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Ventilation_time_prediction

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train · 17.5k rows

timestamp stringdate 2023-01-01 02:00:00 2024-12-31 21:00:00	SO2 float64 0 0.01	CO float64 0.09 2.33	O3 float64 0 0.16	NO2 float64 0 0.09	PM10 float64 3 428	PM25 float64 1 135	WS float64 0 8.1	PS float64 991 1.04k	TA float64 -17.2 36.3	HM float64 14 100	VS float64 23 5k	Traffic float64 0 8.64k	WD_sin float64 -1 1	WD_cos float64 -1 1	PM25_t_plus_1 float64 1 135	PM25_t_plus_2 float64 1 135	PM25_t_plus_3 float64 1 135	SO2_t_minus_1 float64 0 0.01	SO2_t_minus_2 float64 0 0.01	CO_t_minus_1 float64 0.09 2.33	CO_t_minus_2 float64 0.09 2.33	O3_t_minus_1 float64 0 0.16	O3_t_minus_2 float64 0 0.16	NO2_t_minus_1 float64 0 0.09	NO2_t_minus_2 float64 0 0.09	PM10_t_minus_1 float64 3 428	PM10_t_minus_2 float64 3 428	PM25_t_minus_1 float64 1 135	PM25_t_minus_2 float64 1 135	WS_t_minus_1 float64 0 8.1	WS_t_minus_2 float64 0 8.1	PS_t_minus_1 float64 991 1.04k	PS_t_minus_2 float64 991 1.04k	TA_t_minus_1 float64 -17.2 36.3	TA_t_minus_2 float64 -17.2 36.3	HM_t_minus_1 float64 14 100	HM_t_minus_2 float64 14 100	VS_t_minus_1 float64 23 5k	VS_t_minus_2 float64 23 5k	Traffic_t_minus_1 float64 0 8.64k	Traffic_t_minus_2 float64 0 8.64k	WD_sin_t_minus_1 float64 -1 1	WD_sin_t_minus_2 float64 -1 1	WD_cos_t_minus_1 float64 -1 1	WD_cos_t_minus_2 float64 -1 1
2023-01-01 02:00:00	0.004	1	0.002	0.047	52	52	1.9	1,028.7	1.5	72	925	2,389	-0.939693	-0.34202	54	57	61	0.004	0.004	0.9	1.2	0.002	0.002	0.051	0.059	56	64	51	58	1.9	1.4	1,028.9	1,029.4	1.5	0.9	71	72	1,104	1,503	3,950	3,873	-0.939693	-0.34202	-0.34202	-0.939693
2023-01-01 03:00:00	0.004	1.3	0.002	0.05	57	54	1.6	1,029	1.6	74	794	1,916	-0.939693	-0.34202	57	61	41	0.004	0.004	1	0.9	0.002	0.002	0.047	0.051	52	56	52	51	1.9	1.9	1,028.7	1,028.9	1.5	1.5	72	71	925	1,104	2,389	3,950	-0.939693	-0.939693	-0.34202	-0.34202
2023-01-01 04:00:00	0.004	1.3	0.002	0.052	67	57	1.4	1,029	1.5	74	709	1,679	-0.939693	0.34202	61	41	34	0.004	0.004	1.3	1	0.002	0.002	0.05	0.047	57	52	54	52	1.6	1.9	1,029	1,028.7	1.6	1.5	74	72	794	925	1,916	2,389	-0.939693	-0.939693	-0.34202	-0.34202
2023-01-01 05:00:00	0.004	0.6	0.013	0.023	71	61	2.4	1,029	0.8	62	1,185	2,070	-0.939693	0.34202	41	34	47	0.004	0.004	1.3	1.3	0.002	0.002	0.052	0.05	67	57	57	54	1.4	1.6	1,029	1,029	1.5	1.6	74	74	709	794	1,679	1,916	-0.939693	-0.939693	0.34202	-0.34202
2023-01-01 06:00:00	0.004	0.6	0.014	0.026	51	41	3.1	1,029.3	-0.2	67	962	2,550	-0.642788	0.766044	34	47	55	0.004	0.004	0.6	1.3	0.013	0.002	0.023	0.052	71	67	61	57	2.4	1.4	1,029	1,029	0.8	1.5	62	74	1,185	709	2,070	1,679	-0.939693	-0.939693	0.34202	0.34202
2023-01-01 07:00:00	0.004	0.7	0.006	0.035	39	34	2.5	1,030.2	-1.5	71	891	3,082	-1	-0	47	55	53	0.004	0.004	0.6	0.6	0.014	0.013	0.026	0.023	51	71	41	61	3.1	2.4	1,029.3	1,029	-0.2	0.8	67	62	962	1,185	2,550	2,070	-0.642788	-0.939693	0.766044	0.34202
2023-01-01 08:00:00	0.004	1.1	0.002	0.042	55	47	2.7	1,031	-1.8	75	819	4,612	-1	-0	55	53	49	0.004	0.004	0.7	0.6	0.006	0.014	0.035	0.026	39	51	34	41	2.5	3.1	1,030.2	1,029.3	-1.5	-0.2	71	67	891	962	3,082	2,550	-1	-0.642788	-0	0.766044
2023-01-01 09:00:00	0.004	0.8	0.005	0.035	62	55	2.1	1,031.6	-1.7	75	763	5,797	-0.939693	0.34202	53	49	55	0.004	0.004	1.1	0.7	0.002	0.006	0.042	0.035	55	39	47	34	2.7	2.5	1,031	1,030.2	-1.8	-1.5	75	71	819	891	4,612	3,082	-1	-1	-0	-0
2023-01-01 10:00:00	0.004	0.8	0.01	0.03	67	53	2.4	1,031.8	-0.4	66	938	7,200	-1	-0	49	55	51	0.004	0.004	0.8	1.1	0.005	0.002	0.035	0.042	62	55	55	47	2.1	2.7	1,031.6	1,031	-1.7	-1.8	75	75	763	819	5,797	4,612	-0.939693	-1	0.34202	-0
2023-01-01 11:00:00	0.004	0.8	0.019	0.024	67	49	3.6	1,031.7	0.4	58	1,025	7,463	-0.939693	0.34202	55	51	50	0.004	0.004	0.8	0.8	0.01	0.005	0.03	0.035	67	62	53	55	2.4	2.1	1,031.8	1,031.6	-0.4	-1.7	66	75	938	763	7,200	5,797	-1	-0.939693	-0	0.34202
2023-01-01 12:00:00	0.005	0.7	0.022	0.021	69	55	1.7	1,031.2	2	54	1,051	7,526	-0.939693	0.34202	51	50	40	0.004	0.004	0.8	0.8	0.019	0.01	0.024	0.03	67	67	49	53	3.6	2.4	1,031.7	1,031.8	0.4	-0.4	58	66	1,025	938	7,463	7,200	-0.939693	-1	0.34202	-0
2023-01-01 13:00:00	0.004	0.7	0.023	0.024	67	51	2.5	1,030.5	3	45	1,331	7,803	-1	-0	50	40	33	0.005	0.004	0.7	0.8	0.022	0.019	0.021	0.024	69	67	55	49	1.7	3.6	1,031.2	1,031.7	2	0.4	54	58	1,051	1,025	7,526	7,463	-0.939693	-0.939693	0.34202	0.34202
2023-01-01 14:00:00	0.004	0.6	0.028	0.021	61	50	2.9	1,030.2	3.8	38	1,844	7,780	-0.939693	-0.34202	40	33	28	0.004	0.005	0.7	0.7	0.023	0.022	0.024	0.021	67	69	51	55	2.5	1.7	1,030.5	1,031.2	3	2	45	54	1,331	1,051	7,803	7,526	-1	-0.939693	-0	0.34202
2023-01-01 15:00:00	0.004	0.5	0.034	0.015	51	40	3.1	1,029.8	3.1	37	2,000	7,667	-1	-0	33	28	18	0.004	0.004	0.6	0.7	0.028	0.023	0.021	0.024	61	67	50	51	2.9	2.5	1,030.2	1,030.5	3.8	3	38	45	1,844	1,331	7,780	7,803	-0.939693	-1	-0.34202	-0
2023-01-01 16:00:00	0.004	0.5	0.032	0.018	44	33	4.4	1,030.1	2.6	33	2,000	7,675	-0.939693	0.34202	28	18	24	0.004	0.004	0.5	0.6	0.034	0.028	0.015	0.021	51	61	40	50	3.1	2.9	1,029.8	1,030.2	3.1	3.8	37	38	2,000	1,844	7,667	7,780	-1	-0.939693	-0	-0.34202
2023-01-01 17:00:00	0.003	0.5	0.029	0.017	36	28	3.1	1,030.1	1.7	29	2,000	7,235	-1	-0	18	24	20	0.004	0.004	0.5	0.5	0.032	0.034	0.018	0.015	44	51	33	40	4.4	3.1	1,030.1	1,029.8	2.6	3.1	33	37	2,000	2,000	7,675	7,667	-0.939693	-1	0.34202	-0
2023-01-01 18:00:00	0.003	0.5	0.026	0.019	27	18	2.9	1,029.9	0.1	35	2,000	6,380	-1	-0	24	20	20	0.003	0.004	0.5	0.5	0.029	0.032	0.017	0.018	36	44	28	33	3.1	4.4	1,030.1	1,030.1	1.7	2.6	29	33	2,000	2,000	7,235	7,675	-1	-0.939693	-0	0.34202
2023-01-01 19:00:00	0.004	0.5	0.023	0.021	30	24	2.9	1,030.8	-0.8	40	2,000	6,663	-1	-0	20	20	16	0.003	0.003	0.5	0.5	0.026	0.029	0.019	0.017	27	36	18	28	2.9	3.1	1,029.9	1,030.1	0.1	1.7	35	29	2,000	2,000	6,380	7,235	-1	-1	-0	-0
2023-01-01 20:00:00	0.004	0.5	0.024	0.021	27	20	3.5	1,031.3	-1.7	44	2,000	7,047	-1	-0	20	16	9	0.004	0.003	0.5	0.5	0.023	0.026	0.021	0.019	30	27	24	18	2.9	2.9	1,030.8	1,029.9	-0.8	0.1	40	35	2,000	2,000	6,663	6,380	-1	-1	-0	-0
2023-01-01 21:00:00	0.003	0.4	0.026	0.019	29	20	3.2	1,032.2	-2.2	45	2,000	6,220	-1	-0	16	9	11	0.004	0.004	0.5	0.5	0.024	0.023	0.021	0.021	27	30	20	24	3.5	2.9	1,031.3	1,030.8	-1.7	-0.8	44	40	2,000	2,000	7,047	6,663	-1	-1	-0	-0
2023-01-01 22:00:00	0.003	0.3	0.028	0.012	24	16	3.8	1,032.7	-2.7	45	2,000	5,243	-0.642788	0.766044	9	11	12	0.003	0.004	0.4	0.5	0.026	0.024	0.019	0.021	29	27	20	20	3.2	3.5	1,032.2	1,031.3	-2.2	-1.7	45	44	2,000	2,000	6,220	7,047	-1	-1	-0	-0
2023-01-01 23:00:00	0.003	0.3	0.023	0.016	16	9	2.6	1,033.2	-3.4	46	2,000	3,405	-0.939693	0.34202	11	12	13	0.003	0.003	0.3	0.4	0.028	0.026	0.012	0.019	24	29	16	20	3.8	3.2	1,032.7	1,032.2	-2.7	-2.2	45	45	2,000	2,000	5,243	6,220	-0.642788	-1	0.766044	-0
2023-01-02 00:00:00	0.003	0.3	0.022	0.016	16	11	2.2	1,033.1	-4.3	49	2,000	2,411	-0.939693	0.34202	12	13	14	0.003	0.003	0.3	0.3	0.023	0.028	0.016	0.012	16	24	9	16	2.6	3.8	1,033.2	1,032.7	-3.4	-2.7	46	45	2,000	2,000	3,405	5,243	-0.939693	-0.642788	0.34202	0.766044
2023-01-02 01:00:00	0.003	0.4	0.021	0.015	18	12	2.6	1,033.1	-5	49	2,000	1,619	-1	-0	13	14	13	0.003	0.003	0.3	0.3	0.022	0.023	0.016	0.016	16	16	11	9	2.2	2.6	1,033.1	1,033.2	-4.3	-3.4	49	46	2,000	2,000	2,411	3,405	-0.939693	-0.939693	0.34202	0.34202
2023-01-02 02:00:00	0.003	0.4	0.021	0.014	18	13	2.3	1,033.2	-5.6	51	2,000	1,224	-1	-0	14	13	11	0.003	0.003	0.4	0.3	0.021	0.022	0.015	0.016	18	16	12	11	2.6	2.2	1,033.1	1,033.1	-5	-4.3	49	49	2,000	2,000	1,619	2,411	-1	-0.939693	-0	0.34202
2023-01-02 03:00:00	0.003	0.5	0.016	0.018	16	14	2.2	1,033.3	-6.2	53	2,000	1,208	-1	-0	13	11	13	0.003	0.003	0.4	0.4	0.021	0.021	0.014	0.015	18	18	13	12	2.3	2.6	1,033.2	1,033.1	-5.6	-5	51	49	2,000	2,000	1,224	1,619	-1	-1	-0	-0
2023-01-02 04:00:00	0.004	0.4	0.017	0.018	18	13	1.2	1,033.3	-6.6	52	2,000	2,263	-1	-0	11	13	14	0.003	0.003	0.5	0.4	0.016	0.021	0.018	0.014	16	18	14	13	2.2	2.3	1,033.3	1,033.2	-6.2	-5.6	53	51	2,000	2,000	1,208	1,224	-1	-1	-0	-0
2023-01-02 05:00:00	0.003	0.4	0.016	0.019	18	11	1.9	1,033.1	-6.7	52	2,000	5,445	-0.34202	0.939693	13	14	15	0.004	0.003	0.4	0.5	0.017	0.016	0.018	0.018	18	16	13	14	1.2	2.2	1,033.3	1,033.3	-6.6	-6.2	52	53	2,000	2,000	2,263	1,208	-1	-1	-0	-0
2023-01-02 06:00:00	0.004	0.4	0.015	0.021	19	13	2.7	1,032.9	-6.4	51	2,000	6,509	-0.642788	0.766044	14	15	15	0.003	0.004	0.4	0.4	0.016	0.017	0.019	0.018	18	18	11	13	1.9	1.2	1,033.1	1,033.3	-6.7	-6.6	52	52	2,000	2,000	5,445	2,263	-0.34202	-1	0.939693	-0
2023-01-02 07:00:00	0.004	0.6	0.005	0.032	19	14	2.9	1,033	-6.6	52	2,000	6,146	-0.939693	0.34202	15	15	11	0.004	0.003	0.4	0.4	0.015	0.016	0.021	0.019	19	18	13	11	2.7	1.9	1,032.9	1,033.1	-6.4	-6.7	51	52	2,000	2,000	6,509	5,445	-0.642788	-0.34202	0.766044	0.939693
2023-01-02 08:00:00	0.004	0.6	0.007	0.031	21	15	1.7	1,033.3	-7.3	53	2,000	5,423	-1	-0	15	11	10	0.004	0.004	0.6	0.4	0.005	0.015	0.032	0.021	19	19	14	13	2.9	2.7	1,033	1,032.9	-6.6	-6.4	52	51	2,000	2,000	6,146	6,509	-0.939693	-0.642788	0.34202	0.766044
2023-01-02 09:00:00	0.004	0.6	0.007	0.029	22	15	3	1,033.5	-6.6	53	2,000	5,870	-0.939693	0.34202	11	10	19	0.004	0.004	0.6	0.6	0.007	0.005	0.031	0.032	21	19	15	14	1.7	2.9	1,033.3	1,033	-7.3	-6.6	53	52	2,000	2,000	5,423	6,146	-1	-0.939693	-0	0.34202
2023-01-02 10:00:00	0.004	0.7	0.008	0.034	21	11	2.6	1,033.9	-5.1	47	2,000	5,920	-0.939693	-0.34202	10	19	14	0.004	0.004	0.6	0.6	0.007	0.007	0.029	0.031	22	21	15	15	3	1.7	1,033.5	1,033.3	-6.6	-7.3	53	53	2,000	2,000	5,870	5,423	-0.939693	-1	0.34202	-0
2023-01-02 11:00:00	0.004	0.6	0.012	0.028	28	10	3.7	1,033.5	-4.1	44	2,000	6,543	-0.939693	0.34202	19	14	16	0.004	0.004	0.7	0.6	0.008	0.007	0.034	0.029	21	22	11	15	2.6	3	1,033.9	1,033.5	-5.1	-6.6	47	53	2,000	2,000	5,920	5,870	-0.939693	-0.939693	-0.34202	0.34202
2023-01-02 12:00:00	0.003	0.5	0.015	0.019	32	19	3.2	1,032.3	-2.6	37	2,000	6,665	-1	-0	14	16	19	0.004	0.004	0.6	0.7	0.012	0.008	0.028	0.034	28	21	10	11	3.7	2.6	1,033.5	1,033.9	-4.1	-5.1	44	47	2,000	2,000	6,543	5,920	-0.939693	-0.939693	0.34202	-0.34202
2023-01-02 13:00:00	0.004	0.4	0.016	0.022	24	14	3.5	1,032	-2.2	35	2,000	7,127	-0.939693	0.34202	16	19	17	0.003	0.004	0.5	0.6	0.015	0.012	0.019	0.028	32	28	19	10	3.2	3.7	1,032.3	1,033.5	-2.6	-4.1	37	44	2,000	2,000	6,665	6,543	-1	-0.939693	-0	0.34202
2023-01-02 14:00:00	0.004	0.4	0.018	0.021	27	16	2.8	1,030.9	-1.4	34	2,000	7,271	-0.939693	-0.34202	19	17	15	0.004	0.003	0.4	0.5	0.016	0.015	0.022	0.019	24	32	14	19	3.5	3.2	1,032	1,032.3	-2.2	-2.6	35	37	2,000	2,000	7,127	6,665	-0.939693	-1	0.34202	-0
2023-01-02 15:00:00	0.004	0.4	0.018	0.02	31	19	3	1,030.4	-0.7	34	2,000	7,171	-1	-0	17	15	14	0.004	0.004	0.4	0.4	0.018	0.016	0.021	0.022	27	24	16	14	2.8	3.5	1,030.9	1,032	-1.4	-2.2	34	35	2,000	2,000	7,271	7,127	-0.939693	-0.939693	-0.34202	0.34202
2023-01-02 16:00:00	0.003	0.4	0.018	0.024	31	17	3	1,030.5	-0.9	34	2,000	7,094	-0.939693	0.34202	15	14	13	0.004	0.004	0.4	0.4	0.018	0.018	0.02	0.021	31	27	19	16	3	2.8	1,030.4	1,030.9	-0.7	-1.4	34	34	2,000	2,000	7,171	7,271	-1	-0.939693	-0	-0.34202
2023-01-02 17:00:00	0.003	0.4	0.019	0.024	31	15	1.7	1,030.6	-1.7	37	2,000	6,339	-0.939693	0.34202	14	13	17	0.003	0.004	0.4	0.4	0.018	0.018	0.024	0.02	31	31	17	19	3	3	1,030.5	1,030.4	-0.9	-0.7	34	34	2,000	2,000	7,094	7,171	-0.939693	-1	0.34202	-0
2023-01-02 18:00:00	0.003	0.4	0.019	0.022	27	14	2.8	1,031	-2.7	39	2,000	5,869	-1	-0	13	17	15	0.003	0.003	0.4	0.4	0.019	0.018	0.024	0.024	31	31	15	17	1.7	3	1,030.6	1,030.5	-1.7	-0.9	37	34	2,000	2,000	6,339	7,094	-0.939693	-0.939693	0.34202	0.34202
2023-01-02 19:00:00	0.003	0.4	0.018	0.023	25	13	2.6	1,031.4	-3.4	44	2,000	6,170	-1	-0	17	15	17	0.003	0.003	0.4	0.4	0.019	0.019	0.022	0.024	27	31	14	15	2.8	1.7	1,031	1,030.6	-2.7	-1.7	39	37	2,000	2,000	5,869	6,339	-1	-0.939693	-0	0.34202
2023-01-02 20:00:00	0.004	0.5	0.017	0.027	27	17	2.9	1,031.8	-3.7	46	2,000	6,043	-1	-0	15	17	14	0.003	0.003	0.4	0.4	0.018	0.019	0.023	0.022	25	27	13	14	2.6	2.8	1,031.4	1,031	-3.4	-2.7	44	39	2,000	2,000	6,170	5,869	-1	-1	-0	-0
2023-01-02 21:00:00	0.004	0.5	0.016	0.023	29	15	1.7	1,032	-4.4	48	2,000	6,121	-0.939693	0.34202	17	14	14	0.004	0.003	0.5	0.4	0.017	0.018	0.027	0.023	27	25	17	13	2.9	2.6	1,031.8	1,031.4	-3.7	-3.4	46	44	2,000	2,000	6,043	6,170	-1	-1	-0	-0
2023-01-02 22:00:00	0.003	0.4	0.019	0.021	27	17	2.5	1,032.1	-5.1	46	2,000	5,621	-1	-0	14	14	18	0.004	0.004	0.5	0.5	0.016	0.017	0.023	0.027	29	27	15	17	1.7	2.9	1,032	1,031.8	-4.4	-3.7	48	46	2,000	2,000	6,121	6,043	-0.939693	-1	0.34202	-0
2023-01-02 23:00:00	0.003	0.4	0.019	0.019	26	14	1.6	1,032	-5.8	49	2,000	4,313	-1	-0	14	18	17	0.003	0.004	0.4	0.5	0.019	0.016	0.021	0.023	27	29	17	15	2.5	1.7	1,032.1	1,032	-5.1	-4.4	46	48	2,000	2,000	5,621	6,121	-1	-0.939693	-0	0.34202
2023-01-03 00:00:00	0.003	0.5	0.014	0.022	24	14	2.5	1,032	-6.5	52	2,000	3,080	-0.939693	-0.34202	18	17	20	0.003	0.003	0.4	0.4	0.019	0.019	0.019	0.021	26	27	14	17	1.6	2.5	1,032	1,032.1	-5.8	-5.1	49	46	2,000	2,000	4,313	5,621	-1	-1	-0	-0
2023-01-03 01:00:00	0.003	0.5	0.014	0.023	24	18	2.3	1,031.7	-7.3	55	2,000	2,201	-1	-0	17	20	17	0.003	0.003	0.5	0.4	0.014	0.019	0.022	0.019	24	26	14	14	2.5	1.6	1,032	1,032	-6.5	-5.8	52	49	2,000	2,000	3,080	4,313	-0.939693	-1	-0.34202	-0
2023-01-03 02:00:00	0.003	0.4	0.017	0.02	27	17	1.2	1,031.5	-7.6	59	2,000	1,680	-0.642788	0.766044	20	17	19	0.003	0.003	0.5	0.5	0.014	0.014	0.023	0.022	24	24	18	14	2.3	2.5	1,031.7	1,032	-7.3	-6.5	55	52	2,000	2,000	2,201	3,080	-1	-0.939693	-0	-0.34202
2023-01-03 03:00:00	0.004	0.4	0.022	0.015	29	20	1.1	1,032	-8.1	60	2,000	1,589	-0.939693	-0.34202	17	19	19	0.003	0.003	0.4	0.5	0.017	0.014	0.02	0.023	27	24	17	18	1.2	2.3	1,031.5	1,031.7	-7.6	-7.3	59	55	2,000	2,000	1,680	2,201	-0.642788	-1	0.766044	-0
2023-01-03 04:00:00	0.003	0.4	0.014	0.023	28	17	2.1	1,031.8	-8.2	59	2,000	2,342	-0.766044	-0.642788	19	19	20	0.004	0.003	0.4	0.4	0.022	0.017	0.015	0.02	29	27	20	17	1.1	1.2	1,032	1,031.5	-8.1	-7.6	60	59	2,000	2,000	1,589	1,680	-0.939693	-0.642788	-0.34202	0.766044
2023-01-03 05:00:00	0.003	0.6	0.004	0.035	29	19	1.6	1,031.4	-8.4	61	2,000	5,142	-0.939693	0.34202	19	20	21	0.003	0.004	0.4	0.4	0.014	0.022	0.023	0.015	28	29	17	20	2.1	1.1	1,031.8	1,032	-8.2	-8.1	59	60	2,000	2,000	2,342	1,589	-0.766044	-0.939693	-0.642788	-0.34202
2023-01-03 06:00:00	0.004	0.6	0.003	0.038	27	19	1	1,031.3	-8.9	65	2,000	6,720	-0.939693	0.34202	20	21	23	0.003	0.003	0.6	0.4	0.004	0.014	0.035	0.023	29	28	19	17	1.6	2.1	1,031.4	1,031.8	-8.4	-8.2	61	59	2,000	2,000	5,142	2,342	-0.939693	-0.766044	0.34202	-0.642788
2023-01-03 07:00:00	0.003	0.6	0.002	0.038	29	20	0.8	1,031.6	-8.9	67	2,000	6,364	-1	-0	21	23	19	0.004	0.003	0.6	0.6	0.003	0.004	0.038	0.035	27	29	19	19	1	1.6	1,031.3	1,031.4	-8.9	-8.4	65	61	2,000	2,000	6,720	5,142	-0.939693	-0.939693	0.34202	0.34202
2023-01-03 08:00:00	0.003	0.7	0.002	0.04	31	21	1.5	1,031.7	-8.8	66	2,000	5,655	0.34202	0.939693	23	19	23	0.003	0.004	0.6	0.6	0.002	0.003	0.038	0.038	29	27	20	19	0.8	1	1,031.6	1,031.3	-8.9	-8.9	67	65	2,000	2,000	6,364	6,720	-1	-0.939693	-0	0.34202
2023-01-03 09:00:00	0.004	0.7	0.003	0.042	34	23	1.9	1,031.9	-8.3	65	2,000	5,808	0.766044	0.642788	19	23	34	0.003	0.003	0.7	0.6	0.002	0.002	0.04	0.038	31	29	21	20	1.5	0.8	1,031.7	1,031.6	-8.8	-8.9	66	67	2,000	2,000	5,655	6,364	0.34202	-1	0.939693	-0
2023-01-03 10:00:00	0.004	0.7	0.004	0.038	35	19	1	1,032	-5.8	59	2,000	5,909	0	1	23	34	23	0.004	0.003	0.7	0.7	0.003	0.002	0.042	0.04	34	31	23	21	1.9	1.5	1,031.9	1,031.7	-8.3	-8.8	65	66	2,000	2,000	5,808	5,655	0.766044	0.34202	0.642788	0.939693
2023-01-03 11:00:00	0.0037	0.74	0.0045	0.0472	39	23	2.6	1,031.6	-3.4	41	2,000	6,428	-0.939693	0.34202	34	23	21	0.004	0.004	0.7	0.7	0.004	0.003	0.038	0.042	35	34	19	23	1	1.9	1,032	1,031.9	-5.8	-8.3	59	65	2,000	2,000	5,909	5,808	0	0.766044	1	0.642788
2023-01-03 12:00:00	0.0041	0.76	0.0052	0.0539	46	34	3	1,030.8	-2.3	36	2,000	7,022	-0.939693	0.34202	23	21	19	0.0037	0.004	0.74	0.7	0.0045	0.004	0.0472	0.038	39	35	23	19	2.6	1	1,031.6	1,032	-3.4	-5.8	41	59	2,000	2,000	6,428	5,909	-0.939693	0	0.34202	1
2023-01-03 13:00:00	0.0038	0.48	0.0153	0.0302	36	23	3.3	1,030	-1.3	34	2,000	7,093	-0.939693	0.34202	21	19	19	0.0041	0.0037	0.76	0.74	0.0052	0.0045	0.0539	0.0472	46	39	34	23	3	2.6	1,030.8	1,031.6	-2.3	-3.4	36	41	2,000	2,000	7,022	6,428	-0.939693	-0.939693	0.34202	0.34202
2023-01-03 14:00:00	0.0041	0.5	0.0135	0.0293	32	21	2.5	1,029.3	-0.2	30	2,000	6,996	-1	-0	19	19	18	0.0038	0.0041	0.48	0.76	0.0153	0.0052	0.0302	0.0539	36	46	23	34	3.3	3	1,030	1,030.8	-1.3	-2.3	34	36	2,000	2,000	7,093	7,022	-0.939693	-0.939693	0.34202	0.34202
2023-01-03 15:00:00	0.0039	0.44	0.0216	0.0211	29	19	3.6	1,028.7	-0.5	27	2,000	7,022	-0.939693	0.34202	19	18	19	0.0041	0.0038	0.5	0.48	0.0135	0.0153	0.0293	0.0302	32	36	21	23	2.5	3.3	1,029.3	1,030	-0.2	-1.3	30	34	2,000	2,000	6,996	7,093	-1	-0.939693	-0	0.34202
2023-01-03 16:00:00	0.0036	0.48	0.0205	0.0247	29	19	2.3	1,029	0.3	30	2,000	7,308	-1	-0	18	19	21	0.0039	0.0041	0.44	0.5	0.0216	0.0135	0.0211	0.0293	29	32	19	21	3.6	2.5	1,028.7	1,029.3	-0.5	-0.2	27	30	2,000	2,000	7,022	6,996	-0.939693	-1	0.34202	-0
2023-01-03 17:00:00	0.0035	0.47	0.0202	0.024	27	18	2.5	1,029.2	-1.3	36	2,000	6,345	-0.939693	0.34202	19	21	19	0.0036	0.0039	0.48	0.44	0.0205	0.0216	0.0247	0.0211	29	29	19	19	2.3	3.6	1,029	1,028.7	0.3	-0.5	30	27	2,000	2,000	7,308	7,022	-1	-0.939693	-0	0.34202
2023-01-03 18:00:00	0.0035	0.51	0.0189	0.023	28	19	1.9	1,029.5	-2.4	39	2,000	5,968	-1	-0	21	19	21	0.0035	0.0036	0.47	0.48	0.0202	0.0205	0.024	0.0247	27	29	18	19	2.5	2.3	1,029.2	1,029	-1.3	0.3	36	30	2,000	2,000	6,345	7,308	-0.939693	-1	0.34202	-0
2023-01-03 19:00:00	0.0037	0.54	0.0155	0.0282	31	21	2.1	1,029.9	-3.1	43	2,000	6,061	-1	-0	19	21	22	0.0035	0.0035	0.51	0.47	0.0189	0.0202	0.023	0.024	28	27	19	18	1.9	2.5	1,029.5	1,029.2	-2.4	-1.3	39	36	2,000	2,000	5,968	6,345	-1	-0.939693	-0	0.34202
2023-01-03 20:00:00	0.0034	0.56	0.0112	0.0347	30	19	1.8	1,030.1	-3.8	50	2,000	6,311	-0.939693	-0.34202	21	22	20	0.0037	0.0035	0.54	0.51	0.0155	0.0189	0.0282	0.023	31	28	21	19	2.1	1.9	1,029.9	1,029.5	-3.1	-2.4	43	39	2,000	2,000	6,061	5,968	-1	-1	-0	-0
2023-01-03 21:00:00	0.0035	0.52	0.0088	0.033	32	21	1	1,030.3	-4.3	50	2,000	6,443	-0.939693	-0.34202	22	20	20	0.0034	0.0037	0.56	0.54	0.0112	0.0155	0.0347	0.0282	30	31	19	21	1.8	2.1	1,030.1	1,029.9	-3.8	-3.1	50	43	2,000	2,000	6,311	6,061	-0.939693	-1	-0.34202	-0
2023-01-03 22:00:00	0.0037	0.54	0.009	0.0351	29	22	0.8	1,030.3	-4.8	52	2,000	6,171	-1	-0	20	20	23	0.0035	0.0034	0.52	0.56	0.0088	0.0112	0.033	0.0347	32	30	21	19	1	1.8	1,030.3	1,030.1	-4.3	-3.8	50	50	2,000	2,000	6,443	6,311	-0.939693	-0.939693	-0.34202	-0.34202
2023-01-03 23:00:00	0.0039	0.55	0.0056	0.0403	28	20	0.8	1,030.4	-5.2	50	2,000	4,836	-0.939693	-0.34202	20	23	24	0.0037	0.0035	0.54	0.52	0.009	0.0088	0.0351	0.033	29	32	22	21	0.8	1	1,030.3	1,030.3	-4.8	-4.3	52	50	2,000	2,000	6,171	6,443	-1	-0.939693	-0	-0.34202
2023-01-04 00:00:00	0.0041	0.65	0.003	0.0432	29	20	0.8	1,030.7	-5.2	50	2,000	3,565	-1	-0	23	24	22	0.0039	0.0037	0.55	0.54	0.0056	0.009	0.0403	0.0351	28	29	20	22	0.8	0.8	1,030.4	1,030.3	-5.2	-4.8	50	52	2,000	2,000	4,836	6,171	-0.939693	-1	-0.34202	-0
2023-01-04 01:00:00	0.0036	0.72	0.0018	0.0478	29	23	0.5	1,030.4	-5.2	50	2,000	2,577	-0.34202	0.939693	24	22	20	0.0041	0.0039	0.65	0.55	0.003	0.0056	0.0432	0.0403	29	28	20	20	0.8	0.8	1,030.7	1,030.4	-5.2	-5.2	50	50	2,000	2,000	3,565	4,836	-1	-0.939693	-0	-0.34202
2023-01-04 02:00:00	0.0034	0.82	0.002	0.0495	30	24	1.4	1,030.2	-5.6	52	2,000	1,948	0.34202	0.939693	22	20	21	0.0036	0.0041	0.72	0.65	0.0018	0.003	0.0478	0.0432	29	29	23	20	0.5	0.8	1,030.4	1,030.7	-5.2	-5.2	50	50	2,000	2,000	2,577	3,565	-0.34202	-1	0.939693	-0
2023-01-04 03:00:00	0.003	0.66	0.0019	0.044	29	22	2	1,030.2	-5.7	54	2,000	1,740	0.766044	0.642788	20	21	21	0.0034	0.0036	0.82	0.72	0.002	0.0018	0.0495	0.0478	30	29	24	23	1.4	0.5	1,030.2	1,030.4	-5.6	-5.2	52	50	2,000	2,000	1,948	2,577	0.34202	-0.34202	0.939693	0.939693
2023-01-04 04:00:00	0.0031	0.54	0.003	0.0387	26	20	2.1	1,030.2	-5.1	59	2,000	2,387	0.34202	0.939693	21	21	24	0.003	0.0034	0.66	0.82	0.0019	0.002	0.044	0.0495	29	30	22	24	2	1.4	1,030.2	1,030.2	-5.7	-5.6	54	52	2,000	2,000	1,740	1,948	0.766044	0.34202	0.642788	0.939693
2023-01-04 05:00:00	0.0033	0.53	0.0028	0.0395	27	21	2.1	1,030	-4.6	59	2,000	5,044	0.766044	0.642788	21	24	22	0.0031	0.003	0.54	0.66	0.003	0.0019	0.0387	0.044	26	29	20	22	2.1	2	1,030.2	1,030.2	-5.1	-5.7	59	54	2,000	2,000	2,387	1,740	0.34202	0.766044	0.939693	0.642788
2023-01-04 06:00:00	0.0035	0.72	0.0018	0.045	28	21	1.5	1,030.2	-4.2	58	2,000	6,952	-0.34202	0.939693	24	22	25	0.0033	0.0031	0.53	0.54	0.0028	0.003	0.0395	0.0387	27	26	21	20	2.1	2.1	1,030	1,030.2	-4.6	-5.1	59	59	2,000	2,000	5,044	2,387	0.766044	0.34202	0.642788	0.939693
2023-01-04 07:00:00	0.0035	0.68	0.0016	0.0441	30	24	1.3	1,030.6	-4	57	2,000	6,314	0.34202	0.939693	22	25	24	0.0035	0.0033	0.72	0.53	0.0018	0.0028	0.045	0.0395	28	27	21	21	1.5	2.1	1,030.2	1,030	-4.2	-4.6	58	59	2,000	2,000	6,952	5,044	-0.34202	0.766044	0.939693	0.642788
2023-01-04 08:00:00	0.0036	0.7	0.0018	0.0477	33	22	1.8	1,031	-4.4	58	2,000	5,803	0	1	25	24	23	0.0035	0.0035	0.68	0.72	0.0016	0.0018	0.0441	0.045	30	28	24	21	1.3	1.5	1,030.6	1,030.2	-4	-4.2	57	58	2,000	2,000	6,314	6,952	0.34202	-0.34202	0.939693	0.939693
2023-01-04 09:00:00	0.0036	0.74	0.0023	0.0452	34	25	1.9	1,031.1	-4.6	62	2,000	6,121	0.766044	0.642788	24	23	34	0.0036	0.0035	0.7	0.68	0.0018	0.0016	0.0477	0.0441	33	30	22	24	1.8	1.3	1,031	1,030.6	-4.4	-4	58	57	2,000	2,000	5,803	6,314	0	0.34202	1	0.939693
2023-01-04 10:00:00	0.0041	0.71	0.004	0.0433	39	24	2.4	1,031.4	-2.6	58	2,000	6,119	0.766044	0.642788	23	34	28	0.0036	0.0036	0.74	0.7	0.0023	0.0018	0.0452	0.0477	34	33	25	22	1.9	1.8	1,031.1	1,031	-4.6	-4.4	62	58	2,000	2,000	6,121	5,803	0.766044	0	0.642788	1
2023-01-04 11:00:00	0.0041	0.75	0.0043	0.0387	39	23	0.9	1,031.3	0.7	45	2,000	6,474	0	-1	34	28	23	0.0041	0.0036	0.71	0.74	0.004	0.0023	0.0433	0.0452	39	34	24	25	2.4	1.9	1,031.4	1,031.1	-2.6	-4.6	58	62	2,000	2,000	6,119	6,121	0.766044	0.766044	0.642788	0.642788
2023-01-04 12:00:00	0.0042	0.83	0.0058	0.0496	50	34	3	1,030.9	1.5	41	2,000	6,995	-1	-0	28	23	25	0.0041	0.0041	0.75	0.71	0.0043	0.004	0.0387	0.0433	39	39	23	24	0.9	2.4	1,031.3	1,031.4	0.7	-2.6	45	58	2,000	2,000	6,474	6,119	0	0.766044	-1	0.642788
2023-01-04 13:00:00	0.0038	0.52	0.018	0.0308	43	28	3.5	1,030.4	1.9	41	2,000	7,275	-0.642788	0.766044	23	25	25	0.0042	0.0041	0.83	0.75	0.0058	0.0043	0.0496	0.0387	50	39	34	23	3	0.9	1,030.9	1,031.3	1.5	0.7	41	45	2,000	2,000	6,995	6,474	-1	0	-0	-1
2023-01-04 14:00:00	0.0037	0.53	0.0175	0.0306	34	23	3.8	1,029.8	2	40	2,000	7,189	-0.642788	0.766044	25	25	26	0.0038	0.0042	0.52	0.83	0.018	0.0058	0.0308	0.0496	43	50	28	34	3.5	3	1,030.4	1,030.9	1.9	1.5	41	41	2,000	2,000	7,275	6,995	-0.642788	-1	0.766044	-0
2023-01-04 15:00:00	0.0039	0.5	0.0208	0.0263	36	25	2.6	1,029.5	2.9	37	2,000	7,312	-0.642788	0.766044	25	26	24	0.0037	0.0038	0.53	0.52	0.0175	0.018	0.0306	0.0308	34	43	23	28	3.8	3.5	1,029.8	1,030.4	2	1.9	40	41	2,000	2,000	7,189	7,275	-0.642788	-0.642788	0.766044	0.766044
2023-01-04 16:00:00	0.0039	0.49	0.0238	0.025	35	25	2.6	1,029.5	2.7	35	2,000	7,246	-0.939693	0.34202	26	24	21	0.0039	0.0037	0.5	0.53	0.0208	0.0175	0.0263	0.0306	36	34	25	23	2.6	3.8	1,029.5	1,029.8	2.9	2	37	40	2,000	2,000	7,312	7,189	-0.642788	-0.642788	0.766044	0.766044
2023-01-04 17:00:00	0.0038	0.46	0.0232	0.0256	33	26	2.6	1,029.6	1.9	40	2,000	6,387	-1	-0	24	21	24	0.0039	0.0039	0.49	0.5	0.0238	0.0208	0.025	0.0263	35	36	25	25	2.6	2.6	1,029.5	1,029.5	2.7	2.9	35	37	2,000	2,000	7,246	7,312	-0.939693	-0.642788	0.34202	0.766044
2023-01-04 18:00:00	0.0036	0.55	0.0182	0.0304	32	24	2.1	1,030	0.6	46	2,000	5,897	-0.939693	-0.34202	21	24	22	0.0038	0.0039	0.46	0.49	0.0232	0.0238	0.0256	0.025	33	35	26	25	2.6	2.6	1,029.6	1,029.5	1.9	2.7	40	35	2,000	2,000	6,387	7,246	-1	-0.939693	-0	0.34202
2023-01-04 19:00:00	0.0036	0.55	0.0158	0.0336	31	21	1.7	1,030.4	-0.3	50	2,000	5,926	-1	-0	24	22	26	0.0036	0.0038	0.55	0.46	0.0182	0.0232	0.0304	0.0256	32	33	24	26	2.1	2.6	1,030	1,029.6	0.6	1.9	46	40	2,000	2,000	5,897	6,387	-0.939693	-1	-0.34202	-0
2023-01-04 20:00:00	0.0036	0.56	0.0118	0.0376	31	24	1	1,030.7	-0.9	56	2,000	6,328	-0.939693	0.34202	22	26	23	0.0036	0.0036	0.55	0.55	0.0158	0.0182	0.0336	0.0304	31	32	21	24	1.7	2.1	1,030.4	1,030	-0.3	0.6	50	46	2,000	2,000	5,926	5,897	-1	-0.939693	-0	-0.34202
2023-01-04 21:00:00	0.0035	0.48	0.0156	0.0327	30	22	1	1,030.8	-2.1	52	2,000	6,519	-1	-0	26	23	30	0.0036	0.0036	0.56	0.55	0.0118	0.0158	0.0376	0.0336	31	31	24	21	1	1.7	1,030.7	1,030.4	-0.9	-0.3	56	50	2,000	2,000	6,328	5,926	-0.939693	-1	0.34202	-0
2023-01-04 22:00:00	0.0039	0.71	0.0068	0.045	31	26	1.5	1,030.9	-2.7	54	2,000	6,336	-0.939693	-0.34202	23	30	29	0.0035	0.0036	0.48	0.56	0.0156	0.0118	0.0327	0.0376	30	31	22	24	1	1	1,030.8	1,030.7	-2.1	-0.9	52	56	2,000	2,000	6,519	6,328	-1	-0.939693	-0	0.34202
2023-01-04 23:00:00	0.0036	0.69	0.0054	0.045	32	23	1	1,031.2	-2.8	56	2,000	5,203	-0.939693	0.34202	30	29	27	0.0039	0.0035	0.71	0.48	0.0068	0.0156	0.045	0.0327	31	30	26	22	1.5	1	1,030.9	1,030.8	-2.7	-2.1	54	52	2,000	2,000	6,336	6,519	-0.939693	-1	-0.34202	-0
2023-01-05 00:00:00	0.0039	0.89	0.0019	0.0535	32	30	0.8	1,031.4	-3.2	61	2,000	3,775	-1	-0	29	27	29	0.0036	0.0039	0.69	0.71	0.0054	0.0068	0.045	0.045	32	31	23	26	1	1.5	1,031.2	1,030.9	-2.8	-2.7	56	54	2,000	2,000	5,203	6,336	-0.939693	-0.939693	0.34202	-0.34202
2023-01-05 01:00:00	0.0039	0.78	0.002	0.0509	35	29	1.1	1,031.3	-3.4	61	2,000	2,642	-0.939693	-0.34202	27	29	27	0.0039	0.0036	0.89	0.69	0.0019	0.0054	0.0535	0.045	32	32	30	23	0.8	1	1,031.4	1,031.2	-3.2	-2.8	61	56	2,000	2,000	3,775	5,203	-1	-0.939693	-0	0.34202
2023-01-05 02:00:00	0.0035	0.93	0.0019	0.0519	35	27	0.7	1,031.4	-3.7	65	2,000	2,018	0.766044	0.642788	29	27	29	0.0039	0.0039	0.78	0.89	0.002	0.0019	0.0509	0.0535	35	32	29	30	1.1	0.8	1,031.3	1,031.4	-3.4	-3.2	61	61	2,000	2,000	2,642	3,775	-0.939693	-1	-0.34202	-0
2023-01-05 03:00:00	0.0034	0.85	0.002	0.0485	35	29	1.5	1,031.8	-3.7	65	2,000	1,753	0	1	27	29	29	0.0035	0.0039	0.93	0.78	0.0019	0.002	0.0519	0.0509	35	35	27	29	0.7	1.1	1,031.4	1,031.3	-3.7	-3.4	65	61	2,000	2,000	2,018	2,642	0.766044	-0.939693	0.642788	-0.34202
2023-01-05 04:00:00	0.0032	0.68	0.0019	0.0448	33	27	1.1	1,031.6	-4.3	66	2,000	2,415	0.766044	0.642788	29	29	31	0.0034	0.0035	0.85	0.93	0.002	0.0019	0.0485	0.0519	35	35	29	27	1.5	0.7	1,031.8	1,031.4	-3.7	-3.7	65	65	2,000	2,000	1,753	2,018	0	0.766044	1	0.642788
2023-01-05 05:00:00	0.0034	0.77	0.0018	0.0457	34	29	2.3	1,031.5	-4.7	67	2,000	5,173	0.34202	0.939693	29	31	32	0.0032	0.0034	0.68	0.85	0.0019	0.002	0.0448	0.0485	33	35	27	29	1.1	1.5	1,031.6	1,031.8	-4.3	-3.7	66	65	2,000	2,000	2,415	1,753	0.766044	0	0.642788	1

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데이터 명세서

이 문서는 데이터셋의 각 컬럼에 대한 정의와 용도를 설명합니다. 이 데이터셋은 과거 2시간 및 현재(t-2, t-1, t)의 데이터를 기반으로 미래 3시간(t+1, t+2, t+3) 후의 초미세먼지(PM25) 농도를 예측하도록 설계되었습니다.

1. Y: 종속 변수

모델이 최종적으로 예측해야 하는 값들입니다.

컬럼명	설명	단위
PM25_t_plus_1	(Target 1) 현재(t) 시점으로부터 1시간 뒤의 PM25 농도	µg/m³
PM25_t_plus_2	(Target 2) 현재(t) 시점으로부터 2시간 뒤의 PM25 농도	µg/m³
PM25_t_plus_3	(Target 3) 현재(t) 시점으로부터 3시간 뒤의 PM25 농도	µg/m³

2. X: 독립 변수

모델이 Y 값을 예측하는 데 사용하는 Feature들입니다.

2-1 기준 시점 t=0 피처

컬럼명	설명	단위
`timestamp`	현재(t) 시점의 타임스탬프	datetime
`SO2`	아황산가스 농도	ppm
`CO`	일산화탄소 농도	ppm
`O3`	오존 농도	ppm
`NO2`	이산화질소 농도	ppm
`PM10`	미세먼지(PM10) 농도	µg/m³
`PM25`	초미세먼지(PM25) 농도	µg/m³
`WS`	풍속	m/s
`PS`	해면기압	hPa
`TA`	기온	°C
`HM`	습도	%
`RN`	강수량	mm
`VS`	시정 (값이 150이면 1500m를 의미)	10m
`Traffic`	해당 시간대의 동부간선도로 총 교통량	대
`WD_sin`	풍향 (Sin 변환 값). (원본: 풍향(WD))	-1 ~ +1
`WD_cos`	풍향 (Cos 변환 값). (원본: 풍향(WD))	-1 ~ +1

2-2. 과거 시점 (t-1, t-2) 피처

t=0 피처와 동일한 정보에 대해, 1시간 전과 2시간 전의 값을 의미합니다.

t_minus_1: 1시간 전(t-1)의 데이터

t_minus_2: 2시간 전(t-2)의 데이터

[전체 과거 피처 목록] SO2_t_minus_1, SO2_t_minus_2, CO_t_minus_1, CO_t_minus_2, O3_t_minus_1, O3_t_minus_2, NO2_t_minus_1, NO2_t_minus_2, PM10_t_minus_1, PM10_t_minus_2, PM25_t_minus_1, PM25_t_minus_2, WS_t_minus_1, WS_t_minus_2, PS_t_minus_1, PS_t_minus_2, TA_t_minus_1, TA_t_minus_2, HM_t_minus_1, HM_t_minus_2, RN_t_minus_1, RN_t_minus_2, VS_t_minus_1, VS_t_minus_2, Traffic_Volume_t_minus_1, Traffic_Volume_t_minus_2, WD_sin_t_minus_1, WD_sin_t_minus_2, WD_cos_t_minus_1, WD_cos_t_minus_2

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