Datasets:

QueenPeppa
/

ceres-row

time timestamp[ns]date 2018-01-23 00:00:01 2022-02-22 00:59:59	z float64 750 18.6k	T float64 233 273	P float64 12.6k 99k	q_l float64 0 0	q_i float64 0 0	q_v float64	lat float64 -89.94 90	lon float64 -180 180	re_i float64	sza float64 7.18 172	q_total float64 0 0	slf float64 0 1	ceres_phase float64 1 2	granule stringclasses 50 values	iwp_kg_m2 float64 0 9.57	lat_band stringclasses 5 values	layer stringclasses 2 values	layer_cover_pct float64 0 100	layer_thickness_m float64 100 10.8k	lwp_kg_m2 float64 0 5.39	month stringdate 2018-01-01 00:00:00 2022-02-01 00:00:00	phase_class stringclasses 3 values	provider stringclasses 1 value	season stringclasses 4 values	qv_source stringclasses 1 value
2018-01-23T00:00:01.332000	6,854.009766	260.532959	43,407.972656	0.000088	0	null	7.435753	15.687716	null	162.706467	0.000088	1	1	2018012300	0	30S-30N	lower	0.126194	131.715471	0.006719	2018-01	liquid	ceres_ssf	DJF	saturation
2018-01-23T00:00:01.352000	5,573.131348	267.561401	52,768.296875	0.000116	0	null	7.368698	16.197306	null	162.301941	0.000116	1	1	2018012300	0	30S-30N	lower	3.235968	364.162902	0.029113	2018-01	liquid	ceres_ssf	DJF	saturation
2018-01-23T00:00:01.372000	4,712.295898	272.641113	57,678.839844	0.000068	0	null	7.308159	16.664858	null	161.927155	0.000068	1	1	2018012300	0	30S-30N	lower	18.397337	157.719209	0.007925	2018-01	liquid	ceres_ssf	DJF	saturation
2018-01-23T00:00:01.852000	4,448.82373	272.497528	59,846.3125	0.000098	0	null	6.472549	22.601645	null	156.856537	0.000098	1	1	2018012300	0	30S-30N	lower	13.184485	355.379056	0.026657	2018-01	liquid	ceres_ssf	DJF	saturation
2018-01-23T00:00:01.892000	4,624.958008	270.890076	58,517.402344	0.000099	0	null	6.425499	22.914619	null	156.577072	0.000099	1	1	2018012300	0	30S-30N	lower	0.821919	388.849134	0.028947	2018-01	liquid	ceres_ssf	DJF	saturation
2018-01-23T00:00:02.232000	5,839.069336	265.425018	49,907.496094	0.000086	0	null	6.052574	25.339087	null	154.383102	0.000086	1	1	2018012300	0	30S-30N	lower	7.395027	471.674323	0.026565	2018-01	liquid	ceres_ssf	DJF	saturation
2018-01-23T00:00:02.272000	4,657.614746	270.770691	58,077.953125	0.000093	0	null	6.008698	25.618889	null	154.126968	0.000093	1	1	2018012300	0	30S-30N	lower	30.262737	462.625285	0.032274	2018-01	liquid	ceres_ssf	DJF	saturation
2018-01-23T00:00:02.292000	4,473.15625	271.514923	59,402.082031	0.000092	0	null	5.986496	25.760981	null	153.99678	0.000092	1	1	2018012300	0	30S-30N	lower	65.71727	475.548427	0.033335	2018-01	liquid	ceres_ssf	DJF	saturation
2018-01-23T00:00:02.832000	4,619.595215	272.153503	57,859.125	0.000069	0	null	5.170944	30.875326	null	149.236984	0.000069	1	1	2018012300	0	30S-30N	lower	28.329266	191.577	0.009839	2018-01	liquid	ceres_ssf	DJF	saturation
2018-01-23T00:00:02.952000	4,948.34082	271.5896	57,693.867188	0.000045	0	null	4.819923	33.041279	null	147.188232	0.000045	1	1	2018012300	0	30S-30N	lower	12.974179	309.373056	0.010341	2018-01	liquid	ceres_ssf	DJF	saturation
2018-01-23T00:00:02.972000	4,471.233398	272.292999	59,192.375	0.00006	0	null	4.743217	33.504868	null	146.747116	0.00006	1	1	2018012300	0	30S-30N	lower	30.873337	279.377519	0.012798	2018-01	liquid	ceres_ssf	DJF	saturation
2018-01-23T00:00:04.632000	4,083.584717	272.626465	59,866.386719	0.000062	0	null	4.572067	33.934372	null	146.283646	0.000062	1	1	2018012300	0	30S-30N	lower	53.824802	311.383878	0.014865	2018-01	liquid	ceres_ssf	DJF	saturation
2018-01-23T00:00:04.652000	4,625.374512	272.366394	59,015.660156	0.000055	0	null	4.651184	33.431038	null	146.760651	0.000055	1	1	2018012300	0	30S-30N	lower	34.457291	289.70455	0.011952	2018-01	liquid	ceres_ssf	DJF	saturation
2018-01-23T00:00:04.772000	4,467.739746	273.147705	58,981.085938	0.000073	0	null	5.012398	31.120388	null	148.939316	0.000073	1	1	2018012300	0	30S-30N	lower	11.809002	182.027074	0.009989	2018-01	liquid	ceres_ssf	DJF	saturation
2018-01-23T00:00:04.812000	4,454.629395	273.139374	59,117.414063	0.000059	0	null	5.102684	30.5291	null	149.492798	0.000059	1	1	2018012300	0	30S-30N	lower	31.544123	263.159417	0.011623	2018-01	liquid	ceres_ssf	DJF	saturation
2018-01-23T00:00:05.352000	4,860.050781	269.93634	56,717.167969	0.000093	0	null	5.824677	25.563833	null	154.059814	0.000093	1	1	2018012300	0	30S-30N	lower	11.275605	446.877009	0.030373	2018-01	liquid	ceres_ssf	DJF	saturation
2018-01-23T00:00:05.732000	4,727.003418	270.301575	57,807.019531	0.000103	0	null	6.19561	22.849312	null	156.481369	0.000103	1	1	2018012300	0	30S-30N	lower	7.112727	328.090504	0.025267	2018-01	liquid	ceres_ssf	DJF	saturation
2018-01-23T00:00:05.752000	4,715.208496	270.530579	57,918.867188	0.000102	0	null	6.216446	22.693102	null	156.618683	0.000102	1	1	2018012300	0	30S-30N	lower	30.882687	291.94029	0.022317	2018-01	liquid	ceres_ssf	DJF	saturation
2018-01-23T00:00:05.832000	4,499.291504	272.124115	59,481.835938	0.000095	0	null	6.304344	22.037888	null	157.192596	0.000095	1	1	2018012300	0	30S-30N	lower	14.305647	326.37803	0.023531	2018-01	liquid	ceres_ssf	DJF	saturation
2018-01-23T00:00:06.272000	5,657.500488	266.776611	51,620.378906	0.000101	0	null	7.080818	16.085096	null	162.162689	0.000101	1	1	2018012300	0	30S-30N	lower	10.789725	244.218703	0.016594	2018-01	liquid	ceres_ssf	DJF	saturation
2018-01-23T00:00:07.942000	5,323.293945	268.877045	53,588.445313	0.000071	0	null	7.00705	15.868005	null	162.255478	0.000071	1	1	2018012300	0	30S-30N	lower	5.0993	245.271507	0.012033	2018-01	liquid	ceres_ssf	DJF	saturation
2018-01-23T00:00:07.962000	5,846.064941	265.267578	50,244.738281	0.000094	0	null	6.941925	16.356291	null	161.86969	0.000094	1	1	2018012300	0	30S-30N	lower	17.078176	164.320398	0.010206	2018-01	liquid	ceres_ssf	DJF	saturation
2018-01-23T00:00:08.382000	4,493.595215	272.276276	59,547.203125	0.000087	0	null	6.159775	21.938005	null	157.175476	0.000087	1	1	2018012300	0	30S-30N	lower	5.722726	279.322097	0.018613	2018-01	liquid	ceres_ssf	DJF	saturation
2018-01-23T00:00:08.842000	4,508.189941	271.039368	59,108.789063	0.000099	0	null	5.642548	25.323092	null	154.143814	0.000099	1	1	2018012300	0	30S-30N	lower	1.405976	429.753668	0.032248	2018-01	liquid	ceres_ssf	DJF	saturation
2018-01-23T00:00:08.862000	4,449.17041	271.5	59,552.9375	0.000098	0	null	5.620766	25.462597	null	154.016861	0.000098	1	1	2018012300	0	30S-30N	lower	9.492087	432.886885	0.032513	2018-01	liquid	ceres_ssf	DJF	saturation
2018-01-23T00:00:08.902000	4,371.077637	272.175201	60,149.566406	0.000098	0	null	5.576355	25.746012	null	153.758484	0.000098	1	1	2018012300	0	30S-30N	lower	21.16221	459.391031	0.034649	2018-01	liquid	ceres_ssf	DJF	saturation
2018-01-23T00:00:09.402000	5,140.874023	268.163422	55,363.820313	0.000015	0.000014	null	4.843346	30.358383	null	149.489594	0.000029	0.512419	1.304125	2018012300	0.018606	30S-30N	lower	0.60676	550.837895	0.008546	2018-01	mixed	ceres_ssf	DJF	saturation
2018-01-23T00:00:11.882000	4,402.258301	272.073303	59,942.902344	0.000096	0	null	5.355782	25.978413	null	153.432983	0.000096	1	1	2018012300	0	30S-30N	lower	29.561682	441.174096	0.032434	2018-01	liquid	ceres_ssf	DJF	saturation
2018-01-23T00:00:11.942000	4,342.749512	272.302002	60,353.449219	0.000098	0	null	5.415939	25.548101	null	153.820313	0.000098	1	1	2018012300	0	30S-30N	lower	13.079276	455.230888	0.034502	2018-01	liquid	ceres_ssf	DJF	saturation
2018-01-23T00:00:11.962000	4,396.34082	271.892914	59,949.847656	0.000098	0	null	5.435471	25.407421	null	153.946594	0.000098	1	1	2018012300	0	30S-30N	lower	7.400623	444.241581	0.033537	2018-01	liquid	ceres_ssf	DJF	saturation
2018-01-23T00:00:12.322000	4,865.242676	268.713745	56,757.414063	0.000119	0	null	5.786018	22.841597	null	156.221024	0.000119	1	1	2018012300	0	30S-30N	lower	0.773402	100	0.008729	2018-01	liquid	ceres_ssf	DJF	saturation
2018-01-23T00:00:12.342000	4,921.114258	268.769745	56,435.601563	0.000139	0	null	5.8069	22.688181	null	156.355286	0.000139	1	1	2018012300	0	30S-30N	lower	3.983963	135.254899	0.013784	2018-01	liquid	ceres_ssf	DJF	saturation
2018-01-23T00:00:12.362000	5,224.42041	267.28595	54,345.402344	0.000135	0	null	5.828011	22.53005	null	156.493195	0.000135	1	1	2018012300	0	30S-30N	lower	6.670526	240.047992	0.022896	2018-01	liquid	ceres_ssf	DJF	saturation
2018-01-23T00:00:12.382000	5,715.277832	265.637238	51,122.441406	0.000134	0	null	5.849594	22.369728	null	156.632889	0.000134	1	1	2018012300	0	30S-30N	lower	4.312414	246.201059	0.022111	2018-01	liquid	ceres_ssf	DJF	saturation
2018-01-23T00:00:12.422000	5,142.953125	271.400269	56,647.6875	0.00008	0	null	5.894005	22.039253	null	156.920044	0.00008	1	1	2018012300	0	30S-30N	lower	6.85681	195.371075	0.011408	2018-01	liquid	ceres_ssf	DJF	saturation
2018-01-23T00:00:15.012000	5,805.964355	265.86026	52,381.878906	0.000079	0	null	5.722885	22.109215	null	156.751419	0.000079	1	1	2018012300	0	30S-30N	lower	6.194852	124.168131	0.006716	2018-01	liquid	ceres_ssf	DJF	saturation
2018-01-23T00:00:15.032000	5,102.854492	269.259308	55,735.796875	0.000108	0	null	5.698631	22.272791	null	156.608154	0.000108	1	1	2018012300	0	30S-30N	lower	2.838587	223.39725	0.017475	2018-01	liquid	ceres_ssf	DJF	saturation
2018-01-23T00:00:15.072000	4,490.591797	272.400177	59,625.085938	0.000096	0	null	5.650459	22.591705	null	156.327591	0.000096	1	1	2018012300	0	30S-30N	lower	9.983254	129.325851	0.009455	2018-01	liquid	ceres_ssf	DJF	saturation
2018-01-23T00:00:15.112000	4,970.728027	268.522278	56,064.605469	0.000101	0	null	5.603905	22.899689	null	156.055756	0.000101	1	1	2018012300	0	30S-30N	lower	6.136033	100	0.007373	2018-01	liquid	ceres_ssf	DJF	saturation
2018-01-23T00:00:15.232000	10,427.914063	234.671478	27,006.716797	0	0.000016	null	5.470276	23.775686	null	155.277512	0.000016	0	2	2018012300	0.02346	30S-30N	lower	100	3,677.423781	0	2018-01	ice	ceres_ssf	DJF	saturation
2018-01-23T00:00:15.252000	9,728.912109	240.553253	29,848.566406	0	0.000013	null	5.44854	23.916365	null	155.151794	0.000013	0.011643	1.992712	2018012300	0.019208	30S-30N	lower	100	3,325.987268	0.030823	2018-01	ice	ceres_ssf	DJF	saturation
2018-01-23T00:00:15.292000	4,641.164063	270.462372	58,368.492188	0.000099	0	null	5.405243	24.197077	null	154.900543	0.000099	1	1	2018012300	0	30S-30N	lower	1.935449	417.358061	0.031165	2018-01	liquid	ceres_ssf	DJF	saturation
2018-01-23T00:00:15.312000	10,205.571289	236.378738	27,827.664063	0	0.000013	null	5.383842	24.335606	null	154.776306	0.000013	0.003593	1.997946	2018012300	0.018002	30S-30N	lower	100	3,361.589259	0.03153	2018-01	ice	ceres_ssf	DJF	saturation
2018-01-23T00:00:15.352000	5,028.097168	268.404816	55,649.445313	0.000091	0	null	5.340828	24.612829	null	154.527176	0.000091	1	1	2018012300	0	30S-30N	lower	6.192869	446.07587	0.029431	2018-01	liquid	ceres_ssf	DJF	saturation
2018-01-23T00:00:15.372000	5,043.30127	268.315094	55,540.394531	0.000091	0	null	5.319214	24.751846	null	154.402008	0.000091	1	1	2018012300	0	30S-30N	lower	1.435575	452.091842	0.029812	2018-01	liquid	ceres_ssf	DJF	saturation
2018-01-23T00:00:15.472000	4,308.631348	272.683197	60,624.421875	0.000098	0	null	5.210709	25.447073	null	153.773849	0.000098	1	1	2018012300	0	30S-30N	lower	5.425459	450.831634	0.034084	2018-01	liquid	ceres_ssf	DJF	saturation
2018-01-23T00:00:15.492000	4,333.862305	272.525635	60,440.863281	0.000098	0	null	5.188484	25.588984	null	153.645203	0.000098	1	1	2018012300	0	30S-30N	lower	41.912907	435.25178	0.032825	2018-01	liquid	ceres_ssf	DJF	saturation
2018-01-23T00:00:15.512000	4,432.695801	271.677429	59,685.21875	0.000098	0	null	5.166153	25.730707	null	153.51651	0.000098	1	1	2018012300	0	30S-30N	lower	40.451965	430.604331	0.032382	2018-01	liquid	ceres_ssf	DJF	saturation
2018-01-23T00:00:18.012000	4,457.397949	272.759003	59,063.597656	0.0001	0	null	4.309357	30.352579	null	149.18544	0.0001	1	1	2018012300	0	30S-30N	lower	13.403541	368.691067	0.027784	2018-01	liquid	ceres_ssf	DJF	saturation
2018-01-23T00:00:18.492000	4,425.20752	271.909546	59,796.953125	0.000099	0	null	4.966995	25.819786	null	153.319702	0.000099	1	1	2018012300	0	30S-30N	lower	23.284004	451.918947	0.034142	2018-01	liquid	ceres_ssf	DJF	saturation
2018-01-23T00:00:18.532000	4,800.083984	269.611755	57,095.421875	0.000096	0	null	5.007057	25.533146	null	153.576218	0.000096	1	1	2018012300	0	30S-30N	lower	14.473629	430.977471	0.030518	2018-01	liquid	ceres_ssf	DJF	saturation
2018-01-23T00:00:18.552000	5,462.567383	266.139801	52,478.242188	0.000089	0	null	5.026573	25.392076	null	153.702133	0.000089	1	1	2018012300	0	30S-30N	lower	0.911562	462.918751	0.028264	2018-01	liquid	ceres_ssf	DJF	saturation
2018-01-23T00:00:18.572000	10,448.560547	234.220123	26,749.066406	0	0.000015	null	5.046173	25.251284	null	153.827728	0.000015	0	2	2018012300	0.021728	30S-30N	lower	100	3,617.180825	0	2018-01	ice	ceres_ssf	DJF	saturation
2018-01-23T00:00:18.652000	4,650.395508	270.532257	58,282.09375	0.000094	0	null	5.123146	24.693497	null	154.323532	0.000094	1	1	2018012300	0	30S-30N	lower	7.199824	428.580133	0.030392	2018-01	liquid	ceres_ssf	DJF	saturation
2018-01-23T00:00:18.672000	4,570.164063	271.030273	58,863.324219	0.000097	0	null	5.142143	24.555206	null	154.44606	0.000097	1	1	2018012300	0	30S-30N	lower	12.384219	406.731402	0.029965	2018-01	liquid	ceres_ssf	DJF	saturation
2018-01-23T00:00:18.712000	10,531.287109	233.576324	26,655.550781	0	0.000012	null	5.180283	24.276974	null	154.692047	0.000013	0.009993	1.994217	2018012300	0.015847	30S-30N	lower	100	3,196.767231	0.027503	2018-01	ice	ceres_ssf	DJF	saturation
2018-01-23T00:00:18.732000	4,354.728516	272.794556	60,525.988281	0.000097	0	null	5.19944	24.137325	null	154.815292	0.000097	1	1	2018012300	0	30S-30N	lower	7.288791	403.065572	0.030125	2018-01	liquid	ceres_ssf	DJF	saturation
2018-01-23T00:00:18.752000	4,339.866211	273.045074	60,657.550781	0.000097	0	null	5.218636	23.996475	null	154.939362	0.000097	1	1	2018012300	0	30S-30N	lower	5.468801	421.314577	0.031588	2018-01	liquid	ceres_ssf	DJF	saturation
2018-01-23T00:00:18.772000	10,136.981445	236.990097	28,338.488281	0	0.000015	null	5.237846	23.856125	null	155.062897	0.000015	0.011348	1.992526	2018012300	0.022212	30S-30N	lower	100	3,458.762276	0.033858	2018-01	ice	ceres_ssf	DJF	saturation
2018-01-23T00:00:18.852000	4,675.330566	270.542999	58,199.175781	0.000096	0	null	5.315842	23.282017	null	155.566101	0.000096	1	1	2018012300	0	30S-30N	lower	3.073998	419.089079	0.030289	2018-01	liquid	ceres_ssf	DJF	saturation
2018-01-23T00:00:19.152000	6,688.333496	260.172455	49,488.675781	0.000035	0.000003	null	5.655373	20.762938	null	157.735825	0.000038	0.91149	1.451394	2018012300	0.002241	30S-30N	lower	5.592093	451.409771	0.018992	2018-01	mixed	ceres_ssf	DJF	saturation
2018-01-23T00:00:19.232000	4,667.40625	271.747803	58,148.589844	0.000089	0	null	5.770828	19.894457	null	158.466827	0.000089	1	1	2018012300	0	30S-30N	lower	21.876865	239.122348	0.015936	2018-01	liquid	ceres_ssf	DJF	saturation
2018-01-23T00:00:21.122000	4,774.462402	272.376221	57,782.023438	0.000046	0	null	6.286316	15.178885	null	162.150299	0.000046	1	1	2018012300	0	30S-30N	lower	2.516821	224.351664	0.007564	2018-01	liquid	ceres_ssf	DJF	saturation
2018-01-23T00:00:21.762000	5,144.576172	268.210541	54,878.980469	0.000103	0	null	5.148094	23.18762	null	155.529053	0.000103	1	1	2018012300	0	30S-30N	lower	1.377736	301.813002	0.022124	2018-01	liquid	ceres_ssf	DJF	saturation
2018-01-23T00:00:21.782000	4,552.880371	271.293488	59,033.0625	0.000098	0	null	5.125916	23.332718	null	155.40097	0.000098	1	1	2018012300	0	30S-30N	lower	16.071945	389.772794	0.028854	2018-01	liquid	ceres_ssf	DJF	saturation
2018-01-23T00:00:21.842000	4,373.244629	272.877686	60,335.722656	0.000096	0	null	5.060272	23.760944	null	155.021805	0.000096	1	1	2018012300	0	30S-30N	lower	12.109751	369.694709	0.027445	2018-01	liquid	ceres_ssf	DJF	saturation
2018-01-23T00:00:21.882000	4,431.466797	272.168945	59,945.265625	0.00009	0	null	5.016823	24.042253	null	154.771729	0.00009	1	1	2018012300	0	30S-30N	lower	27.527243	357.89889	0.02471	2018-01	liquid	ceres_ssf	DJF	saturation
2018-01-23T00:00:21.922000	4,366.09668	272.614319	60,424.492188	0.000097	0	null	4.973785	24.320398	null	154.523804	0.000097	1	1	2018012300	0	30S-30N	lower	11.847012	334.020295	0.025123	2018-01	liquid	ceres_ssf	DJF	saturation
2018-01-23T00:00:21.962000	4,867.829102	269.120361	56,679.625	0.000088	0	null	4.930901	24.596672	null	154.276886	0.000088	1	1	2018012300	0	30S-30N	lower	14.463357	405.21858	0.026152	2018-01	liquid	ceres_ssf	DJF	saturation
2018-01-23T00:00:21.982000	4,847.77832	269.251862	56,818.757813	0.000085	0	null	4.909279	24.735634	null	154.152451	0.000085	1	1	2018012300	0	30S-30N	lower	12.761319	430.148896	0.02677	2018-01	liquid	ceres_ssf	DJF	saturation
2018-01-23T00:00:22.002000	4,960.749023	268.656769	56,034.601563	0.000083	0	null	4.88781	24.87355	null	154.028809	0.000083	1	1	2018012300	0	30S-30N	lower	11.285207	448.619932	0.027028	2018-01	liquid	ceres_ssf	DJF	saturation
2018-01-23T00:00:22.022000	4,858.227539	269.323761	56,778.480469	0.000091	0	null	4.866249	25.011782	null	153.904709	0.000091	1	1	2018012300	0	30S-30N	lower	6.32309	456.976521	0.030565	2018-01	liquid	ceres_ssf	DJF	saturation
2018-01-23T00:00:22.042000	4,999.529297	268.614441	55,740.144531	0.000092	0	null	4.844414	25.151699	null	153.778961	0.000092	1	1	2018012300	0	30S-30N	lower	2.69307	459.804093	0.030665	2018-01	liquid	ceres_ssf	DJF	saturation
2018-01-23T00:00:22.102000	5,900.868164	264.1604	49,604.5625	0.000089	0	null	4.77832	25.57415	null	153.398376	0.000089	1	1	2018012300	0	30S-30N	lower	6.606804	511.371935	0.029837	2018-01	liquid	ceres_ssf	DJF	saturation
2018-01-23T00:00:22.142000	4,475.517578	271.844055	59,493.835938	0.0001	0	null	4.733299	25.861261	null	153.138992	0.0001	1	1	2018012300	0	30S-30N	lower	23.331984	448.074157	0.034134	2018-01	liquid	ceres_ssf	DJF	saturation
2018-01-23T00:00:22.162000	5,587.570313	264.199677	54,466.179688	0.000106	0	null	4.71051	26.006367	null	153.007675	0.000106	1	1	2018012300	0	30S-30N	lower	12.25875	393.982183	0.03011	2018-01	liquid	ceres_ssf	DJF	saturation
2018-01-23T00:00:22.182000	5,892.999512	262.060303	53,156.085938	0.0001	0	null	4.68734	26.15382	null	152.874084	0.0001	1	1	2018012300	0	30S-30N	lower	3.904496	380.592578	0.027003	2018-01	liquid	ceres_ssf	DJF	saturation
2018-01-23T00:00:22.202000	4,329.328613	272.647369	60,535.351563	0.000099	0	null	4.663849	26.303194	null	152.738602	0.000099	1	1	2018012300	0	30S-30N	lower	9.44076	477.969465	0.036614	2018-01	liquid	ceres_ssf	DJF	saturation
2018-01-23T00:00:22.242000	4,323.92041	272.794312	60,596.464844	0.000101	0	null	4.615784	26.608591	null	152.461166	0.000101	1	1	2018012300	0	30S-30N	lower	9.608567	502.614481	0.039249	2018-01	liquid	ceres_ssf	DJF	saturation
2018-01-23T00:00:22.622000	4,732.018066	271.282379	57,525.257813	0.000157	0	null	4.005493	30.464552	null	148.913528	0.000157	1	1	2018012300	0	30S-30N	lower	76.985229	557.594122	0.064489	2018-01	liquid	ceres_ssf	DJF	saturation
2018-01-23T00:00:22.762000	5,622.458984	269.374298	55,186.394531	0.000051	0	null	3.60025	33.002411	null	146.541153	0.000051	1	1	2018012300	0	30S-30N	lower	0.97716	338.991845	0.012346	2018-01	liquid	ceres_ssf	DJF	saturation
2018-01-23T00:00:22.782000	5,435.20459	269.225922	55,044.773438	0.000068	0	null	3.521233	33.489048	null	146.082947	0.000068	1	1	2018012300	0	30S-30N	lower	11.049829	176.386742	0.008577	2018-01	liquid	ceres_ssf	DJF	saturation
2018-01-23T00:00:24.562000	4,577.438477	271.220764	57,284.394531	0.000165	0	null	3.799736	31.014009	null	148.332916	0.000165	1	1	2018012300	0	30S-30N	lower	69.858589	570.534689	0.069453	2018-01	liquid	ceres_ssf	DJF	saturation
2018-01-23T00:00:24.602000	4,940.923828	270.218658	56,462.257813	0.000166	0	null	3.89093	30.405193	null	148.895538	0.000166	1	1	2018012300	0	30S-30N	lower	71.653778	608.245379	0.07346	2018-01	liquid	ceres_ssf	DJF	saturation
2018-01-23T00:00:24.622000	4,654.821777	271.670959	58,223.46875	0.000065	0	null	3.933205	30.12681	null	149.152573	0.000065	1	1	2018012300	0	30S-30N	lower	34.953659	265.158701	0.012956	2018-01	liquid	ceres_ssf	DJF	saturation
2018-01-23T00:00:25.062000	4,762.318848	270.753632	59,902.300781	0.000085	0	null	4.537308	25.953068	null	152.940979	0.000085	1	1	2018012300	0	30S-30N	lower	10.141994	463.626985	0.030435	2018-01	liquid	ceres_ssf	DJF	saturation
2018-01-23T00:00:25.082000	4,448.562988	271.88681	59,647.148438	0.000098	0	null	4.557961	25.806402	null	153.071838	0.000098	1	1	2018012300	0	30S-30N	lower	17.408501	451.394295	0.033759	2018-01	liquid	ceres_ssf	DJF	saturation
2018-01-23T00:00:25.122000	5,171.796387	268.020905	54,646.101563	0.000096	0	null	4.597885	25.519226	null	153.327347	0.000096	1	1	2018012300	0	30S-30N	lower	20.034983	471.384518	0.032179	2018-01	liquid	ceres_ssf	DJF	saturation
2018-01-23T00:00:25.142000	5,386.341797	266.638245	53,063.042969	0.000089	0	null	4.617821	25.376518	null	153.454147	0.000089	1	1	2018012300	0	30S-30N	lower	21.418863	463.787441	0.028529	2018-01	liquid	ceres_ssf	DJF	saturation
2018-01-23T00:00:25.162000	4,851.742676	269.489899	56,770.320313	0.000092	0	null	4.637238	25.235975	null	153.578751	0.000092	1	1	2018012300	0	30S-30N	lower	33.608166	445.831142	0.030214	2018-01	liquid	ceres_ssf	DJF	saturation
2018-01-23T00:00:25.182000	4,398.254395	272.349976	60,098.023438	0.000096	0	null	4.656731	25.095627	null	153.70311	0.000096	1	1	2018012300	0	30S-30N	lower	65.929344	447.470433	0.033003	2018-01	liquid	ceres_ssf	DJF	saturation
2018-01-23T00:00:25.202000	4,368.361328	272.68222	60,385.417969	0.000095	0	null	4.676003	24.955887	null	153.826691	0.000095	1	1	2018012300	0	30S-30N	lower	69.075615	448.464111	0.032784	2018-01	liquid	ceres_ssf	DJF	saturation
2018-01-23T00:00:25.222000	4,785.476563	269.79129	57,309.636719	0.000088	0	null	4.695259	24.816618	null	153.949738	0.000088	1	1	2018012300	0	30S-30N	lower	47.581913	444.797158	0.028979	2018-01	liquid	ceres_ssf	DJF	saturation
2018-01-23T00:00:25.242000	4,993.729492	268.432129	55,796.226563	0.000085	0	null	4.714485	24.677042	null	154.072861	0.000085	1	1	2018012300	0	30S-30N	lower	21.538776	423.270885	0.026069	2018-01	liquid	ceres_ssf	DJF	saturation
2018-01-23T00:00:25.262000	4,607.888184	270.902527	58,600.410156	0.000094	0	null	4.733406	24.539415	null	154.194077	0.000094	1	1	2018012300	0	30S-30N	lower	22.942434	383.553486	0.027158	2018-01	liquid	ceres_ssf	DJF	saturation
2018-01-23T00:00:25.362000	4,420.692383	272.179626	59,727.910156	0.000095	0	null	4.828926	23.841846	null	154.805954	0.000095	1	1	2018012300	0	30S-30N	lower	16.405415	391.821816	0.028442	2018-01	liquid	ceres_ssf	DJF	saturation
2018-01-23T00:00:25.402000	4,332.804688	272.822083	60,377.058594	0.000095	0	null	4.867699	23.558216	null	155.053528	0.000095	1	1	2018012300	0	30S-30N	lower	48.215019	387.246303	0.028313	2018-01	liquid	ceres_ssf	DJF	saturation
2018-01-23T00:00:25.422000	4,408.338379	272.118927	59,789.714844	0.000095	0	null	4.887131	23.414717	null	155.178406	0.000095	1	1	2018012300	0	30S-30N	lower	44.516041	381.422194	0.027873	2018-01	liquid	ceres_ssf	DJF	saturation
2018-01-23T00:00:25.442000	4,434.510254	271.965332	59,598.265625	0.000097	0	null	4.90686	23.270529	null	155.303818	0.000097	1	1	2018012300	0	30S-30N	lower	15.122871	373.225865	0.027634	2018-01	liquid	ceres_ssf	DJF	saturation
2018-01-23T00:00:25.462000	5,558.645508	265.295929	51,620.445313	0.00011	0	null	4.926712	23.123503	null	155.431335	0.00011	1	1	2018012300	0	30S-30N	lower	3.876429	219.889104	0.016327	2018-01	liquid	ceres_ssf	DJF	saturation

End of preview. Expand in Data Studio

CERES row

CERES SSF Aqua-FM3-MODIS Edition4A cloud-layer rows for training a MessiahMaybe PINN, split from the full holdout in QueenPeppa/messiahmaybe-external-holdout (ceres_ssf). Each cloud-layer row is assigned on its own.

Seed 42. Seventy percent of rows form a train pool and 30% a test pool. Five percent of all rows are then taken from each pool to make validation:

train: 65%
val: 10%
test: 25%
train: 2,330,522 rows
val: 358,542 rows
test: 896,354 rows

SLF is a layer-mean mass ratio, f_liq * LWP / (f_liq * LWP + (1 - f_liq) * IWP), and q_total depends on hypsometric layer thickness. The columns match the EarthCARE filtered table, including pinn_nan_policy in catalog.json.

splits/train.npz, splits/val.npz, and splits/test.npz are the arrays read by pinn_architecture.load_filtered_splits(splits_dir, split=...). Pass splits_dir pointing at the splits folder to train_keep_ladder.

The Hub splits CERES train row, CERES val row, and CERES test row are the Parquet shards.

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