Datasets:

juliensimon
/

galah-dr4-stellar-abundances

sobject_id string	tmass_id string	gaiadr3_source_id string	ra float64	dec float64	teff_k float32	logg float32	fe_h_dex float32	vmic float32	vsini float32	radial_velocity_kms float32	radial_velocity_comp2_kms float32	snr_px_ccd1 float32	snr_px_ccd2 float32	snr_px_ccd3 float32	snr_px_ccd4 float32	flag_sp int64	flag_red int64	c_fe float32	n_fe float32	o_fe float32	na_fe float32	al_fe float32	k_fe float32	mg_fe float32	si_fe float32	ca_fe float32	ti_fe float32	sc_fe float32	v_fe float32	cr_fe float32	mn_fe float32	co_fe float32	ni_fe float32	cu_fe float32	zn_fe float32	rb_fe float32	sr_fe float32	y_fe float32	zr_fe float32	mo_fe float32	ba_fe float32	la_fe float32	ce_fe float32	nd_fe float32	ru_fe float32	sm_fe float32	eu_fe float32	n_abundances int64	snr_mean float32
170910004101274	00000011+0522500	2745049530295263232	0.0005	5.380556	4,486.255371	4.657445	-0.396317	0.783251	6.911107	10.483474	null	26.964375	45.697865	75.889725	72.905983	0	0	0.059389	-0.391347	-0.198257	-0.163474	-0.048629	-0.035596	0.30874	0.193739	0.123204	0.339541	0.013707	0.327545	0.185763	-0.023919	0.136852	-0.12381	0.166264	0.087474	-0.008337	0.035073	0.118425	0.112187	null	-0.09006	0.061767	-0.025506	-0.150206	null	-0.01771	null	27	55.364487
161116001701360	00000023-5709445	4922452332795612416	0.001	-57.162334	4,900.511719	4.46445	-1.032346	0.601531	6.739608	-17.269478	null	39.684574	52.6171	66.097115	56.828625	0	0	-0.023747	-0.732731	-0.609371	0.006049	0.396189	0.196243	0.547101	0.509686	0.299335	0.409032	0.312601	0.217198	0.110494	-0.238626	-0.012873	-0.014957	0.092418	0.411689	null	null	0.403412	0.96032	null	0.044709	-0.547135	0.315459	0.32721	null	null	null	24	53.806854
161116001701016	00000024-5742487	4919409709243747968	0.001	-57.713528	5,543.346191	4.175371	-0.654349	0.797474	5.123262	35.673534	null	48.891308	66.277039	81.093063	72.222115	0	3,072	0.288911	0.637073	0.606802	0.03538	0.025712	0.241463	0.314835	0.154494	0.211488	0.17667	0.127205	0.147636	-0.001907	-0.198585	0.07468	0.013377	-0.011441	0.192664	null	null	-0.19008	-0.00511	null	0.10027	-0.138911	0.352439	0.506447	null	null	null	24	67.12088
140713004601361	00000025-7541166	4685221429109310080	0.001042	-75.687943	5,529.029297	4.521021	0.135527	1.003752	3.940912	24.175571	null	54.512363	74.712013	97.874832	91.115067	0	0	-0.005156	0.033705	0.000151	-0.059242	0.096845	-0.079695	0.044366	-0.012554	-0.032667	-0.048557	-0.052442	0.117053	0.015077	0.052968	0.027588	-0.002393	0.011159	-0.298726	null	null	-0.001763	-0.404997	null	-0.152171	0.027806	-0.395693	0.061324	null	null	null	24	79.553574
140708007101175	00000038-7756270	4683766775225601664	0.001583	-77.940865	4,977.451172	3.172151	-0.61279	1.217584	3.076616	51.569466	null	29.289726	42.882103	55.286251	53.542664	0	0	0.14337	0.010149	0.34375	0.062575	0.574841	0.079227	0.300555	0.291695	0.231291	0.293723	0.291068	0.296332	0.01032	-0.121397	0.202043	0.06158	0.024507	0.014898	null	null	-0.019377	-0.446915	null	-0.246063	-0.100006	-0.322485	0.013805	null	0.437653	null	25	45.250187
161118002501226	00000040-5114382	4976477592542752384	0.001667	-51.243973	5,694.408691	4.45053	0.107221	0.925333	5.23807	33.268894	null	74.344231	95.373833	125.14048	111.771339	0	0	0.012258	0.532262	-0.047942	-0.012476	0.050688	-0.068201	0.069081	0.023904	-0.018345	-0.038266	-0.033115	0.050039	-0.027775	0.063917	0.035297	0.02716	0.039344	0.070145	null	null	-0.005866	-0.435041	null	-0.024879	0.041267	0.173407	-0.033031	null	null	null	24	101.657471
200801005101085	00000048-5347212	4972049927935844480	0.002125	-53.789249	5,856.009277	4.264534	-0.052364	0.97968	4.496524	23.88855	null	55.585697	82.290962	105.703064	91.901024	0	0	0.02278	0.566546	0.063692	0.036059	-0.004495	0.007037	-0.039337	0.031977	-0.023553	0.013079	0.093782	-0.042544	-0.014211	-0.062133	-0.040533	0.007602	0.022306	0.082336	null	null	-0.18339	-0.062362	null	0.055203	-0.038729	-0.234286	-0.087229	null	null	null	24	83.870186
200801005101373	00000094-5328185	4972259865937767040	0.003875	-53.471863	5,971.688965	4.326239	-0.090947	1.016549	1.40854	-6.209713	null	47.52219	59.996586	86.529694	64.073975	0	0	-0.04304	0.415015	0.082995	0.022013	0.115388	-0.085201	0.056625	0.014158	0.053213	0.024687	0.083428	0.036196	0.029036	-0.079397	0.000453	-0.003618	0.007333	-0.024829	null	null	-0.038683	-0.823385	null	0.070071	null	null	0.044251	null	null	null	22	64.530609
170910004101276	00000107+0525548	2745049976971860480	0.0045	5.431861	5,731.173828	4.342885	-0.258954	0.704653	3.502113	18.771229	null	26.149662	35.955654	57.928574	53.508217	0	0	0.024934	-0.109848	0.208004	-0.016801	-0.021653	0.052437	0.101107	0.058376	0.037367	0.001812	0.070012	-0.10576	0.072114	0.013303	-0.010781	0.016637	-0.138254	0.270642	null	null	-0.042197	0.18512	null	0.354109	0.484247	0.973516	0.53723	null	null	null	24	43.385529
170713005601288	00000112-6146518	4905551464687197440	0.004708	-61.781055	5,480.772461	4.483614	-0.132456	0.787575	5.669203	18.616829	null	16.877554	22.343721	28.10264	24.333729	0	0	0.129978	0.119105	0.118741	-0.042875	0.047848	-0.23727	0.246081	0.122857	-0.085324	-0.035425	0.075358	0.018886	0.016636	-0.07952	0.04534	-0.018628	-0.077718	0.163195	null	null	0.024783	-0.512127	null	0.119813	0.021439	0.811283	0.491824	null	null	null	24	22.91441
161116001701060	00000126-5821078	4919132907191237504	0.005292	-58.352112	6,083.222168	4.017328	-0.650629	1.027079	5.90729	5.280714	null	20.50839	27.40535	34.039883	34.913132	0	0	-0.054401	null	0.40181	-0.025334	-0.276606	0.172692	0.047673	0.031748	0.033992	0.127353	0.15712	-0.012382	-0.038006	-0.094318	0.181631	-0.122763	0.021639	-0.091711	null	null	-0.229717	null	null	0.186781	null	null	null	null	null	null	19	29.21669
170711005801103	00000133-6500170	4900290576426088960	0.0055	-65.004753	6,203.565918	4.253255	-0.022036	1.241086	5.488944	7.417705	null	43.283844	56.817028	68.916145	57.773766	0	0	-0.175792	1.275138	0.144233	-0.004337	-0.054433	0.032394	-0.005453	0.013451	0.000155	-0.018485	0.104139	-0.053635	0.047022	-0.085465	0.014192	-0.02969	0.0434	-0.086923	null	null	-0.020519	null	null	0.034368	null	null	-0.045695	null	null	null	21	56.697701
140711003901014	00000235-8054370	4634226285971515520	0.009792	-80.910278	5,666.883789	4.056679	-0.135391	0.892123	5.754962	45.333836	null	28.81695	38.458385	48.295242	45.738632	0	3,072	-0.017537	-0.135109	0.021109	0.012955	0.139538	-0.108514	-0.044779	-0.056993	0.109933	-0.09005	-0.059406	0.081789	-0.029396	-0.03225	-0.025405	-0.011724	0.032375	-0.138273	null	null	-0.201168	0.127817	null	-0.160878	0.365804	0.27021	-0.369507	null	null	null	24	40.327301
140811005001234	00000263-7221408	4701758290149620480	0.011	-72.361336	5,916.981445	4.253325	-0.081771	1.082489	6.98008	5.243392	null	20.278704	26.543186	35.579197	29.696533	0	0	-0.057079	0.014986	0.19457	0.128419	-0.106485	0.093089	0.054293	0.094321	0.083127	0.00218	0.13534	-0.048178	0.012603	-0.057841	0.044772	0.010821	-0.046597	0.060717	null	null	-0.24907	null	null	-0.119757	null	null	-0.166778	null	null	null	21	28.024406
170711005801109	00000291-6444163	4901059959687821696	0.012125	-64.737892	5,810.64209	4.265032	0.028077	1.338457	2.5599	26.129683	null	10.978293	19.708588	28.09026	27.385035	0	0	0.161283	-0.097391	0.121535	-0.003989	-0.181319	0.081086	0.069113	-0.015731	0.030759	-0.002925	0.041382	0.097026	-0.109404	0.100518	0.051298	0.042878	-0.146841	0.340704	null	null	-0.078615	0.187204	null	-0.172926	-0.270678	0.144964	0.389851	null	null	null	24	21.540545
150828004701027	00000294-7923142	4635353349812657792	0.012167	-79.387276	5,092.881836	3.122571	-0.182509	1.23333	4.383725	-25.11145	null	41.899036	62.357071	86.556007	82.160873	0	0	-0.032382	0.37109	0.255881	0.194709	0.168159	-0.145382	0.040203	0.051413	0.051878	0.061777	-0.024237	0.174493	0.026153	-0.049174	0.075988	-0.001871	0.057817	-0.109416	null	null	-0.061949	-0.213359	null	0.115713	0.232158	0.025679	0.045805	null	-0.067671	-0.082629	26	68.24324
170910004101280	00000342+0534514	2745056574041661056	0.014333	5.580945	7,568.916504	4.101222	-0.370858	1.148448	15.929717	20.98823	null	54.03368	58.581825	74.039391	63.054047	64	0	-0.224055	null	-0.51363	-0.21055	null	-0.416398	0.09473	0.424385	-0.013699	0.188163	-0.080377	null	0.363079	0.133229	null	-0.115211	null	-0.272949	null	null	1.2177	null	null	-0.064263	null	null	null	null	null	null	15	62.427238
140711003901371	00000344-8035334	4634293351884119040	0.014375	-80.592613	6,040.206055	4.339705	0.203748	1.089079	9.826623	18.772858	null	41.116341	56.862797	74.508354	74.355293	0	0	-0.079275	0.629569	0.018986	-0.107244	-0.065736	0.264057	-0.110811	-0.043023	-0.081294	0.050412	0.070351	0.006184	0.02607	-0.05884	-0.012195	-0.052885	0.013456	-0.152912	null	null	0.199444	-0.281082	null	0.128256	0.007033	0.117162	0.257642	null	null	null	24	61.710693
170910004101131	00000385+0406399	2740333518765213440	0.016083	4.111111	5,048.557617	3.173004	-0.864604	1.104048	4.799614	-55.508224	null	56.270493	67.991562	82.448883	71.115524	0	0	0.179888	-0.434609	0.421019	0.085835	0.237362	0.152986	0.385504	0.316	0.245287	0.30671	0.246484	0.202189	-0.033218	-0.154637	0.216814	0.076916	0.030385	0.153742	null	null	0.04712	-0.043777	null	0.012569	0.171525	0.140188	-0.080445	null	0.276436	null	25	69.456619
140713004601395	00000390-7557323	4685155664570049408	0.01625	-75.958969	5,898.327148	4.268789	0.404394	1.367175	2.129002	41.100967	null	26.753281	45.41655	67.37265	65.586937	0	0	-0.160689	0.324113	-0.189056	0.179623	0.070907	-0.184092	-0.100832	0.005705	-0.193855	-0.034495	-0.020654	0.092773	0.072481	0.066516	0.114678	0.066749	0.124022	0.049811	null	null	-0.156133	-0.24388	null	-0.324771	0.09564	-0.159983	-0.135742	null	-0.590206	null	25	51.282356
140811005001160	00000392-7323306	4689447883087062784	0.01625	-73.391861	4,819.867188	3.198835	0.156381	1.214888	2.498944	-3.24408	null	38.977131	61.575481	78.149864	79.227043	0	0	0.017737	0.211919	-0.090707	0.146037	0.090345	-0.130854	0.009314	0.027905	-0.055215	0.018539	-0.015199	0.255796	0.037629	0.142692	0.168371	0.130138	0.241256	-0.061665	-0.173942	-0.118277	-0.088268	-0.139083	-0.148272	-0.127809	0.084957	-0.159539	-0.04955	-0.30789	-0.065947	0.199954	30	64.482384
161118002501223	00000395-5117412	4973474826286716800	0.016417	-51.294807	5,771.892578	4.240796	0.011549	1.019437	5.474776	-27.873352	null	25.661947	31.191519	39.477001	37.249668	0	0	-0.091788	0.746479	0.221281	-0.014239	-0.094817	-0.082783	0.028358	-0.031659	-0.051932	-0.07883	0.037123	0.046059	0.00611	-0.111097	0.021734	-0.019283	-0.018213	-0.017791	null	null	-0.037657	-0.207759	null	-0.132015	0.464388	-0.254796	0.039831	null	0.638359	null	25	33.395035
140711003901013	00000407-8051190	4634227454203038208	0.016958	-80.855278	5,021.108887	4.38768	-0.110533	1.040849	3.918827	4.548615	null	30.960068	44.175018	54.118149	53.993076	0	3,072	-0.075729	-0.101108	-0.280487	-0.046766	0.164836	0.174405	0.030448	0.067124	0.149989	0.069944	-0.08461	0.148096	0.020067	0.035834	0.002786	-0.023817	-0.093691	-0.15933	0.781794	null	-0.143318	-0.216733	null	-0.257065	0.279454	0.041412	0.10803	null	-0.041986	null	26	45.811577
170910004101254	00000418+0506509	2744970571616835200	0.017458	5.114139	4,853.591309	2.47626	-0.246846	1.347656	6.932024	-40.576504	null	41.665237	60.778984	88.783096	77.578255	0	0	-0.00001	0.130545	0.11898	0.029314	0.016151	-0.120883	0.10976	0.022182	0.058119	0.144786	0.064166	0.231779	-0.011381	-0.100094	0.142824	0.026872	0.072022	-0.319171	0.291224	0.264281	-0.134394	-0.167365	null	0.106619	0.280608	-0.016942	0.182413	0.236495	0.19373	0.481087	29	67.201393
170910004101164	00000428+0432221	2740432028135142528	0.017875	4.539444	5,825.366699	4.20117	0.072625	1.114172	5.165818	-5.154712	null	60.096893	72.020943	87.487587	76.521667	0	0	-0.08388	0.357332	0.06913	-0.056321	0.038078	-0.046695	0.05927	0.002885	0.007819	0.025374	0.052554	0.056273	0.018043	-0.01277	0.037915	0.022521	0.018626	0.001159	null	null	-0.101717	-0.261763	null	-0.060163	0.2947	0.021322	0.017314	null	0.168007	null	25	74.031769
140811005001171	00000440-7313079	4689462520335582592	0.018292	-73.218887	5,280.788574	4.557836	-0.111548	0.990022	3.297878	-8.968526	null	49.918945	70.585182	84.932602	81.34259	0	0	0.0001	-0.354383	-0.021067	-0.063334	0.011706	-0.103595	0.11119	0.08837	0.040483	-0.007505	-0.03268	0.178719	0.014479	0.023156	0.051299	0.029223	-0.076717	-0.09279	0.410736	null	0.051342	-0.041391	null	-0.131356	-0.003601	-0.180267	0.108525	null	-0.625232	null	26	71.694832
170910004101127	00000449+0356472	2740326852975975040	0.01875	3.946445	3,847.614746	4.511227	-0.900799	0.727417	6.941751	-1.99259	186.257416	74.655113	119.562363	164.790833	152.172379	8	0	0.225299	-0.706322	0.069478	0.107925	0.365704	0.060927	-0.023941	0.413324	0.147531	0.310937	0.18918	0.464562	0.28631	-0.140118	0.124096	-0.064951	0.125654	-0.211069	0.189101	-0.477432	0.203923	-0.110257	null	-0.268454	-0.177515	-0.462574	-0.388915	-0.238339	-0.241207	null	28	127.795166
170829001901247	00000455-2919228	2332923160268087040	0.019	-29.323	5,064.581055	3.306077	-0.182417	0.961974	5.862582	-2.6176	null	45.003864	54.833832	57.323753	49.368584	0	0	0.047785	0.163681	0.234987	-0.058481	0.138195	0.000124	-0.011905	0.008377	0.263707	0.056454	-0.001093	0.169751	-0.057877	-0.133805	0.099087	-0.015824	-0.048276	-0.115854	null	null	-0.053118	-0.183338	null	0.081622	0.348692	0.286429	0.137381	null	0.291566	null	25	51.632507
140711003901341	00000463-8009445	4634508585581962496	0.019333	-80.162361	5,993.15332	4.277554	-0.146373	1.038821	4.070652	20.141706	null	40.740421	57.538158	74.49279	73.331444	0	0	-0.021466	-0.162641	0.091039	0.005423	-0.031612	0.269816	0.010473	-0.005578	0.020417	0.032314	0.061893	0.053959	-0.014106	-0.044297	-0.034271	-0.010325	0.091234	-0.028186	null	null	-0.150964	null	null	-0.04326	null	null	-0.307828	null	null	null	21	61.525703
161116001701348	00000494-5659397	4922504834475892480	0.020625	-56.994305	3,449.728027	4.75746	0.021045	1.125071	18.685862	-8.480986	-172.980988	9.361894	38.581696	61.497669	67.370842	2,056	0	0.023001	-0.260124	0.009469	0.218476	-0.138246	-0.372218	0.10533	0.00443	0.078003	0.052307	0.003831	0.143198	0.004771	-0.047338	0.158383	-0.001137	0.159086	-0.027568	-0.00188	-0.069816	-0.049479	0.138104	null	-0.087477	null	0.076083	-0.215452	-0.076056	-0.032647	null	27	44.203026
140713004601335	00000551-7516356	4688248384621355264	0.022958	-75.276558	5,754.200684	4.127246	0.0705	1.001677	3.164246	-39.950615	null	18.872364	31.033098	45.527126	39.930775	0	0	-0.065807	0.5539	0.178951	0.088098	0.243558	0.11177	0.091635	-0.016009	-0.242739	0.057649	0.05871	0.148365	0.013401	0.085131	0.185822	0.107823	0.007578	-0.038828	null	null	-0.089056	-0.604115	null	-0.422794	0.303448	-0.120211	0.122854	null	-0.208949	null	25	33.840839
170711005801154	00000570-6418297	4901131634102035072	0.02375	-64.308281	5,789.771484	4.310999	-0.407326	0.691694	4.452411	15.845617	null	17.425856	24.837961	32.933998	30.670948	0	0	0.348928	0.705487	0.572957	-0.025737	0.106854	0.206449	0.373134	0.214429	0.043816	0.123693	0.115378	0.109843	0.019841	-0.134951	0.131076	0.010445	0.010371	0.054951	null	null	0.007751	0.283537	null	-0.068183	-0.008871	null	0.272181	null	null	null	23	26.46719
170910004101163	00000573+0427369	2740413680034856576	0.023917	4.46025	5,722.67041	4.133604	-0.704839	0.957721	5.415473	12.973075	null	35.693588	41.993881	54.305714	49.077709	0	0	0.211693	null	0.765863	0.008871	0.303146	0.317869	0.39473	0.290345	0.279673	0.294833	0.342701	0.179655	0.063202	-0.126969	0.163065	0.011692	-0.027726	0.259607	null	null	-0.114416	null	null	-0.00659	0.720244	null	-0.049512	null	null	null	21	45.267723
201002002601385	00000586-6615023	4899922240030776192	0.024542	-66.250694	4,869.881836	3.333329	0.027893	1.247553	3.375851	-9.773633	null	45.178822	65.510727	104.676926	81.485458	0	2,048	-0.010161	0.020758	-0.092538	0.153583	0.349391	-0.16921	0.164365	0.091913	0.075522	0.13794	0.110762	0.381685	0.025759	-0.018782	0.236794	0.098949	0.130531	0.007368	0.53899	0.069959	-0.108206	-0.30507	null	-0.139659	0.168843	-0.149197	0.197129	0.270254	0.142494	-0.106447	29	74.212982
170910004101122	00000593+0353321	2740314311671472256	0.02475	3.892278	3,163.912598	4.718042	-0.072739	0.937992	19.154501	13.565742	null	null	2.677123	3.569498	4.007905	2,050	126,976	-0.019232	0.138751	0.127479	0.044514	-0.074488	-0.078505	-0.017298	0.11064	-0.035609	0.07238	0.007338	0.28024	0.537429	-0.11729	0.204106	-0.004008	null	null	0.15688	-0.546283	0.233787	0.111251	null	-0.261291	null	0.205803	-0.301404	0.118549	0.09087	null	25	3.418175
161118002501185	00000595-5147501	4973399234862248576	0.024833	-51.797306	5,605.890137	3.930133	-0.253126	0.851441	4.106702	14.221911	null	16.629562	23.093193	31.402346	25.76683	0	0	0.098047	0.475002	0.276471	0.058051	0.142933	0.116876	0.219724	0.06233	-0.008992	0.179427	0.023942	0.232616	0.088681	-0.090157	0.028655	0.068959	0.161237	0.080663	null	null	-0.072992	-0.358703	null	-0.180709	-0.115729	-0.621736	-0.065403	null	-0.40053	null	25	24.222982
150828004701021	00000605-7921020	4635400564390113024	0.025042	-79.350586	6,097.492188	4.083335	-0.180579	1.120944	8.390359	-3.281786	null	27.109499	35.592381	42.400326	40.609989	0	0	-0.01204	0.847721	0.209262	-0.045808	0.05567	0.080035	-0.04345	-0.003036	0.11757	0.086903	0.121398	0.051088	0.064602	-0.045632	0.068552	0.009638	0.130105	-0.092366	null	null	-0.083453	null	null	0.128459	null	null	0.101648	null	null	null	21	36.428047
170713005601295	00000618-6126092	4905620940078561664	0.025792	-61.43589	5,576.623047	3.979572	-0.034634	0.581303	5.670186	15.652505	null	20.520952	27.373228	32.774609	27.318762	0	0	0.116685	0.389775	0.093987	-0.035049	-0.062425	-0.301917	-0.053693	0.028166	-0.02472	-0.05506	-0.047351	-0.107625	-0.003876	0.011904	-0.040124	0.003057	-0.01444	0.211121	null	null	0.011085	0.168818	null	-0.009576	0.175297	-0.348243	-0.094984	null	-0.544262	null	25	26.996889
200801005101086	00000643-5355297	4972044430377707904	0.026875	-53.924946	5,782.086426	4.45329	-0.111545	0.903746	4.967	4.660645	null	25.433361	45.723129	62.769009	57.659359	0	0	0.04479	0.022405	0.14054	-0.092984	-0.108216	-0.09574	0.007513	0.014709	0.00319	-0.021047	-0.04997	-0.105943	0.012269	-0.122063	-0.045247	-0.052053	-0.122142	-0.031022	null	null	-0.064039	0.495064	null	0.269889	0.050967	0.743984	0.12663	null	null	null	24	47.896217
170828002701211	00000715-2951081	2332867978528545280	0.029792	-29.852249	4,629.78125	2.35027	-0.015374	1.420991	12.054137	-5.085462	56.914539	130.387375	187.749313	241.998352	215.1978	8	0	-0.019625	0.207156	0.097944	0.035059	-0.062511	-0.005329	0.045175	0.061448	0.079688	0.126839	-0.017642	0.253774	0.014336	0.058337	0.202455	0.022239	0.193145	0.057811	-0.002873	0.170636	-0.041397	-0.122468	0.306563	0.26665	0.166872	0.097607	0.04337	-0.086189	0.042047	0.167764	30	193.833206
170713005601108	00000741-6223523	4904723463711905152	0.030917	-62.397835	3,657.49707	0.80408	0.133282	2.164823	9.486317	102.279457	18.779457	12.17298	52.709358	86.315987	107.063271	8	0	-0.003138	-0.058416	0.075024	-0.089822	-0.150101	-0.042454	0.087605	-0.036204	0.04158	-0.01338	-0.017476	0.098811	-0.037035	-0.108947	0.109348	-0.022301	0.243341	0.064794	0.005941	-0.020757	-0.0529	-0.016315	0.004155	-0.067657	0.040149	0.049634	-0.108877	0.035792	-0.009785	-0.032748	30	64.565399
200801005101304	00000778-5300102	4972331643431287936	0.032208	-53.003029	5,412.119141	4.448187	0.06886	0.992318	1.079964	71.484268	null	73.202774	98.397644	139.813202	105.772911	0	0	0.024249	0.115515	-0.053471	-0.074373	0.118853	-0.087989	0.081326	0.044406	-0.003595	0.036443	0.038038	0.1362	-0.004449	0.036171	0.034918	0.010154	0.013489	-0.123612	null	null	-0.067395	-0.214603	null	-0.108123	0.204269	-0.291194	-0.186201	null	null	null	24	104.296638
140711003901061	00000796-8126441	4631183662419506048	0.033167	-81.44558	5,554.177734	4.367568	-0.130895	0.797991	1.046757	47.970158	null	27.508183	40.679127	48.051353	49.10833	0	0	0.177194	0.095675	0.32587	0.035146	0.39692	0.159662	0.145608	0.145507	0.047252	0.114409	0.205312	0.232324	-0.001424	-0.084843	0.158087	0.064061	0.157353	-0.005923	null	null	-0.133853	-0.564679	null	-0.112232	0.06709	0.304991	0.253246	null	null	null	24	41.336746
200801005101336	00000806-5321365	4972273094437036672	0.033667	-53.360222	5,120.135742	3.658285	-0.671365	1.031664	1.600495	-11.512203	null	44.617886	60.562187	88.318871	68.921005	0	0	0.334012	-0.232827	0.567406	0.155818	0.550093	0.131729	0.35419	0.257365	0.186325	0.283538	0.216279	0.263481	-0.003549	-0.135654	0.204962	0.060564	-0.022056	0.302099	null	null	0.061938	-0.711951	null	-0.068346	0.246208	-0.042092	0.170525	null	0.830594	null	25	65.60498
170910004101154	00000811+0423087	2740412408724540544	0.033792	4.385778	5,944.393555	3.905865	-0.358726	1.283781	9.382493	11.707656	null	91.550514	111.097282	133.179611	116.630371	0	0	-0.091562	null	0.339978	0.09444	-0.038992	0.167413	0.115103	0.070792	0.094007	0.080967	0.127188	-0.003906	0.032045	-0.069724	0.037249	-0.008456	-0.003375	-0.02712	null	null	-0.138124	null	null	0.070795	null	null	0.116442	null	null	null	20	113.114441
140811005001230	00000814-7226103	4689747293846978816	0.034	-72.436195	6,358.386719	4.301176	-0.141186	0.966246	12.19934	-16.108501	null	21.39628	26.89966	33.647495	29.93574	0	0	-0.175889	null	0.066447	-0.003625	-0.049984	0.200624	0.074075	0.035695	0.050345	0.138739	0.041993	0.223925	-0.075315	0.078152	-0.041493	0.000837	-0.003192	-0.166217	null	null	0.43616	null	null	0.25186	null	null	0.292682	null	null	null	20	27.969793
140708007101248	00000818-7717538	4684043852155820416	0.034083	-77.298309	6,006.270996	4.292936	-0.095588	0.963433	5.320697	31.165419	null	31.972731	39.011314	50.229229	41.427872	0	0	-0.032244	1.217842	0.133328	-0.047741	0.048138	0.12732	0.020852	0.00785	0.055785	0.002415	0.087387	-0.000315	-0.058601	-0.110274	0.002097	0.009542	-0.044271	0.062748	null	null	-0.043179	null	null	0.014579	null	null	0.018279	null	null	null	21	40.660286
170829001901151	00000897-3039022	2314815200191046912	0.037417	-30.650583	5,881.862305	4.066382	-0.356687	0.889869	6.213917	-22.053364	null	38.277802	44.748646	42.357067	37.710293	0	0	0.05528	null	0.367631	-0.005631	-0.136796	0.226219	0.113099	0.075536	0.148823	0.088609	0.123905	0.128475	0.0405	-0.097418	0.164889	0.031888	0.163526	0.037532	null	null	-0.106274	null	null	0.150691	null	null	0.225365	null	null	null	20	40.773453
170713005601107	00000897-6230291	4904707314634877824	0.037458	-62.508141	5,664.149414	4.347485	0.044039	0.880427	3.923053	-16.453089	null	22.128979	31.728201	41.258545	36.777874	0	0	0.034296	0.60902	0.140917	0.053145	0.119611	-0.722822	0.023424	0.021918	-0.047646	0.013765	-0.030979	-0.062269	-0.013225	0.059914	0.015975	0.037149	0.109777	-0.081284	null	null	-0.134596	-0.053342	null	0.014499	-0.489247	-0.010188	0.085451	null	null	null	24	32.9734
170829001901161	00000939-3028118	2314822175217983872	0.039208	-30.469944	5,124.660645	3.579299	-0.44598	0.908884	4.697429	-18.544741	null	45.512215	60.133041	64.974274	57.189968	0	0	0.1303	0.006451	-0.109096	0.059198	0.328597	0.293935	0.263956	0.208021	0.277433	0.27495	0.122124	0.353075	-0.008594	-0.212677	0.259226	0.070919	0.122051	0.031708	null	null	-0.084898	-0.38784	null	0.001351	0.226232	0.35521	-0.002815	null	0.188017	null	25	56.952377
200801005101326	00000953-5309132	4972325939714721152	0.039833	-53.153694	5,355.080566	3.631409	-0.572223	1.126565	1.114179	38.083763	null	43.002525	56.332352	79.801132	59.962215	0	0	0.282763	0.101569	0.706943	0.119915	0.217476	0.115378	0.321183	0.236579	0.229923	0.310463	0.161527	0.185515	0.009859	-0.170868	0.174389	0.041061	0.01096	0.195436	null	null	0.012004	-0.000063	null	-0.154964	0.108867	-0.24834	0.089441	null	0.464266	null	25	59.774559
141104003301177	00000991-7508266	4688264808576282112	0.041167	-75.140747	5,315.05127	4.537928	-0.64151	0.703556	3.015018	-6.643578	null	19.779469	27.28105	33.648232	31.513943	0	0	0.430181	-0.751384	0.291524	-0.063399	0.222541	0.320289	0.364077	0.258237	0.08117	0.194845	0.204137	0.050792	-0.078617	-0.13476	0.198479	0.03444	-0.091634	-0.006017	null	null	-0.115988	0.528516	null	0.139282	0.126362	null	-0.514363	null	null	null	23	28.055672
170910004101118	00001023+0347541	2740306889967988864	0.042667	3.798417	5,786.458008	3.839832	-0.402853	1.040816	10.887321	12.740085	null	28.301605	28.658091	39.101517	28.77878	0	0	0.048435	-0.031656	0.366142	0.078397	-0.017279	0.247371	0.046343	0.075578	0.140785	0.06678	0.042914	0.060938	-0.048514	-0.018519	-0.142796	0.023144	0.096771	0.155959	null	null	0.583974	0.508908	null	0.508329	0.501328	0.795076	-0.079902	null	null	null	24	31.209997
200801005101387	00001041-5331491	4972255570970471424	0.043208	-53.530361	5,756.14209	4.180142	-0.488049	0.91797	1.249291	21.831409	null	44.447079	56.106346	83.799774	62.862488	0	2,048	0.230042	0.979705	0.450389	0.160638	0.143179	0.199397	0.322863	0.213687	0.246356	0.251665	0.254146	0.186125	-0.054031	-0.156384	0.086112	0.056364	0.103013	0.276384	null	null	-0.210046	0.210586	null	-0.204317	-0.176066	0.459924	0.042772	null	null	null	24	61.803921
200801005101327	00001051-5300364	4972331437272857600	0.043958	-53.010166	5,510.284668	4.509717	0.030547	0.92206	3.864886	-0.349043	null	48.568752	63.423611	87.989227	64.025887	0	0	0.057749	0.153023	0.024025	-0.040141	0.069662	-0.145284	0.120421	0.058065	-0.033391	-0.023656	-0.017773	0.112213	0.02817	0.017849	0.037056	0.026425	-0.019705	-0.031906	null	null	0.072174	-0.234271	null	-0.070559	0.183367	-0.570024	-0.149164	null	null	null	24	66.001869
200801005101082	00001069-5350514	4972045839126979456	0.044583	-53.847721	5,082.588867	3.601326	0.067221	1.955842	1.737442	43.791653	null	null	4.142544	8.215856	13.137121	2,050	37,632	-0.191266	-0.241819	0.810597	0.624857	-0.627193	0.732101	0.559727	0.100574	-0.158933	-0.080079	0.5736	0.243265	-0.1299	-0.879578	-0.110004	-0.143977	0.190703	null	0.239554	0.933572	-0.472164	-0.054246	null	0.575419	0.656133	1.138021	0.669488	null	-0.252147	-0.320508	27	8.498507
140711003901030	00001085-8105228	4634208693785476224	0.045208	-81.089668	5,575.46875	4.165345	-0.00776	0.28921	5.198836	16.809311	-31.440689	24.88973	37.65871	48.632927	48.33379	88	0	0.034594	0.392595	-0.242977	-0.28658	0.001859	-0.067114	0.055399	-0.033737	-0.164518	0.041109	0.103744	0.034502	0.017369	0.006472	0.106938	-0.047579	-0.005944	0.082286	null	null	0.162855	-0.020235	null	-0.393674	0.471903	-0.042333	0.611751	null	-0.787729	null	25	39.878788
170910004101182	00001089+0439060	2740435395388161536	0.045417	4.651694	6,038.765137	4.220011	-0.538909	0.881323	6.180407	-3.628346	null	109.603058	131.246704	149.654877	132.764282	0	0	-0.104597	null	0.443556	-0.016996	-0.053519	0.245854	0.098279	0.071736	0.05253	0.118917	0.162021	-0.011526	0.015158	-0.100406	0.06365	-0.052434	0.099722	0.018947	null	null	-0.153543	null	null	0.139412	null	null	0.031679	null	null	null	20	130.81723
200801005101084	00001092-5405081	4971991963057138304	0.045583	-54.085609	5,541.217285	3.964888	-0.439142	0.661784	30.514429	-27.514963	null	21.629538	37.166599	49.633244	44.886433	32	0	0.23378	0.51474	0.585044	0.028611	-0.232909	0.150252	0.259869	0.142692	0.316574	0.322001	0.060178	-0.084872	-0.126122	-0.079307	0.418622	-0.003879	0.151618	0.213602	null	null	-0.118084	-0.621609	null	0.172791	null	0.0994	-0.267993	null	null	null	23	38.328953
140811005001204	00001103-7247560	4689676925102793600	0.046	-72.798943	5,921.566406	4.348972	0.029084	1.016247	3.717924	-7.599055	null	25.099117	31.901031	41.902542	37.148628	0	0	-0.065781	0.092116	0.097567	-0.10066	0.026225	-0.159593	-0.158786	0.022378	-0.068444	-0.026621	0.07152	-0.04137	0.007775	0.01978	-0.013096	-0.039111	-0.057679	-0.095095	null	null	-0.035096	-0.855694	null	0.053236	null	null	0.299691	null	null	null	22	34.012833
140711003901040	00001107-8109523	4634205120372686848	0.046167	-81.164528	4,953.510254	2.729903	-0.480338	1.643165	5.461264	31.894739	null	42.664692	66.429352	87.741158	89.842918	0	1,024	0.128865	0.117599	0.559198	0.127609	0.191866	0.023054	0.235737	0.213976	0.147038	0.271598	0.121754	0.283145	-0.071711	-0.204071	0.254334	0.063709	0.08947	0.219642	null	null	-0.189011	-0.310838	null	-0.212228	0.064932	-0.052911	0.120398	null	0.116256	-0.01824	26	71.669533
170910004101275	00001122+0516368	2744977507987162368	0.046792	5.276917	5,621.578613	4.353155	-0.263424	0.911069	3.973129	-16.539917	null	50.281914	72.521179	102.826469	90.912178	0	0	0.122437	0.1514	0.274282	0.013686	0.134028	0.164123	0.159188	0.125117	0.01576	0.032589	0.054817	-0.083387	0.048155	-0.051238	0.104176	0.041682	-0.147509	0.24874	null	null	0.107964	0.666404	null	0.29029	0.083146	0.688117	0.37841	null	null	null	24	79.135437
170829001901213	00001132-2950425	2332868008592476800	0.047208	-29.845139	5,454.308594	4.270408	-0.15797	0.689015	5.820531	3.505588	null	98.321175	127.815605	158.780701	136.459152	0	0	0.027479	-0.152038	-0.05639	0.02726	0.001733	0.217565	0.114473	0.080307	0.068937	-0.048303	-0.070339	0.051993	-0.023123	-0.051963	0.120648	0.020779	-0.036034	-0.00539	null	null	-0.134326	-0.608378	null	-0.053631	-0.274922	0.584701	0.12442	null	null	null	24	130.344162
200801005101083	00001150-5403433	4971992787690858496	0.048042	-54.062027	5,940.763672	4.042474	-0.166384	1.009996	7.316683	-51.335766	null	30.956013	50.147633	64.475746	57.013794	0	0	-0.078153	0.856449	0.259609	0.014104	-0.065352	0.215062	0.016364	0.034204	0.049492	0.049205	0.132759	-0.074093	0.041811	-0.089547	0.03698	-0.026661	0.019276	0.141167	null	null	-0.084305	null	null	0.228018	null	null	0.037653	null	null	null	21	50.648296
170910004101277	00001163+0522440	2745002457453699584	0.0485	5.378889	5,631.926758	4.263245	0.140732	1.101121	2.552631	-3.988682	null	16.996239	25.483168	47.104996	44.63578	0	0	0.038593	0.45418	0.246791	0.168065	0.128537	-0.175119	0.003593	0.128236	-0.15436	-0.101157	0.049765	0.071216	0.061679	0.085342	0.101823	0.078344	0.127081	0.335051	null	null	0.069578	-0.723847	null	-0.035781	-0.141344	-0.211099	0.279902	null	null	null	24	33.555046
161116001701037	00001165-5800455	4919342879552582912	0.048542	-58.012695	5,112.498047	4.580583	0.186958	1.116254	1.171369	-6.607667	null	23.306316	44.393116	65.667458	67.117393	0	0	-0.089603	0.095437	-0.379646	0.148875	0.170597	-0.040392	0.052383	0.111214	-0.045414	0.044447	-0.027514	0.302772	0.074732	0.180015	0.184976	0.049888	0.089446	-0.270896	-0.373995	0.656642	-0.068462	0.046855	null	-0.404503	-0.068382	-0.769978	-0.378995	null	0.094342	null	27	50.121071
161118002501237	00001169-5104560	4976483124460627072	0.048708	-51.082222	5,668.134766	4.025423	-0.115432	1.362153	4.219183	36.994183	null	33.764397	43.076542	53.258606	51.893063	0	0	0.037085	0.460406	0.136435	-0.029644	0.325443	-0.180862	0.12223	0.044283	0.097374	0.089028	0.095413	0.131601	-0.013284	-0.158964	0.099373	-0.004319	-0.019031	-0.166208	null	null	-0.108785	-0.309517	null	-0.120167	0.338775	0.225257	0.026221	null	null	null	24	45.498154
200801005101308	00001179-5241490	4973101301570937216	0.049208	-52.697109	4,838.619141	4.554189	0.063033	0.899506	2.135902	3.198218	null	21.833872	33.786961	50.207779	39.066631	0	0	-0.142134	-0.211269	-0.391684	-0.078741	0.071868	0.116844	0.024216	0.020635	0.073683	0.161912	0.006588	0.282629	0.043214	0.038179	0.1253	-0.058313	0.047164	-0.097453	-0.246402	-0.059975	-0.312466	0.245743	null	-0.221464	0.374074	0.199342	-0.011101	-0.068979	-0.144321	0.223101	29	36.223812
170713005601076	00001181-6213432	4904773250972820480	0.049292	-62.228668	5,725.826172	4.240919	0.09972	0.972148	4.514493	45.855732	null	22.818764	30.851776	39.157562	33.741241	0	0	0.081256	0.458775	0.203993	0.062437	0.103135	-0.090163	-0.023637	0.012718	0.0095	-0.048157	-0.093684	0.03433	-0.042118	0.046066	-0.058751	0.063696	0.192354	0.061581	null	null	-0.069328	0.293805	null	-0.010594	-0.272863	-0.016705	-0.111815	null	-0.323811	null	25	31.642336
170713005601102	00001196-6301159	4904490745204265216	0.049875	-63.021084	5,728.762695	4.152895	-0.348833	1.054212	4.176924	105.08345	null	45.148952	60.224178	76.112778	66.17511	0	0	0.124253	-0.047087	0.347516	0.075325	0.185311	0.12931	0.322023	0.209138	0.130843	0.219783	0.227967	0.203557	-0.027352	-0.201975	0.226213	0.029582	0.033855	0.13489	null	null	0.04284	-0.197485	null	-0.027924	-0.249347	0.005376	0.147755	null	null	null	24	61.915253
170828002701169	00001203-3020502	2314829528201886592	0.050125	-30.347334	5,930.90332	4.100702	-0.009903	0.955418	7.562029	-5.986459	null	86.773407	113.791145	131.603012	118.745445	0	0	-0.112581	0.508087	-0.761545	0.087431	-0.211459	0.076871	-0.036464	-0.01631	0.043325	0.026452	0.084847	-0.077302	0.019309	0.026611	0.028217	-0.006447	0.072731	0.073748	null	null	-0.061375	-0.348807	null	0.069418	0.374545	-0.003021	-0.148729	null	null	null	24	112.728249
140713004601340	00001208-7523540	4685243625500286336	0.050375	-75.398331	4,359.727051	4.512115	-0.219177	0.696556	2.480987	27.44215	null	9.702677	23.295822	36.957554	39.360466	2,048	1,024	-0.307639	-0.307902	0.138696	0.089781	0.116113	-0.00933	0.255561	0.308905	-0.021573	0.31724	0.067162	0.48761	0.093911	-0.034263	0.204565	0.011534	0.16871	-0.182378	0.064771	-0.004612	-0.049102	-0.150843	0.177101	-0.19473	-0.297918	0.42502	-0.010965	0.112571	0.140711	-0.53388	30	27.32913
161116001701346	00001226-5653487	4922509198162662912	0.051125	-56.896862	6,192.52002	4.194732	-0.159237	1.180655	9.094205	10.865102	null	56.514786	63.16209	75.746147	57.528801	0	0	-0.037056	null	0.052923	0.003455	0.060222	0.110231	0.040259	-0.0222	0.000239	0.056156	0.108055	0.112691	0.009234	-0.098825	0.093911	-0.017479	0.039709	-0.019335	null	null	0.22429	null	null	0.0363	null	null	-0.198947	null	null	null	20	63.237961
170713005601297	00001232-6109575	4905827407745927936	0.051375	-61.165974	6,113.966797	4.224079	0.03548	1.248324	9.350681	-14.10234	null	44.386475	56.304375	70.905327	58.706947	0	0	-0.096229	1.093123	0.175099	0.014249	-0.130164	0.01573	-0.099401	0.008437	0.119923	-0.082004	-0.008147	0.009694	0.019763	-0.038806	0.000088	-0.021089	0.136645	0.002712	null	null	-0.021298	-0.185558	null	0.12817	0.266379	0.252011	-0.062104	null	null	null	24	57.575783
201002002601081	00001237-6649070	4707692388763995392	0.051583	-66.818642	6,032.387695	4.005956	0.030648	1.239945	7.006348	2.139733	null	47.184345	78.320435	104.057411	94.766647	0	0	-0.146134	0.970507	0.098736	0.023727	-0.014976	0.00991	-0.04991	-0.026716	-0.028002	-0.035732	0.051997	-0.022777	-0.019584	-0.050495	0.01462	0.012974	0.021903	0.061067	null	null	-0.117242	-0.361503	null	0.04362	0.271724	0.329622	-0.024247	null	null	null	24	81.082214
140711003901067	00001294-8134535	4631131229458759168	0.053917	-81.581528	5,445.364258	3.815196	-0.313591	0.275444	12.529726	6.737551	null	9.319521	18.478529	28.469339	25.761314	2,112	0	0.305245	0.50764	0.587286	0.058228	0.071656	0.332346	-0.014888	-0.022032	0.019021	-0.10706	0.044084	-0.246878	0.088803	-0.085315	0.211675	-0.06263	-0.292963	0.346563	null	null	0.357757	-0.752279	null	-0.109518	0.090567	0.895018	0.29986	null	0.217625	null	25	20.507175
161116001701381	00001309-5724214	4919431733836034816	0.054625	-57.405918	5,767.782715	4.404596	-0.444198	0.883877	4.637513	64.186951	null	38.725716	47.512249	58.007992	46.620106	0	0	0.337553	0.173053	0.330876	-0.044097	0.116191	0.010843	0.146757	0.123057	0.020751	0.132143	0.138271	0.073638	0.044666	-0.081643	-0.30417	-0.018359	0.006576	0.091228	null	null	-0.159812	0.620638	null	-0.100623	0.506275	null	0.143969	null	null	null	23	47.716515
200801005101310	00001322-5252469	4972344906290743040	0.055667	-52.879776	3,916.320557	4.560402	-0.827631	0.534004	7.727401	5.860332	null	28.913881	50.776638	78.332817	61.922756	0	0	0.127333	null	0.042261	0.082353	0.519499	0.197123	-0.018432	0.449102	0.40946	0.461955	0.105334	0.554053	0.243438	-0.180599	0.257971	-0.103295	-0.162336	0.006095	0.055361	-0.48423	0.240977	-0.006805	null	-0.054135	-0.485848	0.513249	-0.560911	null	0.017932	null	26	54.986526
170713005601296	00001328-6133012	4905569366110876032	0.055333	-61.550335	5,757.473633	3.721003	0.156277	1.191698	6.006412	11.140104	null	29.05699	36.375874	42.468666	34.734737	0	0	-0.029207	-0.017867	-0.019258	-0.025146	-0.142383	-0.037254	-0.057807	-0.013222	-0.041227	-0.091118	-0.053153	0.091469	0.020153	0.012956	0.044157	0.019205	0.101268	0.048076	null	null	-0.082799	-0.049741	null	-0.067724	0.003029	0.070263	-0.131935	null	-0.020028	-0.006868	26	35.659065
140713004601334	00001351-7514464	4688248655202849280	0.056333	-75.246223	5,769.893066	4.09036	-0.301747	1.032516	6.134962	9.11672	null	59.741951	82.918098	108.857185	95.929222	0	0	0.072331	0.268354	0.241649	0.088907	-0.00375	0.139187	0.108054	0.035845	0.049274	0.046311	0.069861	0.134692	0.013666	-0.07854	0.020801	-0.035693	0.042044	-0.015989	null	null	0.119922	-0.122765	null	0.188135	0.062915	0.135575	0.007413	null	null	null	24	86.861618
200801005101090	00001375-5410568	4971978768917606784	0.057375	-54.182529	5,070.567871	3.602569	-0.35575	1.164135	2.711529	31.751875	null	25.014111	49.389545	70.933075	68.686974	0	0	0.237312	-0.179245	0.304574	0.111092	0.403661	0.073325	0.249007	0.176512	0.159593	0.287144	0.169593	0.299387	-0.001136	-0.248398	0.237953	0.105277	0.088678	0.027537	null	null	-0.269527	-0.116298	null	-0.261985	-0.079512	-0.134656	-0.279056	null	-0.195438	null	25	53.505928
140811005001177	00001378-7308186	4689466845367307264	0.057417	-73.138496	4,856.873047	4.617177	-0.121154	0.828307	3.693452	7.566926	null	26.423523	42.859123	54.383736	57.178204	0	0	-0.133718	null	-0.103924	-0.197922	0.056343	0.031856	0.140038	0.046394	0.113959	0.121933	0.009641	0.29658	-0.055256	-0.03684	0.098395	0.003388	-0.041789	0.278869	-0.413246	0.576538	-0.045451	-0.130749	null	-0.1069	0.343442	-0.832813	0.076355	null	-0.254784	null	26	45.211147
170711005801275	00001425-6401372	4901329374396440064	0.059417	-64.027031	5,218.556641	4.511203	0.127973	0.797788	2.868186	8.481735	null	19.134083	24.946512	34.065468	29.388634	0	0	-0.033999	-0.117699	-0.275404	0.027536	0.200646	-0.198743	0.143196	0.035301	-0.153935	0.031555	0.012511	0.172149	0.040066	0.102657	0.053474	0.089215	0.066929	0.160129	-0.841142	null	-0.062999	-0.631536	null	0.005318	0.240412	0.56826	-0.032987	null	-0.632926	null	26	26.883675
170910004101117	00001482+0345518	2740303763231799424	0.061792	3.764417	5,618.571289	4.406092	-0.013402	1.26556	8.309035	12.37808	null	23.632532	25.60413	38.613274	30.323265	0	0	0.019298	0.025172	0.222813	0.139615	0.357432	0.32152	0.076776	0.063025	0.075774	0.018366	0.093203	0.065512	0.035474	0.038453	0.072661	0.020717	0.040699	0.17041	null	null	0.130104	-0.694843	null	-0.118872	-0.048559	-0.507237	-0.144132	null	null	null	24	29.543301
170910004101259	00001516+0501070	2744951364522757632	0.063167	5.018611	5,674.747559	4.174757	-0.167812	1.064355	4.794315	-25.896471	null	65.071602	88.805466	117.547485	100.699303	0	0	0.097229	0.208927	0.308673	0.001215	0.004181	-0.058067	0.182117	0.102514	0.075148	0.038633	0.175785	0.016521	0.04393	-0.051105	0.070127	0.01064	-0.026185	0.140777	null	null	-0.07951	-0.313337	null	0.034984	0.482108	0.677345	-0.025399	null	null	null	24	93.030968
140713004601006	00001566-7601399	4685151335243015808	0.06525	-76.027748	6,360.058105	4.007357	0.093206	1.545353	16.905907	-16.649939	null	60.389297	87.861534	108.684601	98.318878	0	3,072	-0.355783	1.120856	0.104642	0.195803	0.078937	-0.10618	0.056274	0.037173	-0.112391	0.041713	0.08459	0.013763	0.064408	0.027659	-0.007952	0.041881	0.257436	0.049342	null	null	0.20808	null	null	-0.004383	0.208452	0.027964	-0.047199	null	null	null	23	88.813576
201002002601310	00001568-6518515	4900221341553250304	0.065333	-65.314278	5,709.94873	4.224327	0.351128	1.260782	6.241212	13.895884	null	7.602654	10.272211	17.151896	12.219272	2,048	0	0.118598	0.372085	-0.140829	0.248247	0.389975	0.788222	0.145355	0.065828	-0.251331	0.06839	0.32788	0.000312	-0.161194	-0.357638	0.234143	0.158109	-0.305302	0.279839	null	null	-0.3311	-0.456047	null	-0.121485	-0.53881	null	0.133202	null	-0.405509	null	24	11.811508
200801005101354	00001586-5321042	4972273197516258944	0.06625	-53.351307	5,089.603027	3.350844	-0.990304	1.081055	3.247457	143.381607	null	47.678047	64.137993	97.470253	76.624405	0	2,048	0.493316	-0.070823	1.109515	-0.033074	0.584958	0.161653	0.438494	0.307609	0.383606	0.345843	0.20979	0.096671	-0.003746	-0.268187	0.133661	-0.001127	-0.222765	0.181594	null	null	0.364995	0.156655	null	0.419013	0.632749	0.974981	0.427857	null	null	null	24	71.477676
140711003901381	00001612-8037209	4634292325388636416	0.067208	-80.622498	5,858.614746	4.325676	0.100167	0.818247	5.500147	-8.848794	null	20.665098	28.872322	37.321007	37.584549	0	0	-0.035267	0.674831	-0.07636	0.098677	0.121734	0.322106	0.078851	0.017957	-0.134777	0.041202	0.065422	-0.094198	-0.016498	0.022615	0.014105	0.064896	-0.067483	0.206973	null	null	-0.243749	-0.31551	null	0.000782	-0.447827	-0.180365	-0.593065	null	null	null	24	31.110744
161116001701384	00001628-5725354	4919431012281529600	0.067917	-57.426556	5,455.348633	3.903043	-0.19009	1.179489	4.100407	-57.334946	null	39.746464	53.004776	71.163185	57.468796	0	0	0.027715	0.200153	0.201228	-0.017148	0.166367	-0.280079	0.152267	0.087571	0.093926	0.088628	0.133458	0.053873	-0.012969	-0.081552	0.028703	-0.022459	0.014839	0.032183	null	null	-0.246639	-0.517194	null	-0.117617	0.212372	-0.043779	0.227411	null	0.662538	null	25	55.345806
170910004101272	00001659+0502183	2744957446196448256	0.069125	5.038417	5,198.799805	4.531465	-0.053877	0.965382	1.405882	24.614769	null	38.026566	54.01173	75.897194	66.391197	0	0	-0.172876	-0.309375	-0.746447	-0.129122	0.292052	-0.134752	0.216208	0.203075	0.028015	0.055705	0.110378	0.230951	-0.031321	-0.011547	0.087301	0.043591	0.077483	-0.007426	null	null	0.042092	0.173883	null	-0.117542	0.191036	0.359329	0.43284	null	null	null	24	58.581673
150830005101007	00001668-7346401	4689374525045665408	0.0695	-73.777863	null	null	null	null	null	null	null	16.673615	25.350315	29.560801	33.050316	16,896	3,072	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	0	26.158762
170711005801296	00001674-6318082	4904424705787079424	0.069792	-63.302307	5,598.615723	4.184072	-0.591918	0.849573	6.602742	39.047558	null	14.734181	18.67345	26.352972	22.647482	0	0	0.324021	-0.075747	0.152966	0.095837	-0.129159	-0.171823	0.155094	0.21582	-0.03967	0.058464	0.122869	-0.145207	0.053404	-0.04807	-0.007994	-0.02811	0.078388	-0.208964	null	null	0.174081	-0.361817	null	0.399539	-0.471023	0.822918	0.365377	null	null	null	24	20.602022
140708007101232	00001686-7728327	4684026259970259968	0.07025	-77.475777	6,099.811035	4.204195	0.286531	1.204324	7.67875	-3.217242	null	48.52824	59.918453	77.626717	64.405373	0	0	-0.291745	0.992304	-0.101692	0.066033	0.033387	0.118432	-0.08267	-0.046533	-0.036745	-0.035393	-0.025866	0.110317	0.049977	0.086827	-0.002379	0.044718	0.176638	-0.135947	null	null	-0.101288	-0.424708	null	-0.16615	0.056397	0.017475	-0.137128	null	null	null	24	62.619698
170829001901206	00001758-2958012	2320855470397620608	0.07325	-29.967028	6,204.870117	4.193009	-0.233445	0.765481	9.458956	-55.94873	null	48.026669	57.780243	61.258595	51.493195	0	0	-0.307243	null	0.240333	-0.069924	0.1533	0.234043	0.111604	0.086413	0.138145	0.173084	0.090634	0.344182	-0.074679	-0.292229	0.123242	0.012328	0.031953	-0.047938	null	null	-0.311856	null	null	0.257597	null	null	-0.440183	null	null	null	20	54.639675
170711005801145	00001759-6422576	4901118474322244352	0.07325	-64.382698	5,615.053223	4.183858	-0.189609	0.867135	9.088103	13.690299	null	31.095644	41.474205	53.861416	49.416325	0	0	-0.005265	0.503324	0.183374	-0.013596	0.133247	0.128302	-0.014663	0.031494	0.086471	-0.012206	-0.044181	0.043638	0.047475	-0.069233	-0.034359	-0.027543	-0.098192	0.0185	null	null	0.007267	-0.12175	null	0.089228	0.030785	0.084543	-0.069127	null	null	null	24	43.961895
140708007101177	00001769-7753328	4683814054225591424	0.073708	-77.892441	5,941.364746	4.279826	0.073482	0.912916	5.129917	24.529707	null	26.002541	35.192207	42.431328	38.43108	0	0	-0.119878	1.035773	0.329683	0.04722	0.236673	-0.075288	0.032099	0.035675	-0.098462	-0.023015	-0.001532	-0.064114	-0.018509	-0.01769	-0.004005	0.021581	-0.008073	0.110935	null	null	0.05226	-0.819013	null	0.088422	null	null	-0.105497	null	null	null	22	35.51429
201002002601086	00001802-6702475	4707673697066334208	0.075083	-67.046585	5,795.424316	4.455926	-0.102504	1.00575	5.337621	17.163771	null	30.97982	55.786926	79.888741	74.896828	0	0	0.000606	0.357379	0.113795	-0.014266	-0.129947	-0.049385	-0.045754	0.040205	-0.060287	0.040324	0.044974	-0.01973	0.010956	-0.130222	-0.063272	-0.01181	-0.110366	0.050498	null	null	-0.03919	0.004087	null	0.146953	-0.342202	-0.089873	0.03967	null	null	null	24	60.388077
200801005101091	00001825-5409177	4971979627911065600	0.076	-54.15514	5,699.861328	4.396129	-0.766156	0.776946	4.966389	1.183303	null	40.953037	66.006935	88.036369	78.748779	0	0	0.586667	0.634774	0.662798	0.044455	0.155809	0.222816	0.454318	0.307472	0.151296	0.274998	0.259764	0.199753	0.066778	-0.126684	0.111762	0.054512	0.063718	0.21958	null	null	0.034571	null	null	-0.074148	-0.138764	null	0.270203	null	null	null	22	68.436279
200801005101328	00001837-5305009	4972327142305562880	0.076583	-53.083584	5,630.540039	4.357524	0.118406	0.977227	4.541898	-1.30225	null	49.919628	63.588291	86.063721	61.682053	0	0	-0.069974	0.305184	-0.11334	-0.032644	0.11112	0.137076	0.011584	-0.025346	0.053692	-0.024433	-0.058017	0.030794	-0.005757	0.052058	-0.052218	0.006223	-0.074251	-0.032157	null	null	0.009304	-0.318698	null	-0.012343	0.087078	-0.24334	0.049975	null	null	null	24	65.313423

End of preview. Expand in Data Studio

GALAH DR4 — Stellar Abundances for 917k Stars

A youthful globular star cluster observed by the Hubble Space Telescope

Credit: NASA/ESA/Hubble

Part of a dataset collection on Hugging Face.

Dataset description

The fourth data release of the GALactic Archaeology with HERMES (GALAH) survey, providing radial velocities, stellar parameters, and up to 31 elemental abundances for 917,588 stars observed with the HERMES spectrograph on the Anglo-Australian Telescope.

GALAH DR4 is one of the largest stellar spectroscopic surveys, designed to unravel the formation and evolution of the Milky Way through chemical tagging. Each star has high-resolution spectra decomposed into fundamental stellar parameters and individual elemental abundances spanning light elements, alpha-elements, iron-peak elements, and neutron-capture elements.

GALAH was specifically designed for chemical tagging — the idea that stars born in the same molecular cloud retain a unique multi-dimensional chemical fingerprint that persists long after the birth cluster has dispersed. The HERMES spectrograph delivers four non-contiguous optical wavelength channels at R ~ 28,000, capturing lines of light elements (Li, C, N, O), alpha-elements (Mg, Si, Ca, Ti), iron-peak elements (Sc, V, Cr, Mn, Fe, Co, Ni, Cu, Zn), and neutron-capture elements (Rb, Sr, Y, Zr, Mo, Ba, La, Ce, Nd, Ru, Sm, Eu) — up to 31 distinct abundance dimensions per star.

DR4 represents a major advance over DR3, incorporating improved spectral analysis techniques, better treatment of non-LTE effects for critical elements, and cross-matching with Gaia DR3 for precise astrometric information. The inclusion of both s-process elements (Ba, La, Ce from AGB nucleosynthesis) and r-process elements (Eu from neutron star mergers) makes GALAH uniquely powerful for constraining the sites and timescales of heavy element production in the Milky Way.

Schema

Column	Type	Description	Sample	Null %
`sobject_id`	object	GALAH spectroscopic observation identifier (unique per exposure); format encodes field and fiber number	170910004101274	0.0%
`tmass_id`	object	2MASS photometric catalog cross-identifier (e.g. 'J12345678+1234567'); null if no 2MASS match	00000011+0522500	0.0%
`gaiadr3_source_id`	object	Gaia DR3 astrometric source identifier; enables cross-match for precise positions, proper motions, and parallaxes; null if unmatched	2745049530295263232	0.0%
`ra`	float64	Right ascension, ICRS J2000.0, in decimal degrees (0-360)	0.0005000000237487257	0.0%
`dec`	float64	Declination, ICRS J2000.0, in decimal degrees (-90 to +90)	5.380555629730225	0.0%
`teff_k`	float32	Effective temperature in Kelvin from spectral synthesis; GALAH targets FGK stars, typical range 4000-7500 K; uncertainty ~100 K; null if spectral pipeline failed (flag_sp > 0)	4486.2554	1.2%
`logg`	float32	Log surface gravity in cgs (log cm/s²); main sequence dwarfs: 4.0-5.0, subgiants: 3.5-4.5, red giants: 1.5-3.5; null if flag_sp > 0	4.657445	1.2%
`fe_h_dex`	float32	[Fe/H] iron abundance in dex relative to solar; GALAH surveys -2.5 to +0.5 dex; typical uncertainty ~0.1 dex; null if flag_sp > 0	-0.3963167	1.2%
`vmic`	float32	Microturbulence velocity in km/s; internal parameter of the spectral model capturing small-scale turbulent broadening; typical range 0.5-2.0 km/s	0.7832511	1.2%
`vsini`	float32	Projected rotational velocity v sin i in km/s; slow rotators (FGK dwarfs) typically < 10 km/s; null for stars where rotation is unresolved at R~28,000	6.9111066	1.2%
`radial_velocity_kms`	float32	Barycentric radial velocity in km/s from cross-correlation; precision ~0.1 km/s; null for very low S/N spectra	10.483474	1.2%
`radial_velocity_comp2_kms`	float32	Barycentric radial velocity of a detected binary companion in km/s; non-null only for double-lined spectroscopic binaries (SB2)	186.25742	96.5%
`snr_px_ccd1`	float32	Signal-to-noise ratio per pixel for HERMES CCD 1 (blue channel, ~4713-4903 Å); drives which light-element abundances can be measured	26.964375	1.9%
`snr_px_ccd2`	float32	Signal-to-noise ratio per pixel for HERMES CCD 2 (green channel, ~5648-5873 Å); drives which iron-peak abundances can be measured	45.697865	0.0%
`snr_px_ccd3`	float32	Signal-to-noise ratio per pixel for HERMES CCD 3 (red channel, ~6478-6737 Å); drives which alpha-element abundances can be measured	75.889725	0.6%
`snr_px_ccd4`	float32	Signal-to-noise ratio per pixel for HERMES CCD 4 (IR channel, ~7585-7887 Å); drives which neutron-capture abundances can be measured	72.90598	2.9%
`flag_sp`	Int64	Spectroscopic analysis quality flag; 0 = good stellar parameters; >0 encodes specific problems (binary contamination, emission, grid edge); use flag_sp == 0 for clean samples	0	0.0%
`flag_red`	Int64	Reduction pipeline quality flag; 0 = successful reduction; >0 indicates issues with sky subtraction, cross-talk, or cosmic rays	0	0.0%
`c_fe`	float32	[C/Fe] carbon abundance ratio in dex; elevated in carbon-enhanced metal-poor (CEMP) stars	0.05938914	1.4%
`n_fe`	float32	[N/Fe] nitrogen abundance ratio in dex; a tracer of CNO cycling and AGB dredge-up	-0.3913465	24.8%
`o_fe`	float32	[O/Fe] oxygen abundance ratio in dex; key alpha-element tracing core-collapse supernova enrichment	-0.19825687	4.7%
`na_fe`	float32	[Na/Fe] sodium abundance ratio in dex; anti-correlates with O in globular cluster stars	-0.16347441	2.6%
`al_fe`	float32	[Al/Fe] aluminium abundance ratio in dex; traces Mg-Al chain proton captures in massive stars	-0.048628658	7.4%
`k_fe`	float32	[K/Fe] potassium abundance ratio in dex; sensitive to non-LTE effects; limited by spectral coverage	-0.03559644	6.2%
`mg_fe`	float32	[Mg/Fe] magnesium abundance ratio in dex; primary alpha-element; high in old, metal-poor disk stars; decreases with increasing [Fe/H] due to Type Ia SNe iron contribution	0.3087402	2.1%
`si_fe`	float32	[Si/Fe] silicon abundance ratio in dex; alpha-element; co-produced with Mg in core-collapse supernovae	0.19373856	3.5%
`ca_fe`	float32	[Ca/Fe] calcium abundance ratio in dex; alpha-element; traces both core-collapse and Type Ia supernova nucleosynthesis	0.12320362	1.9%
`ti_fe`	float32	[Ti/Fe] titanium abundance ratio in dex; odd alpha-element; useful for separating thin disk, thick disk, and halo populations	0.3395407	1.6%
`sc_fe`	float32	[Sc/Fe] scandium abundance ratio in dex; iron-peak element; produced mainly in core-collapse supernovae	0.01370742	2.0%
`v_fe`	float32	[V/Fe] vanadium abundance ratio in dex; iron-peak element; constrains explosive nucleosynthesis models	0.32754487	10.6%
`cr_fe`	float32	[Cr/Fe] chromium abundance ratio in dex; iron-peak element with known non-LTE corrections required	0.1857635	1.6%
`mn_fe`	float32	[Mn/Fe] manganese abundance ratio in dex; traces Type Ia supernova contribution (Mn is overproduced in Chandrasekhar-mass SNe Ia)	-0.023918502	1.9%
`co_fe`	float32	[Co/Fe] cobalt abundance ratio in dex; iron-peak element sensitive to neutron excess in the explosive burning region	0.13685165	8.6%
`ni_fe`	float32	[Ni/Fe] nickel abundance ratio in dex; closely follows Fe; used to distinguish thick-disk from halo stars	-0.123810135	1.7%
`cu_fe`	float32	[Cu/Fe] copper abundance ratio in dex; iron-peak element with significant s-process contribution	0.16626377	9.5%
`zn_fe`	float32	[Zn/Fe] zinc abundance ratio in dex; bridges iron-peak and neutron-capture elements; useful metallicity probe	0.087473795	4.9%
`rb_fe`	float32	[Rb/Fe] rubidium abundance ratio in dex; s-process element; traces AGB stellar nucleosynthesis	-0.008337121	66.0%
`sr_fe`	float32	[Sr/Fe] strontium abundance ratio in dex; light s-process element; also has r-process and charged-particle process contributions	0.035072897	69.8%
`y_fe`	float32	[Y/Fe] yttrium abundance ratio in dex; s-process element with Ba/Y ratio used to age-date stellar populations	0.11842539	1.7%
`zr_fe`	float32	[Zr/Fe] zirconium abundance ratio in dex; s-process element co-produced with Y and Sr	0.11218737	29.0%
`mo_fe`	float32	[Mo/Fe] molybdenum abundance ratio in dex; neutron-capture element with both s- and r-process origin	-0.14827245	83.9%
`ba_fe`	float32	[Ba/Fe] barium abundance ratio in dex; dominant s-process tracer; high in AGB-enriched stars and young thin-disk stars	-0.090060145	2.0%
`la_fe`	float32	[La/Fe] lanthanum abundance ratio in dex; s-process element; La/Eu ratio distinguishes s- from r-process enrichment	0.061767366	26.8%
`ce_fe`	float32	[Ce/Fe] cerium abundance ratio in dex; s-process element produced in low-mass AGB stars	-0.025505573	28.7%
`nd_fe`	float32	[Nd/Fe] neodymium abundance ratio in dex; mixed s- and r-process origin	-0.1502057	12.2%
`ru_fe`	float32	[Ru/Fe] ruthenium abundance ratio in dex; primarily r-process origin; rare to measure in stellar spectra	-0.30789047	76.8%
`sm_fe`	float32	[Sm/Fe] samarium abundance ratio in dex; r-process dominated element; traces neutron star merger enrichment	-0.017710395	49.8%
`eu_fe`	float32	[Eu/Fe] europium abundance ratio in dex; the cleanest r-process tracer; high in metal-poor halo stars; r-process enrichment from neutron star mergers	-0.08262927	69.8%
`n_abundances`	Int64	Count of non-null [X/Fe] abundance measurements for this star; ranges 0-31; derived column useful for selecting well-characterised stars	27	0.0%
`snr_mean`	float32	Mean S/N per pixel averaged across all four HERMES CCDs; derived column; stars with snr_mean < 30 have fewer reliable abundance measurements	55.364487	0.0%

Quick stats

917,588 stars observed with HERMES spectrograph
906,689 stars with radial velocity measurements
906,432 stars with at least one elemental abundance (99%)
30 elemental abundance columns ([X/Fe]), median 24 per star
663,075 stars with clean spectroscopic flags (flag_sp == 0)
Median SNR across 4 HERMES CCDs: 48.1 per pixel

Usage

from datasets import load_dataset
import matplotlib.pyplot as plt

ds = load_dataset("juliensimon/galah-dr4-stellar-abundances", split="train")
df = ds.to_pandas()

# Kiel diagram (Teff vs logg) coloured by [Fe/H] — shows stellar populations
best = df[(df["flag_sp"] == 0) & df["teff_k"].notna() & df["logg"].notna()]
sample = best.sample(min(50_000, len(best)), random_state=42)

sc = plt.scatter(sample["teff_k"], sample["logg"],
                 c=sample["fe_h_dex"], s=0.1, cmap="coolwarm",
                 vmin=-1.5, vmax=0.5, alpha=0.6)
plt.gca().invert_xaxis()
plt.gca().invert_yaxis()
plt.xlabel("Effective Temperature (K)")
plt.ylabel("log g (dex)")
plt.title("GALAH DR4 Kiel Diagram")
plt.colorbar(sc, label="[Fe/H] (dex)")
plt.tight_layout()
plt.show()

# Abundance pattern: alpha-element enhancement vs metallicity
alpha_cols = ["mg_fe", "si_fe", "ca_fe", "ti_fe"]
best["alpha_fe"] = best[alpha_cols].mean(axis=1)
sub = best.dropna(subset=["fe_h_dex", "alpha_fe"]).sample(30_000, random_state=0)
plt.figure()
plt.scatter(sub["fe_h_dex"], sub["alpha_fe"], s=0.1, alpha=0.3, c="steelblue")
plt.axhline(0, color="gray", lw=0.5, ls="--")
plt.xlabel("[Fe/H] (dex)")
plt.ylabel("[alpha/Fe] (dex)")
plt.title("Alpha-element Enhancement vs Metallicity")
plt.tight_layout()
plt.show()

Data source

https://www.galah-survey.org/dr4/

Update schedule

Static dataset — uploaded once from the DR4 release catalog

Related datasets

Citation

@dataset{galah_dr4_stellar_abundances,
  title = {GALAH DR4 — Stellar Abundances for 917k Stars},
  author = {juliensimon},
  year = {2026},
  url = {https://huggingface.co/datasets/juliensimon/galah-dr4-stellar-abundances},
  publisher = {Hugging Face}
}