Datasets:

maomlab
/

ToxoCEN

Tasks:

Tabular Regression

Size Categories: 10M<n<100M

Tags: biology

License:

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Error code:   UnexpectedError

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38.37	48.21	36.77	32.69	33.72	32.17	28.93	22.93	36.08	57.21	66.45	62.76	58.04	52.31	73.06	61.74	19.04	13.41	19.65	10.91	12.81	14.56	28.81	25.71	25.45	72.73	59.17	5.26	6.83	12.85	11.54	11.09	10.2	6.02	7.87	7.52	10.59	7.78	8.08	7.44	5.27	5.89	4.94	6.98	9.09	7.31	5.25	12.68	12.06	11.48	12.43	5.45	9.27	6.6	7.96	41.94	32.15	16.76	39.98	30.16	22.82	21.63	22.82	22.5	33.2	20.61	17.13	38.51	19.5	45.88	26.41	20.87	33.72	27.04	20.69	24.88	16.96	21.5	27.27	23.74	23.79	16.54	16.06	31.2	22.17	25.89	45.48	48.43	21.31	31.1	28.6	25.92	24.51	22.12	19.59	25.65	24.67	26.42	27.25	27.2	26.39	42.87	40.67	45.17	22.92	29.63	24.42	17.83	6.54	45.01	26.14	29.27	27.19	25.46	17.33	36.25	22.03	36.72	40.02	33.86	24.38	22.76	24.67	16.36	16.61	17.27	14	15.02	14.35	14.47	6.92	16.45	11.16	10.65	12.78	10.7	7.49	8.09	10.4	14.22	7.16	12.34	13.11	7	28.49	28.85	35.06	30.36	28.39	36.74	33.26	36.05	33.11	30.56	39.41	34.01	33.14	28.32	30.18	25.74	35.06	34.16	32.59	30.39	31.89	33.56	31.83	38.2	39.41	29.87	33.76	31.32	15.99	16.43	16.5	17.34	23.6	20.12	17.08	10.99	28.1	16.72	16.36	19.57	26.68	24.16	16.93	18.51	8.72	17.01	16.48	10.5	14.67	10.66	15.67	19.31	13.54	15.69	13.99	9.95	13.32	12.7	15.32	13.92	13.4	18.85	22.51	15.91	9.96	14.27	14.18	13.93	14.88	17.55	17.04	20.22	14.56	14.6	14.62	18.05	13.3	13.86	13.44	10.25	10.14	9.19	6.74	8.15	5.57	76.04	41.84	81.41	89.96	27.38	64.18	8.86	27.25	28.62	19.21	16.16	23.04	42.74	57.89	47.62	28.09	29.15	18.86	16.91	46.38	24.17	23.04	21.67	14.52	26.83	16.62	13.88	16.19	18.86	15.71	53.48	88.15	3.3	15.25	27.75	10.92	13.93	5.91	24.45	12.73	5.91	20.63	72.31	73.65	51.96	52.88	63.47	61.9	58.28	56.7	41.4	45.01	71.78	68.75	8.98	9.42	13.34	12.92	22.97	19.88	9.8	7.51	34.73	22.9	6.89	19.14	7.46	10.67	11.34	14.28	17.79	5.12	30.2	24.25	25.08	28.46	23.02	20.05	23.4	25.34	17.75	21.65	27.17	30	17.63	23.83	22.87	15.17	19.66	25.28	23.17	34.4	19.19	25.27	35.02	20.99	16.66	18.27	16.02	24.21	77.33	64.17	20.44	26.83	21.24	29.6	26.47	40.89	42.6	33.53	17.06	47.44	59.25	22.42	29.68	21.28	33.41	17.03	24.15	10.77	42.09	71.04	30.49	33.14	27.06	31.91	18.66	29.3	23.72	42.05	34.96	22.75	9.47	10.89	11.74	13.19	17.13	13.41	4.64	20.54	7.94	9.3	8.02	9.39	9.41	8.95	8.86	7.78	9.12	9.06	6.43	6.82	9.24	6.72	9	9.34	9.77	9.22	15.09	14	15.36	22.5	22.24	22.12	23.12	31.69	26.74	35.41	40.49	32.44	34.42	35.43	14.3	14.6	6.34	0	5.07	20.87	19.03	18.4	12.06	13.38	14.17	23.98	21.56	23.98	43.73	48.21	43.81	12.06	12.41	11.2	38.93	45.54	39.84	57.13	51.36	58.57	10.44	9.33	8.58	22.19	21.26	21.49	18.54	22.53	23.38	25.75	8.62	22.8	38.32	6.61	16.97	20.85	34.03	30.09	38.97	50.45	9.55	15.76	36.87	21.25	18.24	19.46	18.74	44.79	49.02	18.27	21.33	59.3	31.63	25.21	110.48	29.35	30.43	34.8	6.9	10.2	11.89	10.72	15.03	12.32	14.07	15.95	13.49	9.93	9.77	9.93	25.02	20.31	19.06	29.03	20.48	19.74	23.03	18.3	16.15	36.5	36.16	43.35	44.66	11.14	20.76	10.39	8.41	12.32	13.5	15.05	15.08	23.06	10.59	12.39	4.85	3.1	27.82	3.13	6.72	37.89	16.23	20.43	10.88	26.87	31.14	5.06	26.41	13.43	9.51	6.02	32.89	32.09	21.3	37.05	43.41	59.13	49.15	26.45	50.23	57.28	2.95	20.09	20.64	19.39	23.48	39.81	33.08	30.02	31.64	39.27	10.1	25.37	0	18.03	27.42	29.93	19.06	22.2	25.88	24.13	100.13	107.27	12.73	18.86	43.46	22.4	36.1	38.7	36.84	35.93	33.62	34.19	165.84	134.43	165.15	43.09	48.9	18.59	122.44	119.34	110.5	38.14	34.25	35.94	26.35	42.31	36.34	37.96	35.1	37.62	25.6	29.72	27.78	30.21	30.12	203.07	33.71	65.92	102.92	86.07	125.18	22.91	15.4	88.89	21.36	53.8	42.78	72.6	48.01	35.29	25.13	61.75	39.31	49.21	34.67	33.85	16.21	16.46	13.54	9.96	5.33	8.26	5.19	15.81	17.53	9.01	4.29	12.59	11.7	7.88	13.33	12.59	2.77	4.57	9.95	22.24	11.54	8.45	6.57	9.19	11.58	45.27	10.97	5.59	8.76	9.34	7.17	3.19	3.17	5.93	6.56	1.24	3.11	0.53	5.03	3.89	6.84	2.49	0	0	1.91	5.16	4.92	50.93	54.59	10.08	12.65	8.48	22.18	15.36	6.11	6.31	10.6	16.28	18.06	20.43	11.9	8.53	12.13	44.77	38.94	40.27	51.33	22.16	17.46	34.71	24.83	29.74	34	29.74	6.64	13.79	9.25	14.89	32.29	31.63	43.12	36.15	65.17	23.18	23.28	39.41	18.45	17.01	20.3	18.28	31.12	13.28	19.12	20.34	13.45	27.83	36.63	22.74	12.82	33.69	14.29	14.24	39.48	11.36	30.04	31.45	27.94	35.73	25.77	14.06	22.49	42.59	32.67	17.18	16.07	22.2
136.72	126.02	115.61	134.58	150.84	142.76	125.86	162.98	107.25	74.24	76.98	72.2	74.06	52.61	79.39	102.56	70.71	76.06	52.9	82.21	74.74	68.99	70.35	68.48	69.1	105.04	98.74	85.95	94.26	141.76	147.23	140.41	139.68	81.43	90.35	80.08	86.82	80.77	104.09	107.54	102.57	106.8	82.69	94.16	94.06	93.33	93.11	129.46	125.27	130.74	129.89	87.01	93.21	85.28	74.15	125.02	141.42	138.47	114.46	89.29	69.61	161.85	137.94	70.31	113.35	109.54	103.96	60.73	62.32	81.47	85.55	85.53	95.53	85.61	73.35	76.08	74.29	160.71	171.64	174.12	134.34	136.08	136.62	68.86	72.55	72.84	110.84	117.77	114	108.65	98.45	112.16	113.41	99.06	104.29	59.12	69.34	60.66	58.02	67.29	60.71	79.87	84.98	88.75	85.68	84.12	87.21	41.61	41.15	38.52	58.81	50.33	46.79	47.57	47.99	47.65	29.75	42.16	36.09	36.89	61.99	57.49	62.14	88.96	86.49	88.19	85.55	90.53	86.62	79.12	70.11	81.38	87.36	90.93	84.18	52.13	56.01	82.49	62.47	44.67	78.62	51.08	41.91	75.83	110.85	116.93	104.27	103.78	91.01	148.88	108.99	113.2	109.37	121.26	87.61	110.94	104.93	96.6	120.53	124.39	121.42	115.32	119.46	158.03	129.67	116.41	141.55	121.19	112.84	134.81	119.44	118.8	138.46	67.1	68.82	124.81	133.12	124.43	73.42	62.21	120.02	87.41	84.58	121.69	131.99	138.54	52.68	54.91	115.51	74.57	71.25	127.21	162.63	158.5	74.86	71.73	95.7	99.26	82.66	80.15	181.15	172.41	93.93	91.02	96.09	101.82	76.37	75.11	162.09	166.12	77.76	80.06	82.5	69.54	61.57	91.65	143.37	128.96	73.18	70.1	59.85	55.44	53.25	56.13	52	45.4	40.03	42.24	36.27	39.43	37.98	44.62	31.52	39.35	34.75	32.68	19.42	40.35	38.79	33.61	53.42	79.25	40.06	60.78	73.88	72.64	75.34	99.2	166.54	108.33	96.71	79.33	69.98	134.43	87.26	110.43	97.57	105.69	108.49	149.78	67.5	72.69	57.74	135.64	116.85	147.94	62.11	231.32	131.77	116.28	192.63	216.11	210.68	167.83	162.29	142.08	138.64	151.5	148.56	143.14	144.29	121.41	123.99	90.1	95.08	107.5	111.56	99.11	96.24	89.66	93.08	135.91	138.44	79.66	114.18	93.51	94.56	104.86	89.33	69.68	68.91	102	86.64	82.88	195.07	176.88	177.68	88.42	91.53	78.64	89.47	98.39	100.84	99.38	99.1	96.54	91.13	92.55	96.49	97.37	73.07	98.77	97.04	75.73	96.46	17.62	16.42	16.02	21.61	59.3	55.18	27.98	29.43	30.96	115.96	96.87	125.58	86.41	76.74	72.11	69.05	76.29	67.21	142.39	120.64	110.94	95.37	94.83	68.94	89.15	78.93	73.87	88.57	87.67	80.16	71.41	72.18	91.2	72.01	76.14	63.54	87.35	88.3	57.29	77.64	73.51	79.06	66.2	54.1	76.66	80.24	69.93	78.54	81.65	83.39	91.26	85.91	84.2	97.98	102.01	83.19	94.93	92.51	73.88	71.73	77	90.07	52.2	52.07	49.78	33.22	34.67	68.89	63.92	95.45	95.24	100.74	107.75	104.39	103.74	105.83	81.91	75.68	110.38	99.56	74.31	89.86	68.08	75.88	64.57	60.97	58.92	59.71	55.94	73.19	48.21	40.08	44.91	82.31	81.05	84	104.21	106.57	101.93	102.61	105.58	100.25	90.3	85.86	83.87	42.83	48.29	45.55	72.7	75.27	69.23	79.68	96	76.35	65.36	88.31	110.65	58.09	85.78	75.44	96.86	87.82	47.86	55.19	74.11	80.49	51.48	81.9	70.67	88.13	80.35	86.67	46.37	94.38	62.01	84.43	56.34	96.76	103.78	106.32	77.35	80.95	80.96	97.18	97.05	99.36	97.57	95.65	100.89	79.5	83.21	82.92	77.47	71.59	65.65	74.54	71.02	66.41	78.86	81.33	74.04	120.64	118.16	132.3	67.12	47.16	35.21	41.44	20.09	22.97	25.58	30.9	61.3	78.78	26.47	23.08	6.58	24.23	79.16	27.53	16.99	51.33	48.45	62.2	57.69	39.29	34.71	33.8	16.83	36.86	47.57	31.39	28.28	23.72	32.42	18.04	63.92	72.1	47.61	52.19	63.26	46.16	39.67	46.11	44.15	36.28	66.65	59.94	68.56	56.14	70.07	79.71	73.57	89.26	41.54	48.28	134.25	151.17	84.19	85.66	64.79	66.59	27.48	39.8	91.63	70.86	88.77	70.9	55.77	54.54	60.5	57	55.46	55.46	103.47	85.48	108.84	49.56	50.68	72.45	27.01	26.73	41.75	52.5	69.97	52.44	77.78	57.57	56.66	55.25	64.51	57.6	63.32	74.21	78.06	57.42	60.92	82.5	120.31	76.3	95.63	92.02	94.28	104.2	104.99	91.97	103.24	118.77	97.73	100.52	117.26	151.6	81.05	101.34	112.56	90.61	127.58	118.97	83.28	56.97	62.22	57.72	71.71	68.49	64.24	61.37	62.42	71.67	66.68	65.79	68.83	72.92	66.84	67.11	64.61	75.16	74.41	70.97	64.8	68.24	65.78	70.91	64.64	63.15	68.4	69.35	63.06	66.48	81.12	66.81	64.59	68.17	77.31	84.35	109.48	95.28	96.06	108.65	118.42	96.08	107.82	48.57	95.1	102.2	97.86	135.43	108.34	93.42	86.26	90.15	131.04	126.41	94.51	106.47	100.69	108.72	107.04	108.21	96.65	87.43	91.83	133.21	134.53	103.41	99.54	124.56	66.82	67.4	65.57	84.8	68.26	77.17	57.48	65.31	49.97	78.13	71.61	80.62	79.44	58.05	85.15	79.19	74.38	79.97	64.57	70.03	70.41	63.51	67.51	65.08	65.17	68.57	64.23	85.1	88.15	87.86	68.47	70.32	74.53	71.76	70.32	90.47	69.6	83.83	69.89	70.34	76.05	70.51	76.01	74.65	73.23	68.08	68.63	79.95
0.31	0.56	0	0	0.08	0.23	0.3	1.47	0.45	0.55	0.53	0.54	0.44	1.38	0.17	0	0.29	0.07	0.22	0.04	0.07	0.04	0.64	0.12	0.21	0.09	0	0.02	0	0.02	0.06	0.02	0	0.04	0.08	0	0	0.05	0.06	0	0.06	0.09	0.04	0	0.06	0	0	0.02	0.05	0	0.05	0	0.05	0.02	0.03	0.6	1.37	3.74	0	0.32	0.19	0.21	0.4	1.33	0.85	0	0.8	0	0	0	0	0	0	0.33	0.1	0.19	0	0.22	0.65	0	0.41	0.41	0.42	2.37	2.04	1.74	2.59	0.86	2.66	0	0	0.4	0	0.41	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	3.15	0.29	0	0	0	0	0	0	2.65	3.16	4.08	0.47	0.74	0.29	0.01	0.06	0.02	0.02	0.05	0	0.02	0.21	0.17	0.04	0.02	0.12	0	0.06	0	0	0	0	0.03	0.08	0.06	0.16	0.01	0.2	0.18	0.13	0.04	0.08	0.17	0.08	0.09	0.23	0.15	0.08	0	0.27	0.12	0.13	0.18	0.06	0	0.13	0.21	0.03	0.06	0.06	0.12	0.05	0.1	0	0	0	0	0	0.08	0	0	0	0.11	0	0.16	0.07	0	0.09	0.04	0.61	0.25	0.24	0.74	0.1	0	0.03	0.04	0.33	0	0.44	0.08	0	0	0	0.07	0	0.04	0.48	0.06	0.08	0.25	0	0	0.2	0.53	0	0.59	0.02	0.11	0.73	0.57	0.08	0.17	0.04	0.08	0.23	0.12	0.28	0.4	0.16	1.36	1.2	1.51	2.68	1.63	1.4	3.95	1.29	1.58	2.8	1.87	1.46	1.9	1.27	2.26	1.43	1.15	1.43	0.37	0.15	1.54	4.7	6.26	16.84	13.12	7.97	2.89	7.17	0	0	0	0	0.28	0	0.72	0.94	0	0.29	0.29	0.37	0	0.05	0.06	0	0	0	0	0	0	0	0	0	0	0	0	0	0.9	1.26	2.48	2	0.11	0.03	1.16	0.56	2.08	2.36	0	0	0	0.54	0.12	0	0.05	0.28	0.26	0.29	0.14	0.34	0.31	0.37	0.15	0.13	0.24	0.1	0.32	0.33	0.42	0.47	0.12	0.43	0.08	0.44	0.29	0.14	0.34	0.33	0.91	0.83	0.44	1.37	0.03	0	0.42	0.19	0.49	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0.33	0	0	0.02	0.03	0.03	0.1	0.1	0.25	0.2	0	0.12	0	0.04	0.14	0.07	0.09	0	0.02	0.13	0.08	0.2	0.06	0.21	0	0.14	0.07	0.07	0.22	0.08	0.22	0.09	0	0.12	0	0.09	0.04	0	0.08	0.24	3.25	7.25	2.22	2.33	2.55	2.76	0.14	0.25	0.15	21.07	20.69	23.6	7.69	4.96	7.82	0.48	0.61	0.63	48.5	45.48	47.36	23.45	25.5	26.17	0.68	0.34	0.55	33.31	30.71	33.38	32.91	30.85	35.43	0	0	0	0	0	0	0	0	0	0	0	0.15	0	0	0	0	0	0	0	0	0.11	0	0	0	0	0.07	0	0	0	0.41	0.44	0.33	0.15	0.18	0.21	0.18	0.2	0.17	0.51	0.45	0.59	0.22	0.63	0.42	0.42	0.12	0.21	0.8	1.54	1.86	3.77	8.04	3.81	1.14	0.25	0	0.65	0.22	0.27	0.38	0.16	0	4.68	0	0.56	0	0	0	0	0	0	0	0	0	0	0	0	0.46	0.18	0	0.03	0.09	0	0.04	0.08	0.1	0	0	0.16	0	0.03	0	0	0	0	0	0	0.19	1.68	0	0.06	0.02	0.19	0	0	0.24	0.37	0.32	0	0.56	0.67	0.1	0.18	0	0	0.81	0	0	0.02	0.03	0.02	0	0.07	0	0.04	0	0.15	0.03	0	0	0	0	0.31	0.03	0.02	0	0.04	0.26	0.08	0.03	0.05	0	0.04	0.03	0.34	0.04	0	0	0.04	0.22	0.24	0.21	0.26	0.07	0.05	0	0	0.04	0	0	0.08	0	0	0	0	0	0	0	0.77	0.15	0.14	0.35	0.43	0.28	0	0	0.69	0	0.16	0.41	0	0.54	1.02	0.13	0.22	0	0.68	0	1.14	0.4	0.23	0	0	0.48	0	0.77	0.23	0	0	0.39	0.31	0.21	0.12	0	0.5	0	0.08	0.25	0	0.06	0	0	0.27	0.1	0	0	0.06	0.03	0	0	0	0	0	0.17	0	0	0.04	0.07	0.04	0.08	0	0	0	0	0.05	0	0.23	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0.25	0	0	0	0	0	0	0.47	0	0	0	0	0	0	0	0	0	0
49.13	35.38	37.26	40.92	39.41	36.31	26.93	32.17	29.85	26.5	23.7	28.61	27.88	26.84	28.32	9.42	27.56	28.35	20.3	27.3	24.74	32.85	33.93	36.32	35.78	13.41	12.05	28.74	30.58	36.15	39.73	36.24	41.05	28.64	33.62	31.17	31.09	30.37	27.61	26.69	30.21	27.81	29.21	28.86	31.41	30.75	30.82	36.64	35.94	40.53	37.09	31.22	34.03	28.97	25.24	17.32	24.27	21.52	17.18	18.61	14.31	13.93	14.13	21.13	17.76	15.59	16.3	11.57	10.43	15.48	14.31	19.72	19.7	21.47	12.16	14.97	14.58	15	15.32	14.34	15.95	15.11	13.66	22.52	20.79	21.21	17.56	21.8	17.17	13.49	10.97	11.36	15.18	15.81	18.93	11.46	10.54	14.09	11.8	10.04	11.75	14.83	18.28	13.46	15.07	14.62	15.15	38.89	25.81	39.53	49.95	45.63	40.12	41.57	36.67	30.68	34.45	46.25	40.52	42.46	47.79	49.63	49.22	44.46	39.16	44.48	45.28	49.63	48.89	44.71	43.05	38.06	49.78	49.1	42.65	32.27	32.57	38.79	32.02	26.15	34.98	29.39	25.89	35.04	36.25	37.88	45.84	45.91	42.77	33.96	45.47	46.96	45.44	44.21	39.43	40.86	47.26	44.21	23.66	25.25	32.51	35.26	38.46	28	32.25	32.25	31.01	34.17	30.95	27.29	32.6	35.43	33.78	20.85	27.78	30.06	35.82	34.36	29.44	14.1	20.03	35.6	37.17	22.81	24.2	22.76	28.51	28.3	10.67	25.36	25.92	14.1	19.86	19.54	26.54	27.49	15.3	2.59	12.3	13.75	20.4	20.11	20.84	16.37	19.87	21.49	18.58	19.4	22.42	21.1	18.28	18.49	16.45	23.77	23.61	21.59	20.31	20.62	14.78	15.19	39.24	42.57	32.66	38.87	39.83	32.8	45.05	48.5	46.86	15.7	20.71	12.99	16.6	16.12	13.61	19.86	17.58	14.73	24.37	18.08	19.24	24.46	18.05	18.92	24.41	25.53	22.18	9.26	13.91	8.15	12.99	13.65	16.66	17.77	12.05	8.37	12.7	25.5	22.05	36.62	31.89	11.53	14.12	18.5	20.73	17.26	12.25	20.08	16.43	22.37	15.67	19.38	19.97	20.98	19.4	16.12	15.85	18.91	20.14	14.34	14.27	22.82	21.61	31.5	26.48	24.46	27.99	21.19	21.25	33.44	35.85	32.76	25.73	9.88	18.37	22.26	22.69	11.24	15.16	30.32	24.31	28.13	24.83	25.26	26.51	22.43	23.36	25.6	26.87	26.08	25.99	28.28	27.94	24.54	29.08	26.51	35.1	29.11	33.79	34.48	33.27	32.25	38.82	31.17	35.41	28.29	33.79	34.53	20.09	18.09	20.49	15.76	17.73	23.4	23.53	21.36	18.13	25.78	29.7	29.85	30.52	29.2	45.06	26.85	26.39	29.66	31.91	31.56	44.37	32.1	34.06	38.43	7.9	19.24	22.33	27.65	25.15	20.28	25.77	22.48	25.94	48.97	46.16	47.71	52.82	42.38	43.73	45.97	38.36	29.44	26.9	27.44	29.11	22.31	22.72	25.17	27.3	16.25	19.8	19.95	29.73	24	29.07	25.63	29.04	24.01	30.72	22.34	19.98	22.17	7.96	8.24	15.47	16.74	9.64	10.09	9.41	12.52	12.73	12.61	12.35	23.94	24.24	16.12	27.55	12.9	24.3	25.45	26.06	30.02	29.04	30.03	32.49	32.23	35.52	26.13	24.04	24.22	46.36	50.78	46.99	56.71	51.34	52.92	38.16	37.61	38.62	36.07	32.95	32.98	41.13	44.13	31.34	47.87	41.19	48.13	18.36	11.92	21.11	12.96	19.87	17.11	23.6	15.83	9.13	15.52	16.49	39.7	23.04	14.77	34.36	26.92	15.53	22.79	17.04	25.79	15.93	27.86	13.76	8.48	16.79	21.01	18.65	25.59	15.96	41.88	44.27	45.72	33.12	35.05	34.97	30.49	29.38	31.14	41.85	40.07	38	27.68	31.6	30.56	29.53	29.87	28.24	26.79	27.28	27.05	36.15	43.96	32.38	12.27	11.4	10.03	10.88	7.49	4.97	7.34	11.67	17.11	13.36	10.45	7.89	1.62	5.98	15.5	4.53	12.67	32.49	33.1	26.14	31.36	24.86	19.65	27.36	24.62	28.13	18.24	34.14	25.26	24.22	20.16	17.86	25.54	26.48	15.23	30.5	17.57	21.52	13.5	15.33	16.75	15.27	17.81	22.21	24.62	27.83	30.2	20.33	22.83	24.57	11.01	24.98	21.94	22.87	32.05	32.7	26.13	28.84	9.84	13.14	24.66	32.52	30.88	32.96	23.29	22.79	19.88	22.39	22.01	21.86	15.21	15.78	11.72	20.59	21.94	30.03	16.77	16.92	38.24	21.11	22.79	24.51	32.03	20.41	18.63	22.9	24.02	21.27	23.34	28.55	31.67	21	22.72	29.91	21.18	20.19	25.57	24.3	26.15	19.52	18.82	22.53	18.56	20.47	19.12	17.73	23.66	21.35	20.71	22.07	30.42	13.63	27.89	20.66	16.6	45.14	51.46	42.34	40.9	42.4	46.83	45.7	47.38	38.78	51.04	53.39	47.87	45.99	47.01	49	52.19	50.02	47.83	43.68	44.53	39.03	42.47	44.49	52.46	45.58	46.02	48.15	49.01	43.67	49.07	48.95	45.77	50.08	49.55	18.97	25.84	16.38	15.62	18.82	22.53	25.27	25.6	5.46	18.75	22.69	21.28	17.7	13.82	26.73	24.7	27.01	20.38	27.02	14.28	28.28	28.77	36.11	34.73	34.54	31.86	29.57	29.19	18.18	18.42	15.24	13.2	23.97	44.86	45.92	47.78	39.78	38.95	42.28	35.34	39.76	31.65	44.59	44.6	39.38	41.98	17.37	29.06	37.9	36.2	38.87	47.83	44.73	49.33	48.62	46.86	44.57	37.22	37.26	35.13	40.43	36.61	42.5	49.63	43.73	44.04	40.22	39.68	38.94	42.57	40.7	41.5	44.01	42.91	44.75	35.41	40.09	41.45	26.96	31.8	26.49
26.25	35.33	31.06	35.58	32.7	37.74	40.85	58.86	56.97	57.5	63.89	57.74	44.38	47.37	53.55	39.17	22.88	21.48	33.02	19.53	20.72	15.44	25.56	20.82	20.88	35.06	35.34	22.36	22.58	42.11	42.46	38.66	40.18	25.52	42.11	40.1	44.87	42.3	17.22	17.08	17.38	17.43	23.94	9.72	9.26	9.48	8.74	38.55	36.42	38.36	36.39	21.64	22.32	26.76	31.27	111.58	93.1	92.86	111.3	111.34	117.75	63.22	45.29	68.69	93.44	97.8	72.3	94.52	80.88	65.77	95.46	116.66	123.22	119.33	116.21	114.2	123.55	65.75	59.95	58.4	36.4	38.39	38.49	65	72.81	68.07	98.08	106.54	94.93	97.6	102.47	104.26	78.41	74.53	78.83	91.62	97.25	94.5	86.34	78.1	79.07	73.56	67.36	66.5	103.98	102.69	92.87	5.82	4.06	30.56	29.8	3.48	6.46	4.49	4.19	7.87	2.89	28.18	28.29	30.49	29.8	25.99	27.75	17.91	19.22	17.05	18.54	18.07	19.26	15.73	12.36	15.1	16.09	14.97	13.24	17.02	23.61	15.47	20.17	25.17	19.15	23.82	31.35	19.03	71.25	70.15	62.79	59.55	51.08	49.9	58.86	59.75	53.35	51.03	52.59	53.96	45.38	48.66	86.76	72.55	50.93	49.94	65.49	60.39	63.1	56.48	55.08	58.87	54.89	61.47	55.7	57.01	69.05	75.53	62.68	67.52	50.88	52.51	62.07	76.49	68.67	47.15	47.13	66.3	48.9	53.16	57.42	54.46	76.58	64.16	61.38	70.16	57.99	57.57	66.39	67.58	52.43	57.83	81.26	87.36	27.47	23.75	65.17	65.5	52.05	54.58	82.59	88.91	26.57	28.39	77.97	78.89	61.12	69.43	75.06	58.49	29.23	32.1	69.82	73.23	11.5	11.05	11.5	12.39	11.69	10.02	8.76	8.33	8.31	85.86	43.88	79.03	91	36	72.27	118.28	109.9	129.51	77.09	86.07	95.09	71.34	44.71	50.58	49.78	31.55	35.05	0.29	0	0.73	0.49	0.68	1.75	1.3	1.79	1.12	0.86	22.13	20.76	23.48	27.51	51.82	38.54	62.6	36.94	38.8	33.87	48.59	50.25	43.43	55.08	25.77	26.8	28.51	28.58	26.45	26.6	25.63	28.77	24.71	23.08	37.09	33.66	20.64	21.92	67.65	65.58	51.18	49.2	19.26	18.33	47.07	48.87	60.77	58.55	23.01	22.04	75.17	74.75	94.71	98.88	78.62	73.15	74.58	28.23	23.5	25.58	72.2	72.71	67.86	79.57	82.71	81.6	61.94	69.55	70.39	17.86	19.74	17.45	18.43	24.52	17.74	21.17	23.59	19.95	61.35	62.62	54.65	52.27	103.31	83.78	122.89	104.41	77.37	34.04	25.86	29.33	65	55.74	49.99	80.56	73.85	81.17	22.53	21.57	35.85	26.57	16.92	18.34	35.3	33.68	25.09	33.85	45.51	83.1	43.76	30.67	63.3	50.83	46.83	42.27	13.06	15.45	17.29	15.25	17.57	22.94	19.22	21.19	17.94	16.57	20.53	15.64	28.16	25.96	21.09	21.72	32.41	29.89	22.1	22.85	25.43	20.74	23.3	18.52	27.92	21.27	69.24	74.35	70.8	252.96	248.81	74.13	76	56.93	60.38	54.64	53.82	58.41	56.88	58.27	39.6	35.84	36.54	39.4	71.89	45.9	49.73	46.62	30.05	28.37	30.42	53.31	50.8	53.35	72.36	78.27	71.3	22.57	21.4	20.94	53.79	55.75	56.36	70.13	67.19	75.29	18.17	17.71	17.96	30.93	29.01	39.36	57.91	56.25	60.65	38.13	13.69	40.57	35.49	34.13	34.36	52.06	44.54	27.39	44.74	32.86	22.46	28.16	37.65	38.41	105.24	63.88	21.25	55.79	49.97	24.24	19.04	38.14	48.8	50.64	68.52	39.28	38.18	45.6	17.66	18.84	19.81	25.73	25.88	24.23	26.19	28.3	27.79	21.88	20.37	22.26	40.25	31.06	35.51	41.68	34.2	38.22	50.41	41.57	47.8	61.99	56.8	57.48	103.48	68.27	71.75	63.84	51.71	44.96	51.83	53.77	83.8	100.03	47.76	45.71	0.84	3.43	7.67	2	7.24	19.71	24.66	31.65	17.92	22.6	20.78	22.93	38.7	29.75	22.62	14.56	47.93	50.38	31.83	43.34	36.4	49.49	28.19	39.09	44.5	34.27	23.35	24.9	16.6	18.64	43.44	36.66	26.43	38.03	27.53	30.97	84.27	80.68	49.02	32.96	49.84	54.55	19.17	21.27	35.11	30.09	85.84	85.98	43.7	39.67	61.75	24.59	45.51	43.66	47.2	42.27	42.09	48.14	13.76	11.32	9.69	33.89	38.46	25.51	20.07	18.13	21.72	36.68	44.93	35.5	25.13	40	35.4	34.24	42.07	48.94	38.77	37.75	26.98	36.87	46.55	217.84	33.52	70.74	102.71	89.95	116.56	34.37	24.77	88.56	24.35	39.63	26.42	55.47	33.03	29.57	29.57	40.76	27.43	52.95	29.34	24.92	30.12	20.28	18.96	19.53	11.06	10.61	13.11	15.41	25.62	18.2	11.9	12.91	13.85	11.88	11.25	10.73	7.43	10.67	9.03	20.35	17.49	10.36	9.75	12.31	20.72	24.29	13.26	10.3	8.51	12.92	12.33	14.31	19.68	9.31	11.6	57.2	34.27	52.09	63.22	53.54	50.08	49.32	46.34	14.18	47.45	58.65	68.8	35.41	40.54	23.55	30.91	24.16	26.51	21.76	26.48	20.48	24.24	28.39	31.23	27.49	20.1	23.16	24.74	35.3	33.92	35.68	45.13	25.19	38.33	33.75	42.24	30.24	22.63	27.67	32.7	34.58	24.56	29.46	29.8	30.45	28.45	20.76	30.99	24.56	26.56	22.96	30.87	35.71	34.46	26.4	30.72	28.11	34.99	32.28	32.38	34.25	32.28	35.33	31.65	39.75	30.04	32.78	28.15	27.88	32.45	27.68	29.61	28.18	31.14	31.81	30.79	26.76	26.46	32.16	31.76	30.25
6.88	7.81	5.39	6.68	5.95	5.26	5.4	9.25	10.01	5.04	4.23	9.05	4.21	8.17	5.6	6.61	10.72	9.84	15.13	8.89	7.55	11.11	15.17	11.07	10.51	12.17	9.23	5.51	5.02	6.11	6.3	5.79	6.51	6.09	6.43	7.74	7.67	7.6	6.83	5.99	6.73	7.39	5.67	5.95	6.13	6.35	6.04	6.02	6.42	6.15	6.38	5.29	6.47	6.12	5.71	10.01	9.73	11.06	6.74	13.26	9.68	8.88	6.22	22.68	12.87	8.74	7.13	5.53	4.49	3.86	5.91	12.98	12.88	13.41	10.57	10.33	10.34	8.86	8.54	7.77	6.06	5.78	6.39	21.84	23.33	22.79	12.48	9.35	12.31	9.65	9.01	11	6.91	7.02	5.93	5.56	5.97	5.45	4	4.36	5.06	4.47	5.86	3.05	3.71	4.76	4.13	4.35	5.66	22.96	15.56	4.86	4.23	2.51	5.85	3.66	5.04	25.2	25.99	24.57	17.11	14.71	16.63	10.88	10.94	10.95	9.85	10.01	10.28	15.15	16.55	17.57	13.75	12.9	16.06	9.07	9.03	7.75	6.85	6.17	5.9	7.17	8.19	6.66	9.48	9.3	6.04	6.66	7.48	7.86	7.07	7.49	6.42	5.57	8.97	8.36	6.97	6.16	5.71	5.81	4.32	4.84	4.33	4.72	3.39	3.91	4.28	4.46	4.52	3.51	3.66	4.23	9.62	5.68	7.28	9.8	7.77	7.34	8.57	3.35	8.64	9.67	8.89	9.65	7.67	6.95	13.91	14.31	6.3	7.86	7.47	8.24	7.84	9.91	8.52	7.52	7.76	2.43	7.5	6.97	6.2	6.65	6.81	5.47	7.88	9.39	10.93	8.47	9.02	7.42	10.02	9.58	10.56	9.26	9.86	11.94	10.74	11.59	11.72	11.88	17.14	19.74	19.65	17.26	19.52	20.98	14.6	16.26	15.82	34.18	23.4	26.18	35.62	20.04	25.52	37.24	36.07	27.07	38.7	30.25	24.96	22	14.25	14.01	15.7	10.43	10.63	12.61	12.49	7.82	11.02	10.16	8.99	9.92	10.56	11.52	10.96	5.01	5.02	3.42	0.5	1.76	3.74	2.68	4.67	3.5	3.23	3.73	4.38	2.75	4.3	1.72	2.33	1.87	2.03	1.35	1.65	2.33	2.31	1.91	2	2.58	2.52	6.55	5.35	8.47	11.6	11.13	10.8	8.08	7.85	11.16	10.09	4.19	8.5	6.51	7.14	10.94	8.46	7.97	7.83	8.91	9.95	9.82	8.72	8.21	9.48	8.77	9.3	9.18	9.97	8.78	8.97	9.65	9.21	8.28	5.51	6.39	4.57	5.19	8.35	4.89	6.71	9.96	5.3	29.91	30.08	21.56	35.15	25.79	23.95	41.7	35.76	45.17	10.58	13.43	12.29	8.53	11.2	8.64	9.48	10.29	7.64	12.9	14.18	11.97	11.66	15.06	10.8	11.49	13.98	11.66	5.75	12.74	10.24	10.1	14.95	9.27	6.9	9.27	9.19	7.22	7.96	7.53	8.67	10.52	9.46	7.04	13.97	11.02	9.86	10.7	9.59	8.92	9.82	8.78	7.09	9.7	7.94	8.07	7	7.14	7.44	9.36	8.99	9.2	7.08	8.49	7.29	8.77	7.15	6.67	6.68	7	2.84	2.86	2.81	3.54	3.34	3.36	2.98	6.01	7.26	9.07	7.51	3.88	8.96	10.75	8.82	12.39	12.15	12.33	39.95	39.92	38.17	34.11	32.99	34.59	10.37	11.71	10.36	32.59	31.22	33.04	34.41	32.82	32.08	10.71	10.56	11.19	16.49	15.71	12.95	36.55	32.55	36.07	3.82	1.86	2.39	2.55	2.02	1.73	3.85	2.92	1.58	1.96	1.37	4.72	2.6	2.88	4.29	3.22	2.05	4.15	2.31	7.47	2.8	3.42	1.71	1.04	1.9	3.06	2.51	3.66	2.84	10.41	11.44	12.4	7.03	7.5	7.32	7.79	7.84	7.77	11.87	11.41	11.98	16.59	16.73	17.98	16.34	17.07	17.15	16.99	18.36	18.53	21.93	23.69	25.79	6.17	6.04	6.52	6.76	5.4	5.46	6.39	9.03	6.78	7.83	8.47	7.61	1.19	3.9	7.28	4.99	3.15	4.56	8.1	6.26	4.6	6.19	5.18	3.77	16.11	13.98	3.8	7.04	9.77	10.76	5.66	7.79	7.17	5.77	3.97	7.5	6.01	6.52	8.59	7.71	5	4.58	14.12	17.11	9.64	9.66	5.7	3.74	11.51	11.44	3.4	7.24	4.38	4.88	11.78	11.46	16.5	15.6	20.85	21.27	12.77	14.63	11.8	8.55	10.12	9.82	10.54	10.06	9.69	10.79	21.92	19.9	14.88	12.84	9.84	8.64	21.05	21.69	16.9	13.28	8.74	10.41	7.97	10.36	12.63	10.14	9.45	10.27	9	9.81	9.71	13.33	9.55	32.49	6.31	10.97	15.72	15.84	20.39	6.6	4.4	14.62	4.25	8.48	4.81	12.13	9.96	5.06	6	9.45	5.95	8.82	10.17	5.45	3.37	6.05	9.69	6.83	7.32	8.68	6.91	9.84	7.65	6.39	9.3	7.08	8.83	5.8	8.64	11.88	9.84	9.42	7.82	8.1	6.77	6.1	8.07	7.8	11.39	10.93	6.37	9.14	8.45	7.95	6.12	4.4	9.08	9.54	8.62	3.82	2.68	1.66	5.27	3.25	0.94	5.03	6.08	2.89	2.51	3.14	2.89	10.82	8.1	6.3	6.96	6.78	8.16	7.99	3.2	5.68	4.92	8.7	9.19	8.88	6.7	7.8	7.53	9.63	10.01	8.93	8.85	8.04	8.86	8.25	9.32	11.46	8.8	9.05	8.74	8.53	8.97	10.91	10.21	9.65	7.47	2.91	3.45	7.02	6.58	6.75	8.98	8.28	7.74	8.59	7.9	7.64	11.27	10.17	9.48	6.03	5.23	4.96	7.71	10.63	8.1	10.71	9.4	7.43	12.27	11.16	10.06	10.6	7.91	6.5	9.08	8.57	8.97	5.29	5.56	3.81
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ToxoCEN: A Co-expression network for Toxoplasma gondii

Elucidating gene function is a major goal in biology, especially among non-model organisms. However, doing so is complicated by the fact that molecular conservation does not always mirror functional conservation, and that complex relationships among genes are responsible for encoding pathways and higher-order biological processes. Co-expression, a promising approach for predicting gene function, relies on the general principal that genes with similar expression patterns across multiple conditions will likely be involved in the same biological process. For Toxoplasma gondii, a prevalent human eukaryotic pathogen greatly diverged from malaria, approximately 47% of the predicted genes in the genome lack functional annotations. Here, we leveraged a large amount of publicly available transcriptomic data to generate a T. gondii Co-Expression Network (ToxoCEN), recapitulating known protein networks, predicting gene function, and enabling insights into the principles influencing co-expression. Overall, co-expression is a powerful tool for uncovering gene function, and decreases the experimental tests needed to identify functions for currently under-annotated genes.

CS Arnold, Y Wang, VB Carruthers, MJ O'Meara
ToxoCEN: A Co-Expression Network for Toxoplasma gondii
Code available at https://github.com/maomlab/CalCEN/tree/master/vignettes/ToxoCEN

TGME49_transcript_annotations.tsv

Toxoplasma gondii ME49 (NCBI Taxon:508771) annotated protein features collected from ToxoDB Release 64

top_coexp_hits.tsv

top 50 ToxoCEN associations for each gene

top_coexp_hits_0.15.tsv

top ToxoCEN associations for each gene filtered by score > 0.85 and at most 50 per gene

Data/estimated_expression_meta.tsv

Metadata for RNAseq estimated expression runs

Data/estimated_expression.tsv

gene by RNA-seq run estimated expression

Networks/ToxoCEN_network.tsv

ToxoCEN Co-expression network

Networks/BlastP_network.tsv

Protein sequence similarity network

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