Datasets:

QueenPeppa
/

ceres-profile

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 5.37	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
2018-01-23T00:00:01.352000	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
2018-01-23T00:00:01.872000	4,614.267578	270.980865	58,597.070313	0.000099	0	null	6.448601	22.759811	null	156.715317	0.000099	1	1	2018012300	0	30S-30N	lower	6.657082	373.048415	0.027833	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
2018-01-23T00:00:02.212000	5,847.345703	265.395264	49,845.339844	0.000086	0	null	6.074387	25.199181	null	154.51091	0.000086	1	1	2018012300	0	30S-30N	lower	2.958447	479.14461	0.027083	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
2018-01-23T00:00:02.832000	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
2018-01-23T00:00:02.852000	4,863.817871	270.78064	56,072.070313	0.000067	0	null	5.122452	31.179247	null	148.950806	0.000067	1	1	2018012300	0	30S-30N	lower	28.873943	273.759505	0.013259	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
2018-01-23T00:00:05.752000	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
2018-01-23T00:00:06.232000	4,868.473633	271.77951	57,090.527344	0.000065	0	null	6.966263	16.987429	null	161.445007	0.000065	1	1	2018012300	0	30S-30N	lower	23.15469	381.455844	0.018254	2018-01	liquid	ceres_ssf	DJF	saturation
2018-01-23T00:00:06.292000	5,030.958008	270.793243	55,542.640625	0.000048	0	null	7.146179	15.572406	null	162.56369	0.000048	1	1	2018012300	0	30S-30N	lower	1.254564	295.736519	0.010171	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
2018-01-23T00:00:08.482000	4,868.719727	269.76651	56,854.046875	0.000124	0	null	6.037895	22.753056	null	156.455322	0.000124	1	1	2018012300	0	30S-30N	lower	2.887122	298.439987	0.027144	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
2018-01-23T00:00:08.882000	4,455.577637	271.437439	59,504.570313	0.000099	0	null	5.598526	25.604111	null	153.887878	0.000099	1	1	2018012300	0	30S-30N	lower	8.14303	441.689795	0.033248	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
2018-01-23T00:00:09.422000	5,442.101563	267.345764	52,342.242188	0.000003	0.000017	null	4.798622	30.640671	null	149.225372	0.00002	0.145943	1.689285	2018012300	0.022544	30S-30N	lower	0.22176	1,335.448063	0.008546	2018-01	mixed	ceres_ssf	DJF	saturation
2018-01-23T00:00:11.902000	4,376.686523	272.287506	60,135.554688	0.000096	0	null	5.376045	25.83436	null	153.562851	0.000096	1	1	2018012300	0	30S-30N	lower	20.526457	437.295932	0.032171	2018-01	liquid	ceres_ssf	DJF	saturation
2018-01-23T00:00:11.922000	4,294.592285	272.762817	60,726.457031	0.000098	0	null	5.39595	25.690958	null	153.691849	0.000098	1	1	2018012300	0	30S-30N	lower	11.54963	460.0482	0.034954	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
2018-01-23T00:00:12.182000	10,364.850586	235.130081	27,193.832031	0	0.000013	null	5.646515	23.870857	null	155.315475	0.000013	0	2	2018012300	0.018087	30S-30N	lower	100	3,400.314407	0	2018-01	ice	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
2018-01-23T00:00:12.382000	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
2018-01-23T00:00:12.402000	6,212.786621	262.671997	47,977.34375	0.000151	0	null	5.871819	22.206263	null	156.775208	0.000151	1	1	2018012300	0	30S-30N	lower	3.55119	206.383906	0.019779	2018-01	liquid	ceres_ssf	DJF	saturation
2018-01-23T00:00:14.992000	5,007.487793	272.425079	57,812.816406	0.000073	0	null	5.748291	21.940664	null	156.899048	0.000073	1	1	2018012300	0	30S-30N	lower	13.186681	304.780403	0.016428	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
2018-01-23T00:00:15.172000	10,265.364258	236.034851	27,621.181641	0	0.000012	null	5.536247	23.345316	null	155.660828	0.000012	0.000069	1.999964	2018012300	0.015872	30S-30N	lower	100	3,248.167115	0.030041	2018-01	ice	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
2018-01-23T00:00:15.272000	4,575.231934	271.02298	58,872.625	0.000099	0	null	5.426872	24.057398	null	155.025681	0.000099	1	1	2018012300	0	30S-30N	lower	2.564535	409.971032	0.030615	2018-01	liquid	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
2018-01-23T00:00:16.192000	4,528.422363	272.564331	58,640.320313	0.000054	0	null	3.87352	33.838657	null	145.982208	0.000054	1	1	2018012300	0	30S-30N	lower	43.984608	224.306967	0.009109	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
2018-01-23T00:00:18.032000	4,478.501953	273.005127	59,452.734375	0.000082	0	null	4.349808	30.079763	null	149.437698	0.000082	1	1	2018012300	0	30S-30N	lower	14.654499	282.948076	0.017629	2018-01	liquid	ceres_ssf	DJF	saturation
2018-01-23T00:00:18.412000	4,452.76709	271.977448	59,655.328125	0.000099	0	null	4.883896	26.411552	null	152.788162	0.000099	1	1	2018012300	0	30S-30N	lower	7.354709	437.832892	0.033164	2018-01	liquid	ceres_ssf	DJF	saturation
2018-01-23T00:00:18.472000	4,394.437012	272.165405	60,032.347656	0.000099	0	null	4.946785	25.965149	null	153.189453	0.000099	1	1	2018012300	0	30S-30N	lower	11.794876	458.483703	0.034739	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
2018-01-23T00:00:18.512000	4,577.113281	270.850616	58,669.054688	0.000098	0	null	4.987099	25.676485	null	153.448044	0.000098	1	1	2018012300	0	30S-30N	lower	37.289963	434.345356	0.032108	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
2018-01-23T00:00:18.572000	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
2018-01-23T00:00:18.692000	4,530.181152	271.256683	59,169.367188	0.000099	0	null	5.161324	24.415617	null	154.569565	0.000099	1	1	2018012300	0	30S-30N	lower	1.690116	409.754787	0.030724	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
2018-01-23T00:00:18.792000	4,576.313477	271.130096	58,902.882813	0.000099	0	null	5.257011	23.714851	null	155.186966	0.000099	1	1	2018012300	0	30S-30N	lower	9.657359	383.972417	0.028728	2018-01	liquid	ceres_ssf	DJF	saturation
2018-01-23T00:00:18.832000	4,618.207031	270.885498	58,605.347656	0.000098	0	null	5.296181	23.427694	null	155.438766	0.000098	1	1	2018012300	0	30S-30N	lower	27.852264	411.804854	0.030295	2018-01	liquid	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
2018-01-23T00:00:18.872000	9,445.605469	243.007935	31,143.587891	0	0.000011	null	5.336052	23.134094	null	155.695374	0.000012	0.007719	1.98995	2018012300	0.015587	30S-30N	lower	100	3,013.898934	0.011942	2018-01	ice	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
2018-01-23T00:00:21.122000	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
2018-01-23T00:00:21.842000	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
2018-01-23T00:00:21.862000	4,700.250488	270.141663	57,947.082031	0.000084	0	null	5.038422	23.902304	null	154.89621	0.000084	1	1	2018012300	0	30S-30N	lower	9.813525	393.241292	0.024832	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
2018-01-23T00:00:21.942000	4,604.650879	270.801422	58,600.496094	0.000098	0	null	4.9524	24.458315	null	154.400635	0.000098	1	1	2018012300	0	30S-30N	lower	8.96094	373.205656	0.027521	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
2018-01-23T00:00:22.042000	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
2018-01-23T00:00:22.062000	5,732.969727	264.733002	50,639.167969	0.000085	0	null	4.822624	25.291042	null	153.65358	0.000085	1	1	2018012300	0	30S-30N	lower	2.93165	494.469095	0.028089	2018-01	liquid	ceres_ssf	DJF	saturation
2018-01-23T00:00:22.082000	5,954.92334	263.835876	49,217.558594	0.000088	0	null	4.800438	25.432402	null	153.526184	0.000088	1	1	2018012300	0	30S-30N	lower	7.712735	508.183165	0.029058	2018-01	liquid	ceres_ssf	DJF	saturation
2018-01-23T00:00:22.122000	4,983.949219	268.968719	55,911.414063	0.000093	0	null	4.755997	25.715773	null	153.270432	0.000093	1	1	2018012300	0	30S-30N	lower	13.7151	465.310004	0.031336	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
2018-01-23T00:00:22.242000	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
2018-01-23T00:00:22.642000	4,834.411133	270.618896	56,801.746094	0.000205	0	null	3.957947	30.759537	null	148.638824	0.000205	1	1	2018012300	0	30S-30N	lower	56.455685	833.506491	0.124958	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
2018-01-23T00:00:24.502000	6,283.630371	260.878296	45,465.582031	0	0.000008	null	3.636993	32.07753	null	147.344513	0.000008	0	2	2018012300	0.005004	30S-30N	lower	0.103948	1,003.646567	0	2018-01	ice	ceres_ssf	DJF	saturation
2018-01-23T00:00:24.542000	4,332.04834	272.094818	58,428.914063	0.000056	0	null	3.748985	31.344315	null	148.026321	0.000056	1	1	2018012300	0	30S-30N	lower	41.841747	295.365136	0.01246	2018-01	liquid	ceres_ssf	DJF	saturation
2018-01-23T00:00:24.582000	5,088.20459	269.39267	55,250	0.000196	0.000001	null	3.847115	30.70031	null	148.62323	0.000197	0.99635	1.032928	2018012300	0.016604	30S-30N	lower	91.308823	1,063.544376	0.154335	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
2018-01-23T00:00:25.082000	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
2018-01-23T00:00:25.102000	4,610.199219	270.972504	58,524.109375	0.000099	0	null	4.578033	25.662479	null	153.199997	0.000099	1	1	2018012300	0	30S-30N	lower	25.484049	459.2143	0.034069	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
2018-01-23T00:00:25.242000	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
2018-01-23T00:00:25.342000	4,463.150391	271.917511	59,663.3125	0.000088	0	null	4.809792	23.982357	null	154.68309	0.000088	1	1	2018012300	0	30S-30N	lower	17.800194	352.598993	0.023599	2018-01	liquid	ceres_ssf	DJF	saturation

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CERES profile

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). A footprint is one (time, lat, lon) CERES field of view, with latitude and longitude rounded to 5 decimals. The lower and upper cloud layers of a footprint stay in the same split.

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

train: 65%
val: 10%
test: 25%
train: 2,330,487 rows
val: 358,642 rows
test: 896,289 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 profile, CERES val profile, and CERES test profile are the Parquet shards.

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