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ATLAS-WDS-v4

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train · 1.59M rows

sample_id string	energy_mem list	freqs_real list	n_freqs int32	n_dirs int32	source string	station string	timestamp_utc string	lat float32	lon float32	has_wind bool	u10 float32	wdir float32	Hs float32	Tp float32	Dp float32	total_energy float32	Hs_obs float32	Tp_obs float32	Dp_obs float32	n_systems int8	hs_bin int8	tp_bin int8	hf_frac float32
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dods_41004_20240702T0400	[ 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, 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, 0, 0, 0, 0...	[ 0.019999999552965164, 0.032499998807907104, 0.03750000149011612, 0.042500000447034836, 0.04749999940395355, 0.05249999836087227, 0.057500001043081284, 0.0625, 0.06750000268220901, 0.07249999791383743, 0.07750000059604645, 0.08250000327825546, 0.08749999850988388, 0.0925000011920929, 0.10...	47	72	dods	41004	2024-07-02T04:00:00Z	32.50219	-79.099442	true	4.1	97	1.616601	4.347826	25	0.163338	null	null	null	1	3	0	0.143462
dods_41004_20240702T0600	[0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0(...TRUNCATED)	[0.019999999552965164,0.032499998807907104,0.03750000149011612,0.042500000447034836,0.04749999940395(...TRUNCATED)	47	72	dods	41004	2024-07-02T06:00:00Z	32.50219	-79.099442	true	9	55	1.664752	5	125	0.173213	null	null	null	1	3	0	0.141131
dods_41004_20240702T1700	[0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0(...TRUNCATED)	[0.019999999552965164,0.032499998807907104,0.03750000149011612,0.042500000447034836,0.04749999940395(...TRUNCATED)	47	72	dods	41004	2024-07-02T17:00:00Z	32.50219	-79.099442	true	9.1	45	1.6127	6.25	50	0.16255	null	null	null	1	3	1	0.194935
dods_41004_20240702T2100	[0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0(...TRUNCATED)	[0.019999999552965164,0.032499998807907104,0.03750000149011612,0.042500000447034836,0.04749999940395(...TRUNCATED)	47	72	dods	41004	2024-07-02T21:00:00Z	32.50219	-79.099442	true	8.4	44	1.478648	4	25	0.13665	null	null	null	2	3	0	0.185249
dods_41004_20240703T0400	[0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0(...TRUNCATED)	[0.019999999552965164,0.032499998807907104,0.03750000149011612,0.042500000447034836,0.04749999940395(...TRUNCATED)	47	72	dods	41004	2024-07-03T04:00:00Z	32.50219	-79.099442	true	5.6	67	1.238305	7.142857	25	0.095838	null	null	null	1	2	2	0.159895
dods_41004_20240703T1400	[0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0(...TRUNCATED)	[0.019999999552965164,0.032499998807907104,0.03750000149011612,0.042500000447034836,0.04749999940395(...TRUNCATED)	47	72	dods	41004	2024-07-03T14:00:00Z	32.50219	-79.099442	true	6.4	55	1.109054	10	80	0.076875	null	null	null	1	2	3	0.222979
dods_41004_20240704T0400	[0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0(...TRUNCATED)	[0.019999999552965164,0.032499998807907104,0.03750000149011612,0.042500000447034836,0.04749999940395(...TRUNCATED)	47	72	dods	41004	2024-07-04T04:00:00Z	32.50219	-79.099442	true	5.4	103	1.165161	9.090909	90	0.08485	null	null	null	1	2	3	0.141162
dods_41004_20240704T0800	[0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0(...TRUNCATED)	[0.019999999552965164,0.032499998807907104,0.03750000149011612,0.042500000447034836,0.04749999940395(...TRUNCATED)	47	72	dods	41004	2024-07-04T08:00:00Z	32.50219	-79.099442	true	3.3	95	1.118034	9.090909	125	0.078125	null	null	null	2	2	3	0.088939

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ATLAS-WDS-v4 (cleaned)

质量过滤+复杂度封顶均衡。新增列 n_systems/hs_bin/tp_bin/hf_frac。丢弃 energy_fourier/windsea_mask/wave_age_map(训练时由u10/wdir/freqs现算)。

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