Datasets:

xairon
/

piezo-embedding-benchmark

code_bss stringlengths 12 17	cv_period_mean float64 -74.51 637 ⌀	cv_date_min float64 0.01 8.72k ⌀	cv_date_max float64 0.04 1.49k ⌀	cv_fall_rate float64 -24.2 -0.14 ⌀	cv_rise_rate float64 0.08 18.4 ⌀	parde_seasonality float64 0 11.1 ⌀	avg_seasonal_fluctuation float64 0 149 ⌀	interannual_variation float64 0.03 997 ⌀	low_pulse_count float64 0.02 7.54 ⌀	high_pulse_count float64 0 9 ⌀	low_pulse_duration float64 0 10.3k ⌀	high_pulse_duration float64 0 13.1k ⌀	bimodality_coefficient float64 -1.86 3.25 ⌀	mean_annual_maximum float64 0.06 1 ⌀	rise_rate float64 0 2.4 ⌀	fall_rate float64 -2.25 -0 ⌀	reversals_avg float64	reversals_cv float64	colwell_contingency float64 0 0.92 ⌀	colwell_constancy float64 0 1 ⌀	recession_constant float64 0 1,000 ⌀	recovery_constant float64 483 1,000 ⌀	duration_curve_slope float64 -113.28 -0.01 ⌀	duration_curve_ratio float64 0 1 ⌀	richards_pathlength float64 1 226 ⌀	baselevel_index float64 0.07 1 ⌀	baselevel_stability float64 0.02 1 ⌀	magnitude float64 -622 367 ⌀	autocorr_time float64 1 365 ⌀	date_min float64 0.01 365 ⌀	date_max float64 0.04 365 ⌀	series_start stringdate 1967-01-01 00:00:00 2016-03-15 00:00:00 ⌀	series_end stringdate 1977-04-01 00:00:00 2026-03-31 00:00:00 ⌀	series_length_days int64 3.65k 21.6k ⌀	n_valid_days int64 3 20.2k ⌀	n_signatures_computed int64 22 29 ⌀	pastas_version stringclasses 1 value	computed_at stringclasses 12 values
00026X0040/P1	0.187925	0.124603	3.712683	-0.888113	1.030839	0.733792	0.783838	1.03	1.242424	1.393939	64.414634	50.130435	0.417777	0.628241	0.012831	-0.00693	null	null	0.136357	0.123813	51.624072	null	-0.701288	0.279279	2.939631	0.775314	0.454989	1.920792	31	252.576237	11.432748	1970-01-05	2007-05-15	13,644	9,124	28	1.10.1	2026-04-07 11:29:49.907155
00027X0043/PZ3	0.596787	0.140955	18.226043	-0.864778	1.153576	1.212944	1.743333	0.56	1.181818	3	58.461538	22.818182	0.58716	0.903409	0.030529	-0.015993	null	null	0.383097	0.022908	30.4188	null	-1.745025	0.164103	2.052098	0.712928	0.310878	-17.142857	22	244.467918	3.468417	1970-02-20	1980-06-30	3,783	3,774	28	1.10.1	2026-04-07 11:29:49.907155
00035X0029/P1	0.449408	0.159721	4.065444	-1.170441	1.223372	0.700946	1.105106	0.873333	1.255319	2.425532	64.135593	29.27193	0.454566	0.697709	0.01881	-0.012807	null	null	0.189699	0.202052	173.395335	null	-1.036836	0.339506	2.301024	0.768862	0.313394	-10	16	232.266668	14.358337	1969-05-06	2016-05-30	17,191	2,398	28	1.10.1	2026-04-07 11:29:49.907155
00035X0045/P1	0.248299	0.103655	3.650438	-0.842226	0.975003	0.85827	1.069111	0.556667	1.4	1.666667	49.571429	43.2	0.50051	0.875686	0.013381	-0.011523	null	null	0.257818	0.060465	12.434847	null	-0.969817	0.274074	1.977039	0.68005	0.256844	2.881356	24	270.372767	11.550853	1969-05-05	1983-12-31	5,353	4,260	28	1.10.1	2026-04-07 11:29:49.907155
00035X0210/PZO1	2.238435	0.277252	0.079005	-7.447037	4.687448	0.072211	2.454902	10.671667	1.294118	2.588235	59.045455	27.272727	0.94459	0.989584	0.033476	-0.021881	null	null	0.015142	0.965485	9.938379	800.229334	-1.034841	0.948439	1.053686	0.965332	0.468346	-1.09797	4	227.102439	360.678664	2010-05-05	2026-03-30	5,808	5,479	29	1.10.1	2026-04-07 11:29:49.907155
00054X0059/P1	0.362536	0.146252	1.528519	-1.31082	1.269755	0.525399	1.33746	2.756667	0.809524	0.619048	82.764706	133.461538	0.286665	0.598639	0.018902	-0.014773	null	null	0.162843	0.182918	163.954631	null	-1.763132	0.344615	2.302245	0.882342	0.47251	103.6	41	288.430873	36.363967	1967-01-02	1988-09-26	7,938	911	28	1.10.1	2026-04-07 11:29:49.907155
00057X0005/F3	0.117457	0.223457	1.177859	-3.510551	2.273316	0.039966	1.379074	3.996667	1.277778	1.722222	66.521739	31.193548	0.320038	0.978258	0.018562	-0.018424	null	null	0.027725	0.913793	null	null	-1.285691	0.930476	1.041311	0.967355	0.419696	-1.5536	1	230.464139	46.667483	1967-02-22	1984-12-17	6,508	2,983	27	1.10.1	2026-04-07 11:29:49.907155
00057X0032/S1	0.004555	0.253565	3.658866	-1.238731	2.058361	0.113106	0.446389	1.093333	1	1.416667	63	67.470588	0.447837	0.784674	0.007937	-0.007722	null	null	0.141384	0.665537	376.017216	null	-0.377685	0.874233	1.440406	0.967541	0.354493	0.054614	null	245.736102	15.871338	1996-11-14	2007-07-06	3,886	192	27	1.10.1	2026-04-07 11:29:49.907155
00057X0206/P1	0.015593	0.141666	2.585311	-0.815435	1.035047	0.915669	0.92902	0.465	1.705882	2.470588	41.275862	29.380952	0.501511	0.878378	0.01646	-0.012072	null	null	0.27419	0.065614	80.037385	null	-0.837812	0.258621	2.242609	0.728248	0.340896	0.078141	20	252.784357	17.098177	1967-05-10	1983-12-28	6,076	857	28	1.10.1	2026-04-07 11:29:49.907155
00058X0021/P1	0.015304	0.213577	1.27494	-1.233259	1.322789	1.590032	2.128452	2.584167	0.214286	0.714286	115	157.3	0.667113	0.613082	0.024948	-0.012602	null	null	0.281618	0.090822	258.633873	null	-2.688294	0.033784	5.557095	0.686095	0.329286	0.066204	37	276.714794	41.901342	1973-03-21	1986-11-26	4,998	1,261	28	1.10.1	2026-04-07 11:29:49.907155
00058X0041/P1	0.043295	0.149774	2.262765	-0.859494	1.228936	0.756775	2.444	1.59	1.171429	2.114286	50	37	0.542489	0.908508	0.025843	-0.022452	null	null	0.218147	0.123892	208.489776	null	-2.745989	0.35	1.525486	0.831585	0.328929	0.244565	42	247.802671	19.356383	1970-01-04	2004-12-30	12,779	3,340	28	1.10.1	2026-04-07 11:29:49.907155
00058X0067/P1	0.062585	0.573818	6.278737	-1.573032	2.22943	0.199859	2.503951	9.001667	1.333333	0.333333	60.416667	171.888889	0.790748	0.595185	0.028951	-0.019956	null	null	0.088961	0.19079	null	null	-9.264585	0.191489	3.188438	0.920751	0.76069	0.241758	78	261.250137	10.564982	1973-03-26	1999-05-31	9,562	1,106	27	1.10.1	2026-04-07 11:29:49.907155
00058X0068/P1	0.013774	0.17354	1.27117	-0.9179	1.209741	0.482762	0.977905	1.661667	0.685714	0.628571	133.333333	108.181818	0.395613	0.632627	0.012651	-0.007315	null	null	0.141717	0.172075	null	null	-1.121221	0.35	2.480023	0.866233	0.441654	0.087324	1	317.462947	48.777948	1973-03-26	2008-03-05	12,763	1,493	27	1.10.1	2026-04-07 11:29:49.907155
00061X0012/F1	0.163572	0.197332	1.291467	-1.025472	1.12927	0.387001	1.374118	2.655	0.411765	0.823529	209	98.928571	0.425427	0.72587	0.018577	-0.012211	null	null	0.213958	0.14305	311.765703	800.152463	-1.839335	0.33675	1.778216	0.892708	0.523238	1.5	7	293.575009	56.495798	1967-01-05	1983-10-10	6,122	458	29	1.10.1	2026-04-07 11:29:49.907155
00061X0117/PZ1	0.165419	0.114933	0.896018	-0.699935	1.281973	0.762994	5.161579	10.585	0.526316	0.45614	143.733333	159.692308	0.444019	0.532779	0.044231	-0.023299	null	null	0.10605	0.178182	497.078043	null	-6.049721	0.26114	3.202262	0.815586	0.506955	1.476684	50	307.320807	45.214123	1970-01-22	2026-03-30	20,521	16,250	28	1.10.1	2026-04-07 11:29:49.907155
00065X0011/P1	0.248131	0.142731	1.27239	-1.59537	1.560685	0.841434	8.783636	14.766667	0.659091	0.363636	136.724138	151.875	0.457152	0.583801	0.101706	-0.052737	null	null	0.156708	0.114872	350.928189	null	-11.919712	0.197124	2.74701	0.7518	0.465076	2.125106	28	302.030195	43.665287	1971-05-04	2014-07-23	15,786	3,859	28	1.10.1	2026-04-07 11:29:49.907155
00065X0148/P	0.00434	0.254457	0.106721	-0.989674	1.03542	0.224264	1.76625	2.256667	2.125	4.083333	38.627451	16.785714	0.387655	0.971172	0.038178	-0.025013	null	null	0.180307	0.354728	8.15567	null	-0.908956	0.763441	1.252739	0.902709	0.330454	0.04708	9	210.170769	352.577695	2003-01-17	2026-03-31	8,474	6,958	28	1.10.1	2026-04-07 11:29:49.907155
00065X0182/P1	0.019016	0.159673	0.109435	-0.997794	1.443894	1.059551	3.125402	1.623333	0.793103	1.931034	73.608696	37.5	0.654754	0.931932	0.069343	-0.019791	null	null	0.222626	0.041524	253.749642	799.890784	-3.740306	0.204327	1.773327	0.753247	0.422013	0.076642	24	270.737874	363.519659	1973-03-22	2001-12-18	10,498	3,728	29	1.10.1	2026-04-07 11:29:49.907155
00067X0029/P1	0.02528	0.165171	2.957865	-1.649399	1.502163	0.901063	2.451892	5.95	0.648649	1	86.583333	126.405405	0.35237	0.468611	0.053049	-0.017762	null	null	0.156391	0.339708	147.240028	800.045031	-2.823439	0.236902	4.190938	0.772663	0.401752	0.220524	42	281.792296	14.08661	1971-05-04	2013-11-17	15,538	3,139	29	1.10.1	2026-04-07 11:29:49.907155
00067X0054/P1	0.137867	0.094134	0.890689	-0.829189	1.346828	0.756919	4.745	6.521667	0.5625	0.75	133.222222	88.083333	0.459388	0.53734	0.048547	-0.026274	null	null	0.160176	0.151458	null	null	-5.66365	0.139196	3.647413	0.742638	0.389389	0.969963	41	324.851273	74.579692	1971-05-14	1986-06-28	5,524	754	27	1.10.1	2026-04-07 11:29:49.907155
00067X0183/PZ1	0.025276	0.152286	2.665866	-1.384131	1.504435	0.790677	2.777576	6.65	0.636364	1.145455	89.085714	58.857143	0.371515	0.524865	0.062105	-0.020099	null	null	0.167467	0.344695	42.143293	800.006568	-2.641697	0.366109	3.776314	0.821707	0.234846	0.239468	27	283.297193	14.372265	1971-05-04	2026-03-30	20,054	8,600	29	1.10.1	2026-04-07 11:29:49.907155
00068X0008/P1	0.082239	0.098528	0.524706	-0.634226	1.290299	0.602391	5.022414	16.885	0.413793	0.448276	169.416667	230.692308	0.426658	0.551953	0.039699	-0.029293	null	null	0.101672	0.081805	null	null	-8.909194	0.190325	2.555879	0.882352	0.904319	0.4577	70	337.671518	109.295784	1971-02-14	2001-04-04	11,007	1,353	27	1.10.1	2026-04-07 11:29:49.907155
00068X0010/F295	0.073135	0.076746	0.772192	-1.29361	1.654594	0.72967	3.570889	9.941667	0.633333	0.483333	148.236842	121.137931	0.466732	0.412923	0.042172	-0.021949	null	null	0.078403	0.247309	351.120241	null	-4.840882	0.292304	3.607228	0.852311	0.503589	0.595212	51	335.60783	74.96831	1967-01-07	2026-03-31	21,633	8,218	28	1.10.1	2026-04-07 11:29:49.907155
00068X0051/P1	0.121343	0.225558	0.169849	-1.393739	1.509981	0.363165	7.99023	9.205	1.724138	2.689655	40.86	39.217949	0.658738	0.926664	0.232433	-0.129034	null	null	0.160863	0.088519	13.600542	799.656445	-7.156492	0.550899	1.779348	0.870697	0.502692	2.295455	9	279.321024	363.007888	1971-03-09	2001-04-04	10,984	5,162	29	1.10.1	2026-04-07 11:29:49.907155
00068X0072/P1	0.064653	0.101305	0.458648	-1.084252	1.31888	0.729337	3.978426	10.225	0.583333	0.333333	123.952381	216	0.642369	0.40889	0.032059	-0.023543	null	null	0.076786	0.194004	null	null	-5.811076	0.163221	4.751854	0.842402	0.618964	0.370931	70	344.68675	128.264933	1971-02-11	2006-12-25	13,101	1,800	27	1.10.1	2026-04-07 11:29:49.907155
00068X0074/P1	0.082525	0.093604	0.483271	-0.777252	1.001233	0.743282	4.795862	18.866667	0.448276	0.448276	147	237.307692	0.453413	0.460504	0.036921	-0.026997	null	null	0.091442	0.135813	null	null	-8.595387	0.15371	3.430332	0.879987	0.932854	0.498853	70	342.543527	114.310237	1971-03-09	2001-04-04	10,984	1,356	27	1.10.1	2026-04-07 11:29:49.907155
00068X0142/P1	0.065003	0.13496	0.553085	-1.207956	1.609207	0.39034	3.333974	9.05	0.5	0.807692	145.846154	85.142857	0.269619	0.53131	0.040613	-0.022899	null	null	0.095893	0.218146	null	null	-4.228993	0.385051	2.408242	0.922461	0.503387	0.529944	57	333.132751	99.590329	1971-02-11	1997-07-27	9,663	1,295	27	1.10.1	2026-04-07 11:29:49.907155
00068X0147/PZ5	1.75097	0.155412	0.990806	-1.088428	1.170022	0.283685	10.727867	22.95	1.12	0.56	70.232143	168.928571	0.548821	0.871909	0.127992	-0.115466	null	null	0.07074	0.126449	8.789914	739.239658	-18.677463	0.365837	1.360082	0.893833	0.873366	-1.741231	53	339.761487	82.575394	1973-02-16	2026-03-30	19,400	12,620	29	1.10.1	2026-04-07 11:29:49.907155
00073X0043/F1	0.473803	0.330621	14.807491	-2.014546	2.662606	0.344994	1.592121	7.686667	1.181818	1.090909	61.384615	67.666667	0.936567	0.558678	0.021665	-0.014774	null	null	0.107076	0.408243	null	null	-11.320992	0.019208	1.408018	0.925806	0.848847	2.410959	315	223.41118	5.093725	1973-01-05	1983-12-30	4,011	538	27	1.10.1	2026-04-07 11:29:49.907155
00075X0001/F1	-1.226468	41.252926	0.874986	-1.101137	1.325174	0.270992	11.833218	23.426667	1.275862	0.793103	45.837838	98.391304	0.351152	0.627474	0.161333	-0.147722	null	null	0.082021	0.144742	38.726185	null	-16.774329	0.338153	2.025657	0.860094	0.673751	-1.575479	35	1.380732	149.497336	1967-01-06	1995-12-27	10,582	1,478	28	1.10.1	2026-04-07 11:29:49.907155
00075X0007/F1	0.887995	0.158816	0.550109	-1.388176	1.207882	0.284076	2.359487	3.798333	1.192308	1.038462	58.225806	68.962963	0.406061	0.757676	0.03061	-0.027093	null	null	0.095453	0.135723	54.922438	null	-2.983482	0.434554	1.613953	0.862488	0.558063	-2.549645	29	362.286731	172.618618	1972-07-07	1997-12-31	9,308	1,294	28	1.10.1	2026-04-07 11:29:49.907155
00075X0143/PZ3	1.054678	0.165399	0.707729	-0.926658	1.116325	0.381146	5.485926	13.428333	1.148148	0.555556	51.548387	180.466667	0.474052	0.600065	0.060718	-0.055069	null	null	0.119896	0.144595	38.229655	799.812755	-7.362794	0.275367	2.692954	0.856318	0.810559	-4.201474	56	338.28284	92.742066	1973-01-19	2001-04-04	10,302	2,107	29	1.10.1	2026-04-07 11:29:49.907155
00075X0145/PZ6	-8.768803	0.134396	0.657054	-1.333757	1.456257	0.223463	6.022593	13.903333	1.074074	0.481481	84.344828	173.230769	0.456415	0.757972	0.063563	-0.060895	null	null	0.092061	0.088615	55.251688	null	-8.9901	0.411246	1.56108	0.891682	0.844087	-1.64094	1	363.500579	136.069166	1973-11-14	2001-04-04	10,003	1,780	28	1.10.1	2026-04-07 11:29:49.907155
00075X0146/PZ7	-2.418313	0.130981	0.388593	-1.319065	1.205113	0.385404	6.464722	9.785	0.958333	1.291667	79.913043	61.516129	0.53272	0.751382	0.084363	-0.077825	null	null	0.131566	0.126698	67.901506	799.724158	-8.074219	0.395726	1.607035	0.841665	0.67619	-1.529319	1	347.900092	172.029342	1973-04-06	1996-09-28	8,576	1,130	29	1.10.1	2026-04-07 11:29:49.907155
00097D0001/F1	-0.170095	1.088003	0.216614	-1.013145	1.026871	0.15451	7.299653	61.088333	0.25	0.708333	164.333333	189.470588	0.647776	0.81331	0.132301	-0.104382	null	null	0.121662	0.142306	21.026188	799.695203	-37.70002	0.393585	1.281532	0.980941	0.886967	-0.515691	182	95.616605	282.2378	1967-01-30	1992-04-27	9,219	673	29	1.10.1	2026-04-07 11:29:49.907155
00103X0002/F1	2.916864	0.150007	0.882273	-0.86236	1.046879	0.322494	4.649899	9.04	0.393939	0.666667	169.769231	132.045455	0.482918	0.863839	0.038798	-0.026911	null	null	0.101732	0.106466	59.050177	null	-6.941723	0.449924	1.426143	0.9329	0.781973	-1.597973	45	311.252738	69.747149	1967-01-01	1999-08-25	11,924	7,057	28	1.10.1	2026-04-07 11:29:49.907155
00103X0143/S1	0.016033	0.252472	1.110172	-2.656045	2.295259	0.180973	0.53125	1.055	0.875	1.125	48	1,057.111111	0.643907	0.978088	0.013565	-0.012065	null	null	0.205835	0.459919	29.186039	null	-0.491466	0.746888	1.105741	0.931416	0.274392	0.158861	7	264.356291	76.308392	1970-01-05	2001-08-28	11,558	247	28	1.10.1	2026-04-07 11:29:49.907155
00103X0322/F	0.017584	0.228717	0.770898	-0.997835	0.936868	1.170154	2.811111	2.585	1.952381	1.095238	33.463415	66.565217	0.644929	0.937795	0.026935	-0.02818	null	null	0.300443	0.094745	647.445745	799.887134	-3.291138	0.255528	2.265533	0.636194	0.491208	0.070032	30	236.919127	35.517639	2006-10-01	2026-03-31	7,121	6,872	29	1.10.1	2026-04-07 11:29:49.907155
00104X0054/P1	0.022044	0.155467	3.330619	-0.839513	1.111403	1.087745	2.072816	3.243333	0.758621	1.172414	89.590909	74.132353	0.482809	0.679119	0.036624	-0.017258	null	null	0.136632	0.069757	162.579837	null	-2.402484	0.155116	2.910507	0.798637	0.5756	0.121896	29	270.465086	15.895196	1967-05-09	2026-03-31	21,511	8,121	28	1.10.1	2026-04-07 11:29:49.907155
00107X0006/P1	0.102773	0.153526	1.586526	-0.889435	1.585742	1.362685	11.939455	21.225	0.872727	0.563636	99.5625	103.516129	0.60461	0.471763	0.155285	-0.070523	null	null	0.168909	0.229492	354.901173	null	-13.239137	0.136642	5.249339	0.607664	0.370962	0.725416	34	291.220105	32.388418	1970-01-05	2026-03-31	20,539	8,290	28	1.10.1	2026-04-07 11:29:49.907155
00112X0012/P1	0.009372	0.164695	8.190248	-1.040874	1.249218	0.744373	2.222381	1.385	1.314286	2.571429	51.978261	30.222222	0.601847	0.830231	0.040456	-0.023205	null	null	0.21214	0.101671	158.584765	null	-2.274842	0.307453	1.616421	0.800028	0.420944	0.046208	20	250.218663	4.390482	1970-01-22	2004-12-30	12,761	1,747	28	1.10.1	2026-04-07 11:29:49.907155
00112X0017/S1	0.014827	0.213202	0.116637	-0.89246	0.942049	0.76251	2.944872	4.601667	1.923077	1.538462	22.96	69.8	0.487412	0.764268	0.073799	-0.05511	null	null	0.288808	0.129169	33.956694	799.900426	-3.280792	0.259229	2.894986	0.908107	0.316354	0.077898	7	235.95919	360.020054	1970-01-02	2006-12-25	13,506	395	29	1.10.1	2026-04-07 11:29:49.907155
00113X0001/P1	0.049678	0.127351	0.567691	-1.107054	1.249316	0.750721	5.008148	16.811667	0.611111	0.333333	115.863636	186.75	0.566204	0.483431	0.046064	-0.036702	null	null	0.07851	0.104879	null	null	-10.96033	0.137931	3.547258	0.856251	0.713127	0.242683	62	340.276323	114.857434	1972-07-12	2007-07-10	12,781	1,735	27	1.10.1	2026-04-07 11:29:49.907155
00113X0002/P1	0.043566	0.129025	1.816558	-0.662442	1.374621	0.875036	10.281543	11.841667	0.777778	0.5	103.238095	123.185185	0.666388	0.931399	0.128915	-0.048451	null	null	0.218947	0.104488	512.349854	null	-13.380313	0.27685	1.351262	0.86445	0.799809	0.177686	31	297.196646	22.858436	1970-01-04	2026-03-30	20,539	8,196	28	1.10.1	2026-04-07 11:29:49.907155
00114X0007/P1	0.022059	0.167335	1.160382	-1.209465	1.238421	0.189872	1.291358	9.263333	0.296296	1.666667	590.375	63.222222	0.689409	0.684777	0.020686	-0.015322	null	null	0.093573	0.300754	null	null	-3.652231	0.453369	1.357553	0.958196	0.880012	0.118783	71	355.08674	68.390695	1967-01-03	2001-04-04	12,510	1,059	27	1.10.1	2026-04-07 11:29:49.907155
00115X0011/P1	0.045627	0.124302	2.069502	-0.804983	1.537696	1.222886	8.976333	13.335	0.75	0.866667	114.688889	68.538462	0.485959	0.547765	0.135992	-0.052348	null	null	0.176166	0.154111	152.659469	null	-9.907717	0.140065	3.853628	0.623696	0.362754	0.295966	30	293.675793	22.985595	1967-01-01	2026-03-30	21,638	9,048	28	1.10.1	2026-04-07 11:29:49.907155
00117X0023/P1	0.038996	0.123501	1.107312	-0.863943	1.529157	1.04258	9.10731	15.71	0.77193	0.666667	126.863636	71.105263	0.531139	0.514572	0.157653	-0.059769	null	null	0.125695	0.20317	142.296126	null	-11.035799	0.202327	3.500725	0.696669	0.34844	0.251683	32	310.79595	46.93199	1970-01-08	2026-03-30	20,535	8,623	28	1.10.1	2026-04-07 11:29:49.907155
00121X0001/P1	0.086807	0.120137	0.768674	-1.037583	1.349332	0.544179	4.446486	11.036667	0.540541	0.675676	134.4	108.4	0.377529	0.538584	0.04455	-0.030525	null	null	0.075015	0.134399	499.652909	null	-7.051583	0.243472	2.632828	0.883214	0.58353	0.583045	62	329.378831	81.195264	1970-01-04	2008-09-30	14,149	1,850	28	1.10.1	2026-04-07 11:29:49.907155
00121X0006/P1	0.199241	0.143327	0.746036	-1.254503	1.595328	0.324007	4.535238	23.223333	0.392857	0.464286	188	210.384615	0.247946	0.567128	0.043909	-0.026935	null	null	0.127357	0.280164	null	null	-7.558897	0.443266	2.157575	0.961558	0.669202	4.609195	27	320.613527	80.522561	1972-07-07	2001-04-05	10,499	876	27	1.10.1	2026-04-07 11:29:49.907155
00121X0019/S1	0.017668	0.102932	0.724152	-1.362539	3.225352	0.851995	0.788333	2.573333	0.357143	0.357143	1,524.8	260.8	0.7482	0.344674	0.010849	-0.006371	null	null	0.135118	0.349162	157.536791	null	-0.855354	0.302857	5.155573	0.882466	0.443292	0.103479	56	337.204815	91.531878	1972-05-04	2005-06-26	12,106	561	28	1.10.1	2026-04-07 11:29:49.907155
00121X0110/P1	0.160819	0.17152	0.863406	-1.315408	1.207665	0.437344	0.829778	1.626667	0.466667	0.8	149.142857	82.416667	0.415813	0.690796	0.010553	-0.0074	null	null	0.172774	0.099907	147.726786	null	-1.323419	0.171875	2.061566	0.907236	0.58172	1.185841	42	304.372004	79.700974	1972-07-07	1986-06-28	5,104	708	28	1.10.1	2026-04-07 11:29:49.907155
00122X0001/F1	0.283496	0.402803	0.24417	-1.14207	1.326966	0.22945	2.765376	11.708333	0.548387	1.354839	141.764706	68.47619	0.326104	0.731427	0.060697	-0.052259	null	null	0.131241	0.235602	14.073457	799.872453	-4.262755	0.576715	1.636391	0.939304	0.7115	-264	1	241.87039	358.676247	1967-01-21	1997-11-03	11,244	1,266	29	1.10.1	2026-04-07 11:29:49.907155
00122X0002/F2	0.292668	0.371916	0.249913	-1.293184	1.484679	0.16189	2.735778	11.375	0.9	0.933333	121.222222	58.178571	0.552395	0.71821	0.062091	-0.051698	null	null	0.133907	0.230729	12.351937	null	-4.412501	0.5584	1.510004	0.926994	0.713753	-264.5	7	274.368084	361.723062	1967-01-28	1997-11-03	11,237	700	28	1.10.1	2026-04-07 11:29:49.907155
00122X0012/F2	-0.538394	0.991618	0.165206	-1.267966	1.337073	0.759724	6.752619	18.833333	1	1.928571	57.285714	52.074074	0.468978	0.670929	0.125286	-0.105181	null	null	0.1463	0.085404	18.351157	799.714004	-11.370779	0.072618	2.905271	0.831956	0.937497	-1.121259	3	71.849308	254.448691	1970-10-02	1983-12-27	4,834	1,065	29	1.10.1	2026-04-07 11:29:49.907155
00122X0043/F1	0.450067	0.218301	0.286806	-0.838649	1.175326	0.192257	2.65098	9.658333	0.411765	0.352941	105.142857	519.666667	0.552628	0.812982	0.03448	-0.028883	null	null	0.136643	0.171221	33.770531	null	-9.079309	0.249667	1.640185	0.957093	0.762666	-9.208054	65	325.997939	364.919643	1967-01-01	1983-12-23	6,200	2,512	28	1.10.1	2026-04-07 11:29:49.907155
00122X0064/P1	0.065062	0.136225	0.635801	-0.824964	3.214455	0.564062	2.680991	7.89	0.243243	0.459459	239.333333	252.058824	0.41707	0.573344	0.024442	-0.014237	null	null	0.11834	0.111008	null	null	-4.848277	0.179845	2.690644	0.91277	0.63777	0.351796	20	322.329351	86.83657	1970-01-06	2008-07-15	14,070	1,014	27	1.10.1	2026-04-07 11:29:49.907155
00122X0156/F3	2.508859	0.880485	3.86009	-14.360636	13.45152	0.004563	8.900952	75.568333	0.642857	3.107143	57.833333	48.425287	0.876561	0.997529	0.114568	-0.106068	null	null	0.001572	0.996866	11.578446	null	-5.816527	0.984262	1.005249	0.991201	0.170963	-1.013609	1	125.916667	30.063186	1968-01-02	1998-01-27	10,983	3,372	28	1.10.1	2026-04-07 11:29:49.907155
00122X0182/F1	0.341294	0.251734	0.241424	-1.575657	1.390079	0.058139	1.536111	7.795	0.125	1.958333	504	30.680851	0.878726	0.83031	0.015506	-0.010628	null	null	0.070098	0.487262	37.297537	800.083086	-3.444183	0.393682	1.214813	0.973827	0.686888	-5.906404	264	334.590579	356.651692	1970-02-06	1993-12-29	8,727	5,549	29	1.10.1	2026-04-07 11:29:49.907155
00122X0223/PZ1	0.148088	0.331227	0.321973	-1.928326	1.641248	0.221296	1.82	5.21	0.692308	1.538462	96.444444	45.6	0.715861	0.688763	0.029242	-0.020765	null	null	0.154212	0.243303	37.66233	800.170695	-4.325456	0.119643	1.738126	0.93054	0.605654	0.935897	279	320.110978	353.15208	1971-05-29	1983-12-30	4,598	573	29	1.10.1	2026-04-07 11:29:49.907155
00122X0360/F3	0.215883	0.382629	9.946777	-1.158129	1.175018	0.218447	2.955873	8.456667	1.428571	1.809524	45.566667	58.394737	0.231811	0.630652	0.069595	-0.069068	null	null	0.118159	0.256119	20.735779	799.895175	-4.154924	0.517064	2.034759	0.869417	0.46156	7.551546	28	230.534493	5.72031	1976-07-17	1997-11-03	7,779	674	29	1.10.1	2026-04-07 11:29:49.907155
00122X0462/PZ	0.061852	0.175626	6.308924	-1.120998	2.023299	0.765785	2.487917	2.686667	0.5625	1.125	114.555556	57.444444	0.351558	0.728226	0.033488	-0.01942	null	null	0.209809	0.186009	35.771786	799.938924	-1.980146	0.292424	2.897652	0.807644	0.253633	0.468986	25	263.443599	4.910107	2011-10-11	2026-03-31	5,285	5,156	29	1.10.1	2026-04-07 11:29:49.907155
00123X0033/F1	0.168768	0.37273	1.616748	-3.191748	1.063393	1.036241	0.520278	4.625	0.916667	0.416667	30.454545	2,069	0.977155	0.660159	0.007044	-0.011765	null	null	0.193742	0.47582	null	null	-4.278218	0.031632	13.125031	0.882249	0.881633	0.546875	7	282.611321	46.15685	1970-01-07	2003-07-09	12,236	257	27	1.10.1	2026-04-07 11:29:49.907155
00123X0083/F1	-0.186204	0.64602	0.313146	-0.933259	1.094942	0.380412	5.346111	10.073333	2.111111	2.611111	32.894737	22.978723	0.326722	0.698246	0.163346	-0.15822	null	null	0.139522	0.160483	8.655177	null	-7.023149	0.334331	2.087999	0.857093	0.476584	-0.76	14	151.565328	267.115061	1967-02-20	1995-03-06	10,241	745	28	1.10.1	2026-04-07 11:29:49.907155
00123X0106/F1	-1.60562	0.199515	0.262536	-1.556482	2.621453	1.030585	5.831389	29.775	1	0.833333	29.166667	115.5	0.87762	0.746192	0.222293	-0.173542	null	null	0.291271	0.300146	340.695367	799.858311	-41.52134	0.026135	1.547102	0.825109	0.73866	-1.430683	null	354.736585	339.578876	1980-08-30	1991-12-30	4,139	180	28	1.10.1	2026-04-07 11:29:49.907155
00123X0113/F2	-0.432219	0.906959	0.258421	-1.40063	1.401731	0.142933	9.829103	32.816667	0.692308	1.153846	110.555556	75.4	0.501718	0.76276	0.22449	-0.224682	null	null	0.101876	0.110594	8.10516	799.735428	-19.933648	0.254795	1.550076	0.873358	0.905889	-0.89755	14	105.196662	341.107527	1984-01-16	2009-08-31	9,359	988	29	1.10.1	2026-04-07 11:29:49.907155
00124X0023/F1	0.133877	0.121935	0.512958	-0.765283	0.758691	0.412241	0.779924	5.466667	0.204545	0.136364	159.777778	2,428	0.543194	0.660375	0.006474	-0.006915	null	null	0.076194	0.051833	null	null	-2.585083	0.170103	3.325972	0.978562	0.944856	0.638388	1	318.357745	105.847249	1970-02-10	2026-03-28	20,500	7,017	27	1.10.1	2026-04-07 11:29:49.907155
00125X0010/S1	0.015069	0.126944	0.881397	-1.753108	2.805588	1.312541	1.188596	4.815	0.578947	0.526316	444.818182	227.3	0.631999	0.316601	0.018708	-0.008269	null	null	0.165749	0.472634	125.949196	null	-1.095907	0.142012	11.688623	0.350829	0.448872	0.129991	24	347.374287	55.863546	1995-04-20	2026-03-30	11,302	5,251	28	1.10.1	2026-04-07 11:29:49.907155
00125X0079/P1	0.028782	0.145896	0.993638	-0.805862	1.516283	0.983048	2.35381	3.728333	0.285714	0.857143	4,772.5	69.5	0.572801	0.604704	0.033085	-0.017684	null	null	0.361371	0.076078	302.501015	800.014023	-4.362714	0.058519	2.607317	0.740265	0.510206	0.109808	42	328.628371	45.398089	1967-01-02	1997-11-27	11,287	308	29	1.10.1	2026-04-07 11:29:49.907155
00125X0080/P1	0.022398	0.17372	1.154372	-0.809396	1.418511	0.519808	1.662258	4.156667	0.580645	0.516129	390.055556	474.5	0.460985	0.650753	0.025365	-0.012794	null	null	0.114707	0.08067	null	null	-2.971824	0.203895	1.804136	0.821951	0.696822	0.109012	49	314.386796	46.185991	1967-01-02	2026-03-30	21,637	1,936	27	1.10.1	2026-04-07 11:29:49.907155
00126X0002/P1	0.048637	0.116808	0.419661	-1.045506	1.196309	0.535511	1.760317	3.856667	0.333333	0.52381	215	139.272727	0.45259	0.632391	0.015473	-0.012005	null	null	0.120004	0.05875	null	null	-3.279832	0.174611	2.265887	0.896461	0.602676	0.237521	63	348.96908	108.995476	1968-01-03	1988-05-30	7,453	1,043	27	1.10.1	2026-04-07 11:29:49.907155
00127X0873/PZ1	0.051471	0.242241	161.478706	-2.240096	2.228505	0.041292	1.004148	3.626667	1.422222	0.733333	106.328125	48.606061	0.680837	0.738558	0.020497	-0.018763	null	null	0.03476	0.167642	null	null	-2.220135	0.536842	1.277074	0.93851	0.580462	0.440781	65	347.413141	0.736176	1982-12-14	2026-03-30	15,812	7,993	27	1.10.1	2026-04-07 11:29:49.907155
00128X0012/P1	0.006908	0.415501	0.235431	-0.796547	1.08572	0.34814	0.159524	1.69	1.285714	1.214286	59.444444	370.705882	0.454917	0.2861	0.003102	-0.002833	null	null	0.104077	0.590015	32.734953	null	-0.115885	0.555556	5.606065	0.969262	0.887412	0.085253	14	237.579909	352.923411	1967-01-02	1995-02-01	10,257	296	28	1.10.1	2026-04-07 11:29:49.907155
00134X0127/PZ1	-0.371687	0.116074	0.640488	-0.936665	0.901245	0.128525	0.686032	6.625	0.333333	0.190476	200	418.25	0.504054	0.418177	0.004845	-0.005295	null	null	0.049442	0.092847	81.39376	null	-4.259089	0.110895	2.766043	0.96452	0.877351	-1.026611	159	329.944092	91.344173	2006-07-18	2026-03-31	7,196	6,850	28	1.10.1	2026-04-07 11:29:49.907155
00135X0012/F1	0.229717	0.317426	0.246528	-1.456132	1.583827	0.238836	1.089394	4.316667	0.727273	0.272727	609.875	27.666667	0.632599	0.744031	0.015306	-0.018506	null	null	0.164794	0.271715	156.584889	null	-3.512442	0.355403	1.652296	0.903247	0.633878	2.533058	168	349.376545	356.564878	1974-01-28	1995-02-06	7,679	203	28	1.10.1	2026-04-07 11:29:49.907155
00142A0006/F3	-0.059769	4.166488	0.248211	-1.008294	1.105234	0.852066	4.252821	10.716667	1.384615	0.846154	50.111111	47.272727	0.527435	0.607373	0.116467	-0.114152	null	null	0.270621	0.123914	99.927015	null	-8.770851	0.33498	2.58459	0.842621	0.454058	-0.31321	24	19.697885	298.669107	1971-10-14	1983-12-29	4,459	1,730	28	1.10.1	2026-04-07 11:29:49.907155
00142A0165/F1	-0.079404	1.663207	0.25817	-1.091409	0.968241	0.479042	3.384706	11.751667	0.352941	1	196.333333	74.176471	0.542182	0.665006	0.043794	-0.045339	null	null	0.425737	0.058383	39.753733	null	-11.249513	0.214751	1.797336	0.89391	0.648615	-0.286393	null	64.463563	254.432987	1967-02-05	1983-12-02	6,144	188	27	1.10.1	2026-04-07 11:29:49.907155
00142A0177/F2	-0.073858	1.334402	0.362856	-1.947078	1.638454	0.473275	1.750952	13.911667	0.285714	0.642857	852.5	64	0.142443	0.49344	0.057103	-0.058134	null	null	0.402613	0.330654	98.868998	null	-6.857984	0.498317	2.195226	0.865256	0.49504	-0.461861	null	55.520477	202.518108	1967-01-01	1983-07-01	6,025	78	27	1.10.1	2026-04-07 11:29:49.907155
00143A0008/F1	-0.0406	0.325908	0.188951	-0.864264	0.963854	0.297684	1.926354	6.8025	0.8125	1.25	166.230769	41.95	0.757454	0.675043	0.037089	-0.036523	null	null	0.174168	0.108281	null	null	-6.879475	0.144267	1.383688	0.882285	0.757923	-0.131873	276	273.779952	357.402426	2006-06-02	2025-06-25	6,963	4,193	27	1.10.1	2026-04-07 11:29:49.907155
00143B0026/F2	-0.091942	0.272133	1.946295	-0.892869	0.797361	0.487512	2.139167	13.49	0.5	0.666667	90.666667	294.375	0.65028	0.652148	0.041485	-0.03729	null	null	0.654093	0.025636	null	799.906839	-12.271893	0.146813	2.196307	0.662784	0.744716	-0.276059	null	356.992111	54.397088	1967-01-25	1983-12-29	6,182	86	27	1.10.1	2026-04-07 11:29:49.907155
00143B0027/F1	-0.108423	0.703475	0.374942	-1.016643	0.94491	0.177578	3.6825	19.655	0.541667	0.625	142.307692	110.933333	0.440376	0.617662	0.047729	-0.045714	null	null	0.336568	0.060612	37.432957	null	-13.184999	0.28123	1.975336	0.928157	0.784424	-0.38792	null	201.560775	223.970754	1967-01-01	1990-08-13	8,625	255	27	1.10.1	2026-04-07 11:29:49.907155
00143B0095/F3	-0.078358	0.301429	0.341795	-0.978771	0.979056	0.239439	3.798333	12.743333	0.461538	1.615385	126.166667	120	0.650462	0.699527	0.097294	-0.096236	null	null	0.173372	0.134401	null	799.844805	-10.830285	0.201539	1.705137	0.837228	0.609751	-0.297787	80	345.975703	253.104326	1967-01-02	1983-12-15	6,191	966	28	1.10.1	2026-04-07 11:29:49.907155
00143B0102/F1	-0.136254	0.282076	0.320127	-1.125102	1.119996	0.154795	4.213974	21.866667	0.576923	1.230769	257.2	30.71875	0.554999	0.571695	0.130959	-0.119248	null	null	0.098871	0.060164	4.172616	null	-12.300956	0.376744	1.488644	0.910368	0.775497	-0.391677	1	348.491878	264.013219	1967-01-01	1996-12-15	10,941	3,140	28	1.10.1	2026-04-07 11:29:49.907155
00143C0024/F6	-0.07693	0.389586	0.191034	-1.125961	1.175196	0.633563	3.938095	11.35	0.642857	0.857143	90.555556	126.416667	0.462086	0.76272	0.096424	-0.088917	null	null	0.313433	0.041481	13.486835	null	-8.350831	0.241935	1.738131	0.928049	0.88289	-0.264014	14	160.265716	331.207362	1974-05-15	1987-10-12	4,898	326	28	1.10.1	2026-04-07 11:29:49.907155
00143C0079/F1	-0.116611	0.222797	0.317792	-1.35928	1.296366	0.207251	2.834545	21.268333	0.436364	0.309091	272.666667	196.529412	0.69353	0.387841	0.045047	-0.044472	null	null	0.02257	0.099799	18.742763	799.965127	-17.861825	0.113095	3.623746	0.900423	0.771296	-0.389125	null	350.942053	285.882652	1970-01-02	2026-03-31	20,542	14,889	28	1.10.1	2026-04-07 11:29:49.907155
00143C0106/F2	-0.109337	1.784169	0.364511	-1.123889	1.084813	0.614663	5.102222	9.15	1.266667	1.266667	34	81.105263	0.431148	0.789912	0.099804	-0.105368	null	null	0.324169	0.099186	4.92779	799.897617	-7.505125	0.352941	1.948766	0.871314	0.714413	-0.429379	21	37.33994	272.44529	1973-01-15	1987-10-12	5,383	365	29	1.10.1	2026-04-07 11:29:49.907155
00143D0058/F2	-0.117209	1.177526	0.567152	-2.648096	1.601341	0.259572	6.149028	20.71	1.333333	1.083333	41.6875	112.923077	0.492597	0.713302	0.169631	-0.158609	null	null	0.1743	0.138713	8.981393	483.277716	-15.239067	0.319915	1.952213	0.772935	0.842268	-0.443666	42	86.378033	252.164183	1967-01-20	1980-10-14	5,016	451	29	1.10.1	2026-04-07 11:29:49.907155
00144A0162/F1	-0.069627	3.630615	0.302227	-0.98795	1.203155	0.195316	3.137222	9.75	0.916667	0.75	121.818182	98	0.496989	0.771667	0.054505	-0.038459	null	null	0.399747	0.123649	null	906.382508	-7.567358	0.430769	1.500009	0.922561	0.757414	-0.263158	null	23.363762	307.765961	1971-12-21	1983-12-02	4,364	123	27	1.10.1	2026-04-07 11:29:49.907155
00144C0005/F1	-0.060413	0.273511	0.291965	-1.093513	1.024888	0.38664	4.354074	11.216667	0.777778	1.444444	91	37.730769	0.419036	0.695106	0.098681	-0.09501	null	null	0.162931	0.083259	null	906.510086	-7.751251	0.371212	1.856977	0.831288	0.623407	-0.290155	10	360.558099	246.450252	1967-01-01	1987-10-29	7,606	2,343	28	1.10.1	2026-04-07 11:29:49.907155
00144C0054/F1	-0.084022	1.105474	0.374683	-1.279828	1.167982	0.207261	3.013333	12.906667	0.421053	1.473684	246	71.5	0.413608	0.692786	0.07829	-0.078965	null	null	0.171236	0.140042	34.437008	799.869649	-6.829033	0.193982	1.922743	0.878905	0.873428	-0.265862	1	82.804493	298.352077	1967-01-01	1985-07-15	6,770	872	29	1.10.1	2026-04-07 11:29:49.907155
00144C0087/F1	-0.079819	3.306038	0.268331	-0.973971	0.943528	0.580669	3.094872	8.888333	0.923077	0.384615	28.916667	441.6	0.712761	0.690085	0.085752	-0.085459	null	null	0.263982	0.092277	13.361388	799.891211	-7.240057	0.158868	3.867111	0.823632	0.698311	-0.275053	1	29.406945	250.394211	1971-12-13	1983-12-26	4,396	1,143	29	1.10.1	2026-04-07 11:29:49.907155
00144C0118/F1	-0.089849	2.452521	0.32449	-0.987031	1.145706	0.904493	2.752222	16.258333	0.6	0.333333	258.777778	162.6	0.735465	0.400156	0.051319	-0.037884	null	null	0.271179	0.197788	101.406768	800.124311	-11.670889	0.125	3.962971	0.926193	0.753231	-0.366125	null	42.161025	318.662979	1967-01-23	1983-12-02	6,157	216	28	1.10.1	2026-04-07 11:29:49.907155
00144C0119/F2	-0.092431	0.18442	0.303502	-0.962898	0.949037	0.203656	2.582576	15.383333	0.181818	0.454545	486.75	191.9	0.476239	0.680429	0.048086	-0.047523	null	null	0.299567	0.055663	14.413247	null	-10.15842	0.239103	1.756104	0.944295	0.831342	-0.292683	91	364.251386	362.572808	1971-12-08	1992-12-09	7,672	272	28	1.10.1	2026-04-07 11:29:49.907155
00144C0166/F1	-0.022412	0.589253	0.298465	-0.810457	1.033571	0.322053	1.746364	4.698333	2.272727	1.272727	39.68	41.785714	0.491982	0.624251	0.048892	-0.042053	null	null	0.215603	0.112113	25.383926	799.905957	-3.596131	0.289225	2.282229	0.814462	0.574867	-0.110638	45	151.091778	276.332908	1990-08-15	2000-08-27	3,665	488	29	1.10.1	2026-04-07 11:29:49.907155
00144C0196/F2	-0.045621	0.254598	0.234375	-1.228784	1.190336	0.729814	2.591667	8.441667	0.583333	1	81	100.333333	0.398701	0.656153	0.06847	-0.066803	null	null	0.335491	0.086429	null	799.943147	-4.979142	0.24	2.431862	0.780894	0.732677	-0.197053	14	361.148521	226.868088	1967-01-13	1983-12-01	6,166	291	28	1.10.1	2026-04-07 11:29:49.907155
00144D0002/F1	-0.138544	15.850969	0.353097	-1.060354	0.996857	0.162681	1.9	19.716667	0.25	0.5	361	129.5	0.547341	0.70717	0.037898	-0.040293	null	null	0.122645	0.141987	16.005612	800.118924	-13.547367	0.356846	1.434068	0.984667	0.72882	-0.420968	3	6.033205	304.570085	1967-01-01	1995-12-15	10,575	771	29	1.10.1	2026-04-07 11:29:49.907155
00144D0003/F2	-0.066039	1.136343	0.23403	-1.003789	1.172042	0.398174	3.886458	10.391667	0.625	1.9375	211.4	25.645161	0.586613	0.658654	0.107504	-0.106442	null	null	0.19118	0.164188	2.295523	799.86168	-5.893284	0.294931	1.718873	0.81362	0.588293	-0.291253	3	82.974827	255.470071	1967-01-01	1983-06-24	6,018	1,673	29	1.10.1	2026-04-07 11:29:49.907155
00144D0004/F3	-0.070774	2.333446	0.229902	-1.139123	1.230571	0.302769	4.271176	9.388333	1.411765	2.411765	57.583333	35.439024	0.599623	0.71106	0.104415	-0.109396	null	null	0.180735	0.077736	123.847182	799.851064	-9.465532	0.185185	1.869473	0.812867	0.6147	-0.266767	283	50.308387	219.804002	1967-01-01	1983-12-30	6,207	2,531	29	1.10.1	2026-04-07 11:29:49.907155
00144D0011/F2	-0.147489	2.192092	0.298903	-1.098805	0.948179	0.313843	7.723529	25.333333	0.588235	1.529412	134.6	62.192308	0.457398	0.525601	0.187199	-0.201229	null	null	0.121914	0.177669	6.286873	799.750384	-12.151539	0.297297	3.087135	0.836342	0.616047	-0.620629	2	34.947633	227.468217	1967-01-02	1983-11-30	6,176	1,130	29	1.10.1	2026-04-07 11:29:49.907155
00144D0200/F1	-0.067317	1.667233	0.316789	-1.060235	1.156613	0.652941	2.376042	10.241667	0.3125	0.75	350	64.833333	0.554962	0.555711	0.054381	-0.0565	null	null	0.319056	0.120706	21.542977	null	-8.188321	0.238053	1.841188	0.898806	0.592614	-0.278173	63	59.716669	239.677008	1967-01-06	1982-06-11	5,635	310	28	1.10.1	2026-04-07 11:29:49.907155
00146B0007/F1	-35.448217	13.490493	0.292693	-1.161965	1.247695	0.092009	3.368421	47.041667	0.298246	0.333333	194.411765	166.894737	0.566943	0.708445	0.047193	-0.036779	null	null	0.028163	0.19768	null	799.75517	-40.289064	0.16703	1.923069	0.979268	0.974819	-1.520123	null	6.343747	251.52224	1970-01-01	2026-03-31	20,543	15,237	27	1.10.1	2026-04-07 11:29:49.907155

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Piezometric Embedding Benchmark Dataset

Daily groundwater level time series from ~4200 French monitoring stations, with ERA5 climate covariates and hydrogeological labels.

Notebooks

Notebook	Description
01_data_exploration.ipynb	Dataset overview, label distributions, geographic maps, time series examples
02_benchmark_analysis.ipynb	Encoder comparison, whitening effect, uni vs multi, ranking

Dataset Description

This dataset supports the comparative evaluation of time series embedding methods for piezometric groundwater stations. It contains:

Station metadata (4210 stations): coordinates, hydrogeological labels (milieu_eh), department, altitude, and derived statistics
Univariate daily series (2000 stations, ~10.6M rows): groundwater level (niveau_nappe_eau)
Multivariate daily series (2000 stations, ~10.6M rows): groundwater level + 3 ERA5 covariates (temperature_2m, total_precipitation, potential_evaporation)

Files

File	Rows	Size	Description
data/station_metadata.parquet	4,210	258 KB	Station coordinates, labels, properties
data/piezo_daily_uni.parquet	10.6M	38 MB	Univariate daily groundwater level
data/piezo_daily_multi.parquet	10.6M	119 MB	Multivariate (level + 3 ERA5 covariates)

Source

Groundwater data: BRGM HubEau API
Climate data: ERA5 reanalysis (Hersbach et al., 2020)
Labels: BDLISA hydrogeological environments

Usage

Associated Repository

Full benchmark code, trained models, and analysis notebooks: https://scm.univ-tours.fr/ringuet/aida_embedding_benchmark

Citation

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