Get DESI LegacySurvey data#

[1]:

from matplotlib import pyplot as plt
from oda_api.plot_tools import OdaImage
from oda_api.api import DispatcherAPI

[2]:

%matplotlib notebook

[3]:

disp=DispatcherAPI(url='https://www.astro.unige.ch/mmoda/dispatch-data', instrument='mock')

Image and source catalog#

[4]:

par_dict={
    "DEC": -0.013294166666667,
    "RA": 40.66962125,
    "T1": "2017-03-06T13:26:48.000",
    "T2": "2017-03-06T15:32:27.000",
    "T_format": "isot",
    "data_release": 9,
    "image_band": "g",
    "image_size": 3.0,
    "instrument": "legacysurvey",
    "pixel_size": 1.0,
    "product": "legacy_survey_image",
    "product_type": "Real",
    "src_name": "NGC1068"
}

data_collection = disp.get_product(**par_dict)

please beware that by default, in a typical setup, oda_api will not output much. To learn how to increase the verbosity, please refer to the documentation: https://oda-api.readthedocs.io/en/latest/user_guide/ScienceWindowList.html?highlight=logging#Let's-get-some-logging .
To disable this message you can pass `.get_product(..., silent=True)`
/home/dsavchenko/Projects/cloud/dispatcher-container/oda_api/oda_api/api.py:1046: UserWarning:
----------------------------------------------------------------------------
the parameter: T_format   is not among valid ones:
['src_name', 'RA', 'DEC', 'T1', 'T2', 'token', 'data_release', 'image_band', 'image_size', 'pixel_size']
this will throw an error in a future version
and might break the current request!
 ----------------------------------------------------------------------------

  warnings.warn(msg)

[5]:

data_collection.show()

ID=0 prod_name=mosaic_image_0_mosaic  meta_data: {'product': 'mosaic'}

ID=1 prod_name=dispatcher_catalog_1  meta_data:

[6]:

im = OdaImage(data_collection)

[7]:

_ = im.show(unit_ID=0)

or without source positions

[8]:

_ = im.show(unit_ID=0, sources=[])

access table of point sources with full information

[9]:

data_collection.dispatcher_catalog_1.table

[9]:

Table length=1774

index	ls_id	dec	ra	elat	elon	glat	glon	mjd_max	mjd_min	ref_id	brickid	blob_nea_g	blob_nea_r	blob_nea_z	bx	by	dchisq_1	dchisq_2	dchisq_3	dchisq_4	dchisq_5	dec_ivar	dered_flux_g	dered_flux_r	dered_flux_w1	dered_flux_w2	dered_flux_w3	dered_flux_w4	dered_flux_z	dered_mag_g	dered_mag_r	dered_mag_w1	dered_mag_w2	dered_mag_w3	dered_mag_w4	dered_mag_z	ebv	fiberflux_g	fiberflux_r	fiberflux_z	fibertotflux_g	fibertotflux_r	fibertotflux_z	flux_g	flux_ivar_g	flux_ivar_r	flux_ivar_w1	flux_ivar_w2	flux_ivar_w3	flux_ivar_w4	flux_ivar_z	flux_r	flux_w1	flux_w2	flux_w3	flux_w4	flux_z	fracflux_g	fracflux_r	fracflux_w1	fracflux_w2	fracflux_w3	fracflux_w4	fracflux_z	fracin_g	fracin_r	fracin_z	fracmasked_g	fracmasked_r	fracmasked_z	gaia_a_g_val	gaia_astrometric_excess_noise	gaia_astrometric_excess_noise_sig	gaia_astrometric_sigma5d_max	gaia_astrometric_weight_al	gaia_e_bp_min_rp_val	gaia_phot_bp_mean_flux_over_error	gaia_phot_bp_mean_mag	gaia_phot_bp_rp_excess_factor	gaia_phot_g_mean_flux_over_error	gaia_phot_g_mean_mag	gaia_phot_rp_mean_flux_over_error	gaia_phot_rp_mean_mag	galdepth_g	galdepth_r	galdepth_z	g_r	htm9	mag_g	mag_r	mag_w1	mag_w2	mag_w3	mag_w4	mag_z	mw_transmission_g	mw_transmission_r	mw_transmission_w1	mw_transmission_w2	mw_transmission_w3	mw_transmission_w4	mw_transmission_z	nea_g	nea_r	nea_z	nest4096	objid	parallax_ivar	parallax	pmdec_ivar	pmdec	pmra_ivar	pmra	psfdepth_g	psfdepth_r	psfdepth_w1	psfdepth_w2	psfdepth_w3	psfdepth_w4	psfdepth_z	psfsize_g	psfsize_r	psfsize_z	ra_ivar	random_id	rchisq_g	rchisq_r	rchisq_w1	rchisq_w2	rchisq_w3	rchisq_w4	rchisq_z	ref_epoch	ring256	r_z	sersic_ivar	sersic	shape_e1_ivar	shape_e1	shape_e2_ivar	shape_e2	shape_r_ivar	shape_r	snr_g	snr_r	snr_w1	snr_w2	snr_w3	snr_w4	snr_z	w1_w2	w2_w3	w3_w4	wise_x	wise_y	z_w1	allmask_g	allmask_r	allmask_z	anymask_g	anymask_r	anymask_z	brick_primary	fitbits	gaia_astrometric_n_good_obs_al	gaia_astrometric_n_obs_al	gaia_astrometric_params_solved	gaia_duplicated_source	gaia_phot_bp_n_obs	gaia_phot_g_n_obs	gaia_phot_rp_n_obs	gaia_phot_variable_flag	maskbits	nobs_g	nobs_r	nobs_w1	nobs_w2	nobs_w3	nobs_w4	nobs_z	release	wisemask_w1	wisemask_w2	brickname	ref_cat	type	wise_coadd_id
int64	int64	float64	float64	float64	float64	float64	float64	float64	float64	int64	int64	float64	float64	float64	float64	float64	float64	float64	float64	float64	float64	float64	float64	float64	float64	float64	float64	float64	float64	object	object	object	object	object	object	object	float64	float64	float64	float64	float64	float64	float64	float64	float64	float64	float64	float64	float64	float64	float64	float64	float64	float64	float64	float64	float64	float64	float64	float64	float64	float64	float64	float64	float64	float64	float64	float64	float64	float64	object	float64	float64	float64	float64	object	object	object	object	float64	float64	object	object	float64	float64	float64	object	int64	object	object	object	object	object	object	object	float64	float64	float64	float64	float64	float64	float64	float64	float64	float64	int64	int64	float64	float64	float64	float64	float64	float64	float64	float64	float64	float64	float64	float64	float64	float64	float64	float64	float64	float64	float64	float64	float64	float64	float64	float64	float64	float64	int64	object	float64	float64	float64	float64	float64	float64	float64	float64	float64	float64	float64	float64	float64	float64	float64	object	object	object	float64	float64	object	int64	int64	int64	int64	int64	int64	int64	int64	int64	int64	int64	int64	int64	int64	int64	int64	int64	int64	int64	int64	int64	int64	int64	int64	int64	int64	int64	str8	object	str3	object
0	9906621427880926	-0.0596966442535656	40.62011924313649	-15.065612076628272	38.18117059409122	-52.0014302658619	172.09502453470583	58383.33571984074	56609.15719128259	0	330530	467.8855285644531	477.57861328125	417.7110595703125	1866.5638427734375	979.240478515625	1646.1456298828125	2892.973876953125	2660.22607421875	2921.70654296875	3046.53955078125	1947283840.0	5.162485122680664	10.754593849182129	15.756853103637695	-4.964320182800293	-457.8344421386719	-9338.2890625	21.07285499572754	20.717853546142578	19.9210147857666	19.50632667541504	None	None	None	19.190690994262695	0.0330439992249012	0.09433600306510925	0.20289699733257294	0.40927499532699585	0.12358000129461288	0.2589919865131378	0.5081660151481628	4.681422233581543	32.071346282958984	21.32268714904785	0.4657230079174042	0.1146709993481636	0.00048600000445730984	1.2000000424450263e-05	2.234360933303833	10.06881046295166	15.668862342834473	-4.947277069091797	-457.4987487792969	-9335.703125	20.310331344604492	3.1861159801483154	3.967729091644287	2.5384230613708496	12.349665641784668	1.4074350595474243	1.1688940525054932	2.0946359634399414	0.6620759963989258	0.7054960131645203	0.8268700242042542	0.012373999692499638	0.006049999967217445	0.02180200070142746	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	2114.56298828125	1714.4019775390625	169.06390380859375	0.8315010070800781	2130208	20.824054718017578	19.9925537109375	19.512405395507812	None	None	None	19.2307071685791	0.9068160057067871	0.9362329840660095	0.9944159984588623	0.9965670108795166	0.9992669820785522	0.9997230172157288	0.9638149738311768	454.9129638671875	466.2625732421875	472.42828369140625	72721713	5086	0.0	0.0	0.0	0.0	0.0	0.0	3617.357421875	3292.601318359375	4.136185169219971	0.7482050061225891	0.0018469999777153134	2.499999936844688e-05	338.22430419921875	1.3830150365829468	1.1824350357055664	1.1319890022277832	3666780416.0	17.915620803833008	1.057433009147644	1.0654560327529907	1.1137609481811523	0.5439130067825317	0.7047290205955505	0.19718900322914124	1.0607190132141113	0.0	392819	0.7618470191955566	865.250244140625	1.7043520212173462	6438.40771484375	0.18450599908828735	3010.94873046875	-0.07660800218582153	45.1015625	9.851200103759766	26.511629104614258	46.49423599243164	10.693039894104004	-1.6753029823303223	-10.086878776550293	-32.346343994140625	30.35943603515625	None	None	None	178.0042266845703	93.36387634277344	-0.28169798851013184	0	0	0	2048	0	2048	1	4	0	0	0	0	0	0	0	0	0	9	10	190	186	32	32	10	9010	0	0	0406p000	None	SER	0408p000
1	9906621427881087	-0.0623163272297477	40.623065402091356	-15.06902159391584	38.183220400882455	-52.00138313276128	172.10142781051195	58383.33571984074	56609.15719128259	0	330530	24.246191024780273	22.495155334472656	22.58504867553711	1826.082275390625	943.2448120117188	43.216400146484375	56.24619674682617	50.48946762084961	56.78189468383789	0.0	339563200.0	0.24495400488376617	0.30178600549697876	-1.4492039680480957	-0.9096350073814392	-62.076988220214844	10265.884765625	0.27090099453926086	24.02729034423828	23.800750732421875	None	None	None	12.471508979797363	23.917972564697266	0.03309100121259689	0.0439319983124733	0.055883001536130905	0.05164400115609169	0.08324000239372253	0.13166899979114532	0.18930600583553314	0.2220969945192337	661.2816772460938	455.6537170410156	2.655272960662842	0.5815430283546448	0.0017229999648407102	2.499999936844688e-05	49.88501739501953	0.2825160026550293	-1.441100001335144	-0.9065070152282715	-62.03140640258789	10263.0380859375	0.26108500361442566	2.6867940425872803	3.7322990894317627	4.522994041442871	11.496638298034668	3.9386661052703857	1.0164799690246582	7.244499206542969	0.9999619722366333	0.9999920129776001	0.9999909996986389	1.4000000192027073e-05	5.500000042957254e-05	9.999999974752427e-07	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	2242.47802734375	1714.4019775390625	191.19973754882812	0.26124998927116394	2130208	24.133644104003906	23.872394561767578	None	None	None	12.471810340881348	23.958045959472656	0.9066879749298096	0.936145007610321	0.9944080114364624	0.9965620040893555	0.9992660284042358	0.9997230172157288	0.9637640118598938	24.24436378479004	22.494373321533203	22.584474563598633	72721691	5247	0.0	0.0	0.0	0.0	0.0	0.0	3776.75146484375	3292.601318359375	4.136185169219971	0.7482050061225891	0.0018469999777153134	2.499999936844688e-05	388.1197509765625	1.3830150365829468	1.1824350357055664	1.1319890022277832	342490176.0	60.75627899169922	1.034140944480896	1.0320279598236084	0.5530589818954468	0.7939940094947815	0.7103189826011658	0.18145999312400818	1.0766299962997437	0.0	392819	-0.08565100282430649	0.0	1.0	0.0	0.0	0.0	0.0	35.12828826904297	1.3452750444412231	5.711305141448975	6.03059196472168	-2.348273992538452	-0.6912930011749268	-2.574662923812866	51.52722930908203	1.8440239429473877	None	None	None	174.1473846435547	89.93446350097656	None	0	0	0	0	0	0	1	8192	0	0	0	0	0	0	0	0	0	9	10	190	188	32	32	10	9010	0	0	0406p000	None	REX	0408p000
2	9906621427881150	-0.0617126599008883	40.624169605736974	-15.068793438627758	38.18450206004308	-52.000193278354445	172.10209342588374	58383.33571984074	56609.15719128259	0	330530	14.634927749633789	13.11308765411377	13.067346572875977	1810.9100341796875	951.5394897460938	150.77816772460938	220.9669952392578	221.67379760742188	223.13836669921875	0.0	1766679936.0	0.292136013507843	0.4450330138206482	-0.6003980040550232	-5.130126953125	-81.71771240234375	-20939.10546875	0.4696210026741028	23.836036682128906	23.379018783569336	None	None	None	None	23.320632934570312	0.033107999712228775	0.08127900213003159	0.12784400582313538	0.13888899981975555	0.13926300406455994	0.23452900350093842	0.3369689881801605	0.2648639976978302	1083.849609375	772.7154541015625	2.9491159915924072	0.6424890160560608	0.0018479999853298068	2.5999999706982635e-05	86.09394073486328	0.4166019856929779	-0.597038984298706	-5.112481117248535	-81.65767669677734	-20933.294921875	0.4525949954986572	1.9915679693222046	2.0565381050109863	10.177206039428711	2.3827788829803467	2.520124912261963	1.0310930013656616	3.4471280574798584	1.0	1.0	1.0	0.0001140000022132881	0.00018099999579135329	5.900000178371556e-05	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	2242.47802734375	1714.4019775390625	191.19973754882812	0.4917469918727875	2130208	23.94244384765625	23.45069694519043	None	None	None	None	23.36072540283203	0.9066439867019653	0.9361140131950378	0.9944049715995789	0.9965599775314331	0.9992650151252747	0.9997230172157288	0.9637460112571716	14.634770393371582	13.112796783447266	13.067222595214844	72721691	5310	0.0	0.0	0.0	0.0	0.0	0.0	3776.75146484375	3292.601318359375	4.136185169219971	0.7482050061225891	0.0018469999777153134	2.499999936844688e-05	388.1197509765625	1.3830150365829468	1.1824350357055664	1.1319890022277832	1763787648.0	88.2330551147461	1.0551890134811401	1.0314769744873047	0.4325700104236603	0.9510769844055176	0.6041510105133057	0.2155040055513382	1.0371739864349365	0.0	392819	0.08997199684381485	0.0	1.0	0.0	0.0	0.0	0.0	181.111572265625	0.9221069812774658	8.719809532165527	11.580602645874023	-1.0252939462661743	-4.097931861877441	-3.510672092437744	-107.08924102783203	4.199485778808594	None	None	None	172.7018585205078	90.7247314453125	None	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	9	10	190	186	32	32	10	9010	0	0	0406p000	None	REX	0408p000
3	9906621427881200	-0.06202417998442	40.62505067249319	-15.069364815699263	38.185267888074726	-51.999830243709134	172.10349211762343	58383.33571984074	56609.15719128259	0	330530	42.928157806396484	40.891326904296875	41.187660217285156	1798.8037109375	947.259033203125	34.448726654052734	51.054630279541016	43.0936164855957	51.06391525268555	0.0	267216784.0	0.44961801171302795	0.3388569951057434	-0.3797760009765625	0.5928159952163696	109.0291976928711	27077.255859375	0.639303982257843	23.367889404296875	23.674959182739258	None	23.06770133972168	17.406143188476562	11.418489456176758	22.98573112487793	0.03312100097537041	0.048454999923706055	0.03770599886775017	0.07323899865150452	0.10356300324201584	0.14082500338554382	0.2633950114250183	0.40762799978256226	371.26324462890625	249.342529296875	2.268620014190674	0.5069530010223389	0.0015510000521317124	2.4000000848900527e-05	27.289613723754883	0.3172000050544739	-0.3776499927043915	0.5907760262489319	108.94906616210938	27069.740234375	0.616117000579834	3.8528060913085938	8.755197525024414	21.591487884521484	16.595314025878906	3.9890670776367188	0.9876180291175842	8.2838134765625	0.9999319911003113	0.9999840259552002	0.9999849796295166	1.4999999621068127e-05	1.4999999621068127e-05	0.0026320000179111958	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	2242.47802734375	1714.4019775390625	191.19973754882812	-0.2723259925842285	2130208	23.474340438842773	23.746665954589844	None	23.071443557739258	17.406940460205078	11.418789863586426	23.025840759277344	0.906607985496521	0.9360889792442322	0.9944030046463013	0.9965590238571167	0.9992650151252747	0.9997220039367676	0.9637320041656494	42.92242431640625	40.88931655883789	41.186256408691406	72721691	5360	0.0	0.0	0.0	0.0	0.0	0.0	3776.75146484375	3292.601318359375	4.136185169219971	0.7482050061225891	0.0018469999777153134	2.499999936844688e-05	388.1197509765625	1.3830150365829468	1.1824350357055664	1.1319890022277832	264750992.0	20.306846618652344	1.0184669494628906	1.0251020193099976	0.42803698778152466	0.7318800091743469	0.6768569946289062	0.27713900804519653	1.071571946144104	0.0	392819	0.7208250164985657	0.0	1.0	0.0	0.0	0.0	0.0	26.90282440185547	1.9484490156173706	7.854246139526367	5.008780002593994	-0.5688149929046631	0.42063599824905396	4.290902137756348	133.4690399169922	3.218564987182617	None	5.66450309753418	5.9881510734558105	171.54844665527344	90.31692504882812	None	0	0	0	0	0	0	1	8192	0	0	0	0	0	0	0	0	0	9	10	190	187	32	32	10	9010	0	0	0406p000	None	REX	0408p000
4	9906621427881283	-0.0620412573141515	40.62658864667505	-15.069861893768735	38.18677525519102	-51.99880713873107	172.10535746162319	58383.33571984074	56609.15719128259	0	330530	23.34120750427246	21.434358596801758	21.464996337890625	1777.6712646484375	947.0243530273438	118.29243469238281	162.1683807373047	171.34913635253906	182.4162139892578	182.3571014404297	1828070656.0	0.16673900187015533	0.4597789943218231	0.9479979872703552	-0.36546701192855835	-118.06358337402344	-11059.818359375	1.3762990236282349	24.444904327392578	23.343626022338867	22.557981491088867	None	None	None	22.153217315673828	0.03314400091767311	0.03036700002849102	0.08646100014448166	0.26645800471305847	0.0974079966545105	0.2087710052728653	0.4941990077495575	0.15115700662136078	683.7384033203125	474.40863037109375	2.613168954849243	0.5692660212516785	0.0016919999616220593	2.499999936844688e-05	52.22922897338867	0.43037500977516174	0.94268798828125	-0.36420801281929016	-117.97676086425781	-11056.74609375	1.3263490200042725	6.236969947814941	3.636876106262207	7.983317852020264	31.3293514251709	1.7209839820861816	1.1774159669876099	2.171905994415283	0.9999970197677612	1.0	1.0	0.0	0.0	0.0006810000049881637	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	2242.47802734375	1714.4019775390625	191.19973754882812	1.1360470056533813	2130208	24.551429748535156	23.415382385253906	22.56407928466797	None	None	None	22.193355560302734	0.9065459966659546	0.9360460042953491	0.9943990111351013	0.9965559840202332	0.9992650151252747	0.9997220039367676	0.9637069702148438	23.34088706970215	21.43387222290039	21.464786529541016	72721691	5443	0.0	0.0	0.0	0.0	0.0	0.0	3776.75146484375	3292.601318359375	4.136185169219971	0.7482050061225891	0.0018469999777153134	2.499999936844688e-05	388.1197509765625	1.3830150365829468	1.1824350357055664	1.1319890022277832	641656832.0	25.80420684814453	1.0280499458312988	1.0711489915847778	0.9517470002174377	0.45686599612236023	0.6882460117340088	0.35150599479675293	1.0902299880981445	0.0	392819	1.2220269441604614	0.0	1.0	210.86279296875	-0.3664950132369995	164.17054748535156	-0.25637900829315186	40.8438720703125	2.005995988845825	3.9525110721588135	9.3739595413208	1.5238829851150513	-0.2747940123081207	-4.852910995483398	-55.2876091003418	9.58549690246582	None	None	None	169.5350799560547	90.29457092285156	-0.37072399258613586	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	9	10	190	187	32	32	10	9010	0	0	0406p000	None	EXP	0408p000
5	9906621427881091	-0.0599341852412997	40.623128293757084	-15.066778549503692	38.18405360191605	-51.99957970395104	172.09889777847022	58383.33571984074	56609.15719128259	0	330530	21.521671295166016	19.836315155029297	19.8989315032959	1825.2181396484375	975.9765625	223.02261352539062	344.62677001953125	322.39666748046875	349.4620361328125	0.0	1987116800.0	0.5151659846305847	0.6646919846534729	0.03342499956488609	-4.550840854644775	-82.14376068115234	-536.8516235351562	0.5908600091934204	23.22013282775879	22.943449020385742	26.189815521240234	None	None	None	23.0712890625	0.03309100121259689	0.10256200283765793	0.13662999868392944	0.12503699958324432	0.15845300257205963	0.24638499319553375	0.3249329924583435	0.4670960009098053	736.6183471679688	510.68011474609375	2.6836400032043457	0.5949029922485352	0.0017500000540167093	2.5999999706982635e-05	56.46744155883789	0.6222479939460754	0.0332380011677742	-4.5351948738098145	-82.08344268798828	-536.7027587890625	0.5694500207901001	1.6265619993209839	2.2097890377044678	76.92623901367188	3.0910120010375977	2.8471179008483887	3.042140007019043	4.396245002746582	0.9996880292892456	1.0	1.0	1.2999999853491317e-05	1.9999999949504854e-06	7.000000096013537e-06	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	2242.47802734375	1714.4019775390625	191.19973754882812	0.31139400601387024	2130208	23.32648468017578	23.015090942382812	26.195903778076172	None	None	None	23.111360549926758	0.9066900014877319	0.9361460208892822	0.9944080114364624	0.9965620040893555	0.9992660284042358	0.9997230172157288	0.9637640118598938	21.512657165527344	19.83587646484375	19.898765563964844	72721691	5251	0.0	0.0	0.0	0.0	0.0	0.0	3776.75146484375	3292.601318359375	4.136185169219971	0.7482050061225891	0.0018469999777153134	2.499999936844688e-05	388.1197509765625	1.3830150365829468	1.1824350357055664	1.1319890022277832	2008306688.0	30.959442138671875	1.078266978263855	1.0355050563812256	0.4374620020389557	0.658748984336853	0.5706790089607239	0.23492099344730377	1.0980219841003418	0.0	392819	-0.09627000242471695	0.0	1.0	0.0	0.0	0.0	0.0	204.90603637695312	1.2377020120620728	12.677310943603516	14.061710357666016	0.05445000156760216	-3.4979939460754395	-3.4342219829559326	-2.7189440727233887	4.279120922088623	None	None	None	174.06504821777344	93.05292510986328	-3.084542989730835	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	9	10	188	187	32	32	10	9010	0	0	0406p000	None	REX	0408p000
...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...
1767	9906621427885021	0.0343632667844006	40.71359938052103	-15.005464740673053	38.303546851030106	-51.86894437813492	172.10438264485038	58379.39080122075	56609.15719128259	0	330530	75.77909088134766	75.1276626586914	82.82982635498047	582.1029663085938	2271.667724609375	36.69354248046875	64.14915466308594	49.796573638916016	64.4947280883789	0.0	236581248.0	0.417385995388031	1.3655019998550415	4.278507232666016	4.283473014831543	401.3929748535156	6506.18505859375	1.3207080364227295	23.44865608215332	22.16176986694336	20.921770095825195	20.920509338378906	15.991076469421387	12.966684341430664	22.197982788085938	0.0340920016169548	0.02679399959743023	0.09059300273656845	0.09028500318527222	0.08175600320100784	0.1966789960861206	0.2842879891395569	0.37731999158859253	89.43973541259766	72.6101303100586	1.7315560579299927	0.39238399267196655	0.0011210000375285745	1.8000000636675395e-05	8.338361740112305	1.2757600545883179	4.253859043121338	4.268301010131836	401.08935546875	6504.326171875	1.2714320421218872	12.423064231872559	6.465582847595215	1.5644129514694214	3.823193073272705	2.160912036895752	0.9840289950370789	8.259774208068848	0.5014320015907288	0.607200026512146	0.7700430154800415	9.999999974752427e-07	4.999999873689376e-06	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	928.189453125	869.8348388671875	124.22787475585938	1.322646975517273	4080144	23.558225631713867	22.235578536987305	20.928041458129883	20.924362182617188	15.991897583007812	12.966994285583496	22.239267349243164	0.9040070176124573	0.9342790246009827	0.9942389726638794	0.9964579939842224	0.999243974685669	0.9997140169143677	0.9626889824867249	75.49812316894531	74.41145324707031	59.113197326660156	72721780	9181	0.0	0.0	0.0	0.0	0.0	0.0	1552.956298828125	1702.255859375	4.136185169219971	0.7482050061225891	0.0018469999777153134	2.499999936844688e-05	266.4612731933594	1.4062299728393555	1.206292986869812	1.0679409503936768	239587856.0	36.457340240478516	0.9367859959602356	0.9464390277862549	1.5287450551986694	0.6029450297355652	1.6302160024642944	0.19573700428009033	1.0429019927978516	0.0	392819	-0.00368899991735816	0.0	1.0	0.0	0.0	0.0	0.0	32.23133087158203	2.7248001098632812	3.5684120655059814	10.870951652526855	5.597592830657959	2.6736879348754883	13.428531646728516	27.972782135009766	3.6714138984680176	0.00367900007404387	4.932465076446533	3.0249030590057373	55.629085540771484	216.49757385253906	1.3112260103225708	0	0	0	0	0	0	1	8196	0	0	0	0	0	0	0	0	0	4	6	185	182	27	26	7	9010	0	0	0406p000	None	REX	0408p000
1768	9906621427885089	0.0352290038022054	40.71469931521928	-15.004985603972438	38.30490849271063	-51.86756364950615	172.1047552896533	58379.39080122075	56637.176398432595	0	330530	124.04808044433594	133.07015991210938	113.72339630126953	566.9893188476562	2283.563232421875	692.6819458007812	732.9837036132812	843.3509521484375	758.1797485351562	843.3512573242188	6414627328.0	1.4480849504470825	2.884779930114746	-2.652904987335205	-3.0344390869140625	-519.8920288085938	-1644.1492919921875	10.165831565856934	22.09801483154297	21.34971809387207	None	None	None	None	19.98214340209961	0.03412200137972832	0.11918199807405472	0.24538399279117584	0.8910419940948486	0.17469200491905212	0.3520430028438568	1.0564539432525635	1.3089599609375	54.37126159667969	47.91218566894531	0.8499730229377747	0.19398599863052368	0.0006140000186860561	1.2000000424450263e-05	4.9767961502075195	2.6950249671936035	-2.6376090049743652	-3.023682117462158	-519.4984130859375	-1643.67919921875	9.786200523376465	45.942344665527344	36.16743087768555	13.302993774414062	15.153066635131836	1.205888032913208	2.265007972717285	6.61246919631958	0.3682340085506439	0.4744589924812317	0.552685022354126	0.0010219999821856618	0.002302000066265464	0.0010679999832063913	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	928.189453125	953.9509887695312	101.44552612304688	0.784089982509613	4080144	22.207683563232422	21.423593521118164	None	None	None	None	20.02346420288086	0.9039250016212463	0.9342219829559326	0.994234025478363	0.9964550137519836	0.9992430210113525	0.9997140169143677	0.9626560211181641	133.98582458496094	118.55158996582031	110.22134399414062	72721780	9249	0.0	0.0	0.0	0.0	0.0	0.0	1552.956298828125	1814.5594482421875	4.136185169219971	0.7482050061225891	0.0018469999777153134	2.499999936844688e-05	218.00839233398438	1.4062299728393555	1.2660930156707764	1.0747710466384888	4876993024.0	5.3856000900268555	0.984142005443573	1.0097969770431519	1.3211309909820557	0.624504029750824	1.4381730556488037	0.16069099307060242	1.0717970132827759	0.0	392819	1.400128960609436	0.0	4.0	1530.4237060546875	-0.13646399974822998	1421.578857421875	0.05745000019669533	912.3961181640625	5.868800163269043	9.651865005493164	18.65459442138672	-2.431715965270996	-1.331747055053711	-12.874268531799316	-5.7384490966796875	21.83177375793457	None	None	None	54.18916320800781	217.6309051513672	None	0	0	0	0	0	0	1	4	0	0	0	0	0	0	0	0	0	4	7	184	180	27	26	6	9010	0	0	0406p000	None	DEV	0408p000
1769	9906621427885010	0.0365739652454537	40.71342126210118	-15.003308904820534	38.3040860865869	-51.86743005365373	172.10175837982993	58379.39080122075	56609.15719128259	0	330530	67.98094940185547	67.39523315429688	69.71142578125	584.5504150390625	2302.043701171875	88.94351196289062	150.88339233398438	138.6069793701172	162.2813262939453	0.0	401885216.0	0.7327389717102051	1.4268879890441895	-2.783869981765747	0.8308590054512024	-105.31672668457031	866.69921875	1.932239055633545	22.837627410888672	22.114025115966797	None	22.701181411743164	None	15.155328750610352	21.784847259521484	0.03410999849438667	0.051927000284194946	0.10450699925422668	0.14582599699497223	0.10110700130462646	0.20015600323677063	0.30870500206947327	0.6623650193214417	99.9150161743164	81.1334457397461	1.8355419635772705	0.41266700625419617	0.001155999954789877	1.8999999156221747e-05	9.892309188842773	1.333063006401062	-2.7678239345550537	0.8279150128364563	-105.23701477050781	866.4514770507812	1.8601069450378418	5.0328688621521	4.5657501220703125	4.276737213134766	21.637113571166992	3.5367720127105713	2.537398099899292	4.03259801864624	0.5006669759750366	0.6042709946632385	0.8027160167694092	0.0	0.0	9.000000318337698e-06	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	928.189453125	869.8348388671875	124.22787475585938	0.7593820095062256	4080144	22.947256088256836	22.18787384033203	None	22.705036163330078	None	15.1556396484375	21.826154708862305	0.9039580225944519	0.9342449903488159	0.9942359924316406	0.9964560270309448	0.9992430210113525	0.9997140169143677	0.9626690149307251	67.84654235839844	66.95738983154297	55.98678970336914	72721782	9170	0.0	0.0	0.0	0.0	0.0	0.0	1552.956298828125	1702.255859375	4.136185169219971	0.7482050061225891	0.0018469999777153134	2.499999936844688e-05	266.4612731933594	1.4062299728393555	1.206292986869812	1.0679409503936768	402443360.0	96.10211944580078	0.9811199903488159	0.9764789938926697	1.0834180116653442	0.6053789854049683	0.9673579931259155	0.19862399995326996	1.0192320346832275	0.0	392819	0.361719012260437	0.0	1.0	0.0	0.0	0.0	0.0	46.17560958862305	2.5599119663238525	6.6208319664001465	12.007442474365234	-3.7499070167541504	0.531844973564148	-3.57851505279541	3.748948097229004	5.85041618347168	None	None	None	55.86225891113281	219.39158630371094	None	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	4	6	186	183	27	26	7	9010	0	0	0406p000	None	REX	0408p000
1770	9906621427885104	0.0362756713991508	40.714927950222716	-15.004062600324781	38.30547161423829	-51.866635934479326	172.10388750413452	58379.39080122075	56637.176398432595	0	330530	73.46151733398438	78.65818786621094	72.81626892089844	563.8477783203125	2297.945068359375	34.85002899169922	80.08702850341797	53.797325134277344	80.81307983398438	0.0	246363952.0	0.7220979928970337	1.1754339933395386	0.23305100202560425	0.18852199614048004	299.42156982421875	-4161.88330078125	1.406520962715149	22.8535099029541	22.324504852294922	24.081371307373047	24.311595916748047	16.30929183959961	None	22.129634857177734	0.034136999398469925	0.04690900072455406	0.07891900092363358	0.09730999916791916	0.10248400270938873	0.18646399676799774	0.2946929931640625	0.6526939868927002	92.13147735595703	81.60848236083984	1.7464770078659058	0.3899669945240021	0.0011139999842271209	1.8000000636675395e-05	7.837000846862793	1.0980839729309082	0.23170700669288635	0.18785299360752106	299.19476318359375	-4160.6923828125	1.3539739847183228	5.737536907196045	5.7239460945129395	47.080101013183594	90.81819915771484	2.573812961578369	1.1929279565811157	8.402780532836914	0.5232539772987366	0.6610850095748901	0.7545639872550964	0.0	9.999999974752427e-07	1.9999999949504854e-06	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	928.189453125	953.9509887695312	101.44552612304688	0.5648159980773926	4080144	22.963226318359375	22.39841079711914	24.0876522064209	24.315452575683594	16.310115814208984	None	22.170974731445312	0.903885006904602	0.934194028377533	0.9942309856414795	0.9964529871940613	0.9992430210113525	0.9997140169143677	0.9626399874687195	71.5634765625	69.7564468383789	71.8677749633789	72721780	9264	0.0	0.0	0.0	0.0	0.0	0.0	1552.956298828125	1814.5594482421875	4.136185169219971	0.7482050061225891	0.0018469999777153134	2.499999936844688e-05	218.00839233398438	1.4062299728393555	1.2660930156707764	1.0747710466384888	255372240.0	97.8615493774414	0.987729012966156	0.9839119911193848	1.2551709413528442	0.5994330048561096	1.0351450443267822	0.14302000403404236	1.0221220254898071	0.0	392819	0.22743600606918335	0.0	1.0	0.0	0.0	0.0	0.0	32.18492126464844	2.7041800022125244	6.264890193939209	9.919805526733398	0.306210994720459	0.11730899661779404	9.986048698425293	-17.859115600585938	3.790400981903076	-0.22779999673366547	8.00533676147461	None	53.88985824584961	219.00108337402344	-1.9166769981384277	0	0	0	0	0	0	1	8192	0	0	0	0	0	0	0	0	0	4	7	184	180	27	26	6	9010	0	0	0406p000	None	REX	0408p000
1771	9906621427885330	0.0339645305720009	40.71857574001522	-15.007396878678943	38.30831263708318	-51.865887704074446	172.11077494009248	58379.39080122075	56637.176398432595	0	330530	299.2601623535156	285.0848083496094	307.6664733886719	513.725341796875	2266.18896484375	14050.7890625	35409.46484375	37588.86328125	35528.11328125	37626.26953125	125965008896.0	23.515390396118164	36.3426399230957	0.07495500147342682	-5.373929023742676	-862.2980346679688	-3545.82080078125	49.19404602050781	19.071619033813477	18.59895896911621	25.312997817993164	None	None	None	18.270217895507812	0.03418700024485588	0.9927240014076233	1.5857599973678589	2.211970090866089	1.024737000465393	1.6500600576400757	2.329941987991333	21.252098083496094	26.42991065979004	20.978235244750977	0.44944098591804504	0.10625199973583221	0.000375000003259629	9.000000318337698e-06	1.826225996017456	33.94773864746094	0.074522003531456	-5.354842185974121	-861.6439819335938	-3544.804931640625	47.35354995727539	4.734735012054443	4.630583763122559	1238.972412109375	18.341552734375	0.9381380081176758	1.8909740447998047	6.499423027038574	0.4557499885559082	0.531944990158081	0.4663589894771576	0.02070399932563305	0.02774300053715706	0.01868700049817562	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	1062.288818359375	953.9509887695312	101.44552612304688	0.5085219740867615	4080144	19.181495666503906	18.6729736328125	25.31928825378418	None	None	None	18.31161880493164	0.9037529826164246	0.9341019988059998	0.9942229986190796	0.9964479804039001	0.9992409944534302	0.9997130036354065	0.9625869989395142	301.6131591796875	276.80413818359375	305.4925537109375	72721780	9490	0.0	0.0	0.0	0.0	0.0	0.0	1720.8885498046875	1814.5594482421875	4.136185169219971	0.7482050061225891	0.0018469999777153134	2.499999936844688e-05	218.00839233398438	1.5080360174179077	1.2660930156707764	1.0747710466384888	129698824192.0	60.819786071777344	1.0118199586868286	1.0126080513000488	1.7950060367584229	0.6516309976577759	1.4471759796142578	0.18490399420261383	1.0321500301361084	0.0	392819	0.3613550066947937	1411.2440185546875	3.6423580646514893	74907.6875	-0.04349900037050247	102543.359375	0.052886001765728	53652.07421875	9.456720352172852	109.25709533691406	155.48744201660156	0.049959998577833176	-1.7454839944839478	-16.67528533935547	-10.364204406738281	63.99260330200195	None	None	None	49.11454772949219	215.9755859375	-7.007668972015381	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	5	7	185	180	27	26	6	9010	0	0	0406p000	None	SER	0408p000
1772	9906621427885159	0.0362750460534613	40.715927105330636	-15.00437507125113	38.30645414990661	-51.86596352775241	172.1050843326959	58379.39080122075	56637.176398432595	0	330530	22.777883529663086	21.031858444213867	19.226781845092773	550.118896484375	2297.9365234375	98.87203979492188	152.26747131347656	151.30484008789062	156.5274658203125	0.0	865932096.0	0.31279799342155457	0.5988730192184448	0.10562100261449814	-0.13466300070285797	-163.84344482421875	2591.39013671875	1.1920000314712524	23.761838912963867	23.056663513183594	24.94062614440918	None	None	13.966168403625488	22.309309005737305	0.03415700048208237	0.06339400261640549	0.12544499337673187	0.2572929859161377	0.1226319968700409	0.23677599430084229	0.4467400014400482	0.2827169895172119	378.27374267578125	304.7899475097656	2.716197967529297	0.576125979423523	0.001478999969549477	2.099999983329326e-05	29.61675262451172	0.5594419836997986	0.1050110012292862	-0.13418500125408173	-163.71926879882812	2590.6484375	1.1474419832229614	3.785533905029297	3.15720796585083	80.30736541748047	81.6451416015625	1.210407018661499	1.1694010496139526	2.3305439949035645	0.599727988243103	0.699292004108429	0.7500090003013611	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	1062.288818359375	953.9509887695312	101.44552612304688	0.7410069704055786	4080144	23.871620178222656	23.130613327026367	24.946910858154297	None	None	13.96647834777832	22.35067367553711	0.9038320183753967	0.9341570138931274	0.9942280054092407	0.9964510202407837	0.9992420077323914	0.9997140169143677	0.9626190066337585	20.963794708251953	20.99135398864746	19.226377487182617	72721780	9319	0.0	0.0	0.0	0.0	0.0	0.0	1720.8885498046875	1814.5594482421875	4.136185169219971	0.7482050061225891	0.0018469999777153134	2.499999936844688e-05	218.00839233398438	1.5080360174179077	1.2660930156707764	1.0747710466384888	869271296.0	72.71266174316406	0.9824910163879395	0.9388589859008789	1.0256919860839844	0.6262819766998291	1.0651559829711914	0.17060600221157074	1.0427039861679077	0.0	392819	0.7799400091171265	0.0	1.0	0.0	0.0	0.0	0.0	90.18597412109375	1.2165780067443848	5.498635768890381	9.766861915588379	0.17306800186634064	-0.1018500030040741	-6.296734809875488	11.894451141357422	6.244524002075195	None	None	None	52.58186721801758	219.00027465820312	-2.5962369441986084	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	5	7	184	180	27	26	6	9010	0	0	0406p000	None	REX	0408p000
1773	9906621427885380	0.0347008224043375	40.719417727401215	-15.006960179952708	38.30937873713056	-51.864776367641156	172.11097977682363	58379.39080122075	56637.176398432595	0	330530	4.470592021942139	3.3521180152893066	2.6641650199890137	502.156005859375	2276.305908203125	33.25917053222656	31.90662384033203	0.0	0.0	0.0	966680128.0	0.1022540032863617	0.05175299942493439	1.3805040121078491	0.21447600424289703	61.110042572021484	2080.1845703125	0.05801599845290184	24.97580337524414	25.715166091918945	22.149906158447266	24.171554565429688	18.034719467163086	14.204745292663574	25.59113121032715	0.03421099856495857	0.07195000350475311	0.03763899952173233	0.04348199814558029	0.2023259997367859	0.25828200578689575	0.37011900544166565	0.09240499883890152	3157.16064453125	2741.422119140625	3.1083500385284424	0.6537500023841858	0.0016580000519752502	2.2000000171829015e-05	213.0670623779297	0.048340000212192535	1.3725240230560303	0.21371300518512726	61.063655853271484	2079.588134765625	0.05584400147199631	4.568105220794678	12.941338539123535	7.9180989265441895	51.84758758544922	6.31870698928833	1.103742003440857	12.619765281677246	0.9849709868431091	0.9971449971199036	1.0	0.0	0.08126900345087051	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	2002.48828125	1494.6295166015625	101.44552612304688	-0.7034760117530823	4080144	25.085756301879883	25.78923225402832	22.156200408935547	24.1754207611084	18.03554344177246	14.205057144165039	25.63256072998047	0.9036890268325806	0.9340569972991943	0.9942190051078796	0.9964460134506226	0.9992409944534302	0.9997130036354065	0.9625610113143921	4.33040189743042	3.431334972381592	2.6641180515289307	72721781	9540	0.0	0.0	0.0	0.0	0.0	0.0	3324.9697265625	2863.93017578125	4.136185169219971	0.7482050061225891	0.0018469999777153134	2.499999936844688e-05	218.00839233398438	1.413915991783142	1.2327289581298828	1.0747710466384888	927159872.0	79.35669708251953	0.9237470030784607	0.9635390043258667	1.2210220098495483	0.3903310000896454	0.7064099907875061	0.10528499633073807	0.9970179796218872	0.0	392819	0.15667200088500977	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	5.192130088806152	2.5310161113739014	2.419830083847046	0.17279799282550812	2.4860620498657227	9.723958015441895	0.8151440024375916	-2.0192201137542725	6.139876842498779	3.8304860591888428	48.01230239868164	216.939453125	3.4763600826263428	0	0	0	0	2048	0	1	8192	0	0	0	0	0	0	0	0	0	8	10	184	180	27	26	6	9010	0	0	0406p000	None	PSF	0408p000

Photometry data#

[10]:

par_dict={
    "DEC": -0.013294166666667,
    "RA": 40.66962125,
    "T1": "2017-03-06T13:26:48.000",
    "T2": "2017-03-06T15:32:27.000",
    "T_format": "isot",
    "data_release": 9,
    "instrument": "legacysurvey",
    "product": "legacy_survey_photometry",
    "product_type": "Real",
    "radius_photometry": 1.0,
    "src_name": "NGC1068"
}

data_collection = disp.get_product(**par_dict)

please beware that by default, in a typical setup, oda_api will not output much. To learn how to increase the verbosity, please refer to the documentation: https://oda-api.readthedocs.io/en/latest/user_guide/ScienceWindowList.html?highlight=logging#Let's-get-some-logging .
To disable this message you can pass `.get_product(..., silent=True)`
/home/dsavchenko/Projects/cloud/dispatcher-container/oda_api/oda_api/api.py:1046: UserWarning:
----------------------------------------------------------------------------
the parameter: T_format   is not among valid ones:
['src_name', 'RA', 'DEC', 'T1', 'T2', 'token', 'data_release', 'radius_photometry']
this will throw an error in a future version
and might break the current request!
 ----------------------------------------------------------------------------

  warnings.warn(msg)

[11]:

data_collection.show()

ID=0 prod_name=legacy_survey_photometry_0  meta_data: OrderedDict()

[12]:

ph_data = data_collection.legacy_survey_photometry_0
ph_data

[12]:

Table length=7

E	nuFnu	nuFnu_err
eV	erg / (cm2 s)	erg / (cm2 s)
float64	float64	float64
2.6010488659898483	3.577386033401825e-09	6.891867799656037e-14
1.9911736624573224	5.1539002648992134e-09	6.463046950134752e-14
1.3583318470299512	5.885992256374001e-09	8.391345448800664e-14
0.36837895162623446	5.252805568437323e-10	9.874500806718558e-14
0.268666156144902	1.7949798087414824e-10	1.512230428245725e-13
0.10268997757632492	2.723142536544446e-09	2.069919112844245e-13
0.0559025100962944	3.793626668689848e-09	4.909453055210824e-13

[13]:

plt.figure()
plt.errorbar(ph_data['E'], ph_data['nuFnu'], ph_data['nuFnu_err'], fmt='.')
plt.xscale('log')
plt.yscale('log')
plt.xlabel(ph_data['E'].unit)
plt.ylabel(ph_data['nuFnu'].unit)
plt.show()

[ ]: