	2.61	3965	2506	14.74	4.3	205.11	8	1	93.9	6.1	479	31	100	165	8.33	42.483	77	11	100	166	100	93	280	330	305	25	83	1367	714	43	324	173	174	521	241	152	8	120	143.43	10.62	36	14.48	88.73	0.01	51.92	188.5158	15.07	12.93	1.34	0.77	0.04	85.8	8.9	5.1	0.3	100	63232	26982	65966	87225	10998	14062	16439	71176	6.47	3355	1690	15.97	4.4	568.9200000000001	6	1	95.22	4.78	733	37	97	122
20	29	99.09567	27	11.6	4.89	5.75	0.73	0.06	42.1	49.6	6.3	0.5			21183	71209	110260	11041	14451	19868	99999	9.06	4006	1193	17.76	3.7	180.93	3		97.64	2.36	713	17	100	309	8.76	63.94799999999999	61	10	100	222	100	71	345	1404	1298	106	562	3850	2088	85	1189	389	425	1370	879	285	12	194	117.07	8.23	24.8	7.04	42.52	0.01	55.88	220.1604	14.46	12.63	0.69	1.13	0.03	87.4	4.7	7.8	0.2			17038	62954	79640	13504	12901	16027	64267	4.76	1071	916	18.6	14.8	1869.2400000000005	5		95.92	4.04	1084	46	98	154
16	16	99.58353	26	12.9	8.27	3.83	0.66	0.09	64.1	29.7	5.1	0.7			47907	77687	69075	5172	18940	18785	69232	13.39	327	3149	15.21	20.7	1711.89	1		98.92	1.08	653	7	99	118	6.36	41.976000000000006	40	7	100	154	99	47	460	449	418	31	192	2699	1881	17	1133	583	148	713	299	146	41	227	73.12	16.47	34.62	27.78	79.97	0.01	63.75	299.4589	17.72	14.48	1.27	1.94	0.04	81.6	7.2	11	0.3			20701	66417	60685	7454	15977	15016	69844	9.37	411	661	31.32	5	724.0000000000001	3		97.78	2.22	1897	43	94	72


CREATE TABLE mods_dataset (
  "iss" BIGINT,
  "niss" BIGINT,
  "ps14" DOUBLE,
  "age" BIGINT,
  "wbc_109_l_t1" DOUBLE,
  "neut_109_l_t1" DOUBLE,
  "lymph_109_l_t1" DOUBLE,
  "mono_109_l_t1" DOUBLE,
  "ig_109_l_t1" DOUBLE,
  "neut_t1" DOUBLE,
  "lymph_t1" DOUBLE,
  "mono_t1" DOUBLE,
  "ig_t1" DOUBLE,
  "ros_to_pma_t1" DOUBLE,
  "ros_to_pma_mfi_t1" DOUBLE,
  "cd62l_medfi_t1" DOUBLE,
  "cd88_medfi_t1" DOUBLE,
  "cd16_medfi_23_t1" DOUBLE,
  "cd11b_medfi_t1" DOUBLE,
  "cxcr1_medfi_t1" DOUBLE,
  "cxcr2_medfi_t1" DOUBLE,
  "cd11b_fmlf_medfi_t1" DOUBLE,
  "increase_cd11b_fmlf_medfi_t1" DOUBLE,
  "cd63_medfi_t1" DOUBLE,
  "cd62l_fmlf_medfi_t1" DOUBLE,
  "decrease_cd62l_fmlf_medfi_t1" DOUBLE,
  "n__cd16bright_cd62ldim_t1" DOUBLE,
  "cd16bright_cd62ldim_106_l_t1" DOUBLE,
  "cd16_ve_t1" DOUBLE,
  "cd16_medfi_35_t1" DOUBLE,
  "n__cd14_16_t1" DOUBLE,
  "n__cd14_16_t1_c0e138" DOUBLE,
  "cd14_16_x106_l_t1" DOUBLE,
  "cd14_16_x106_l_t1_aa47f4" DOUBLE,
  "n__hla_dr_ve_t1" DOUBLE,
  "hla_dr_medfi_t1" DOUBLE,
  "n__cd14_hla_drlow_neg_t1" DOUBLE,
  "cd14_hla_drlow_neg_x106_l_t1" DOUBLE,
  "n__tlr4_ve_t1" DOUBLE,
  "tlr4_medfi_t1" DOUBLE,
  "n__tlr2_ve_t1" DOUBLE,
  "tlr2_medfi_t1" DOUBLE,
  "n__cd86_ve_t1" DOUBLE,
  "cd86_medfi_t1" DOUBLE,
  "b_cells_x106_l_t1" DOUBLE,
  "nk_cells_x106_l_t1" DOUBLE,
  "cd56dim_nk_cells_x106_l_t1" DOUBLE,
  "cd56bright_nk_cells_x106_l_t1" DOUBLE,
  "nkt_cells_x106_l_t1" DOUBLE,
  "cd3_106_l_t1" DOUBLE,
  "cd3_4_106_l_t1" DOUBLE,
  "term_helper_t1" DOUBLE,
  "naive_helper_t1" DOUBLE,
  "central_mem_helper_t1" DOUBLE,
  "eff_mem_helper_t1" DOUBLE,
  "cd3_8_106_l_t1" DOUBLE,
  "term_cyto_t1" DOUBLE,
  "naive_cyto_t1" DOUBLE,
  "central_mem_cyto_t1" DOUBLE,
  "eff_mem_cyto_t1" DOUBLE,
  "il1_ra_t1" DOUBLE,
  "il_6_t1" DOUBLE,
  "il_8_t1" DOUBLE,
  "il_10_t1" DOUBLE,
  "g_csf_t1" DOUBLE,
  "mcp_1_t1" DOUBLE,
  "tnf_a_t1" DOUBLE,
  "cortisol_ng_ml_t1" DOUBLE,
  "wbc_109_l_t2" DOUBLE,
  "neut_109_l_t2" DOUBLE,
  "lymph_109_l_t2" DOUBLE,
  "mono_109_l_t2" DOUBLE,
  "ig_109_l_t2" DOUBLE,
  "neut_t2" DOUBLE,
  "lymph_t2" DOUBLE,
  "mono_t2" DOUBLE,
  "ig_t2" DOUBLE,
  "ros_to_pma_t2" DOUBLE,
  "ros_to_pma_mfi_t2" DOUBLE,
  "cd62l_medfi_t2" DOUBLE,
  "cd88_medfi_t2" BIGINT,
  "cd16_medfi_15_t2" BIGINT,
  "cd11b_medfi_t2" BIGINT,
  "cxcr1_medfi_t2" BIGINT,
  "cxcr2_medfi_t2" BIGINT,
  "cd11b_fmlf_medfi_t2" BIGINT,
  "increase_cd11b_fmlf_medfi_t2" DOUBLE,
  "cd63_medfi_t2" BIGINT,
  "cd62l_fmlf_medfi_t2" DOUBLE,
  "decrease_cd62l_fmlf_medfi_t2" DOUBLE,
  "n__cd16bright_cd62ldim_t2" DOUBLE,
  "cd16bright_cd62ldim_106_l_t2" DOUBLE,
  "cd16_ve_t2" DOUBLE,
  "cd16_medfi_27_t2" DOUBLE,
  "n__cd14_16_t2" DOUBLE,
  "n__cd14_16_t2_a5749f" DOUBLE,
  "cd14_16_x106_l_t2" DOUBLE,
  "cd14_16_x106_l_t2_9a5f73" DOUBLE,
  "n__hla_dr_ve_t2" DOUBLE,
  "hla_dr_medfi_t2" DOUBLE
);