API

zoomies.KinematicAgeSpline.fit_mono_spline(self, ln_dens_knots=Array([-1., 0.14285725, 1.2857144, 2.4285717, 3.5714288, 4.7142863, 5.8571434, 7.0000005, 8.142858, 9.285715, 10.428573, 11.571429, 12.714287, 13.857144, 15.], dtype=float32), age_knots=Array([-1., 3., 7., 11., 15.], dtype=float32), num_warmup=1000, num_samples=1000, num_chains=2, progress_bar=True, **kwargs)

Fit the monotonic age–lnJz spline to the calibration data. This method wraps numpyro.infer.MCMC.

Parameters

ln_dens_knotsjnp.array

Age density knot values (Gyr). Bulk should range between 0 and 14.

age_knotsjnp.array

Age knot values (Gyr). Bulk should range between 0 and 14.

num_warmupint

Number of warmup sampling steps.

num_samplesint

Number of samples after sampling steps.

num_chainsint

Number of chains.

progress_barBoolean

Progress bar

**kwargsdict

Dictionary of arguments to be passed to numpyro.infer.MCMC.

Returns

None

zoomies.KinematicAgeSpline.write(self, directory='spline_model/', trace_path='trace.nc', training_path='calibration_data.csv', ln_dens_knots_path='ln_dens_knots.csv', age_knots_path='age_knots.csv')

Saves trace netCDF fit file and csv file with calibration data. trace_path is a string with path to save trace file. csv is to save csv file

zoomies.KinematicAgeSpline.evaluate_spline(self, eval_grid=array([0., 0.01401401, 0.02802803, 0.04204204, 0.05605606, 0.07007007, 0.08408408, 0.0980981, 0.11211211, 0.12612613, 0.14014014, 0.15415415, 0.16816817, 0.18218218, 0.1961962, 0.21021021, 0.22422422, 0.23823824, 0.25225225, 0.26626627, 0.28028028, 0.29429429, 0.30830831, 0.32232232, 0.33633634, 0.35035035, 0.36436436, 0.37837838, 0.39239239, 0.40640641, 0.42042042, 0.43443443, 0.44844845, 0.46246246, 0.47647648, 0.49049049, 0.5045045, 0.51851852, 0.53253253, 0.54654655, 0.56056056, 0.57457457, 0.58858859, 0.6026026, 0.61661662, 0.63063063, 0.64464464, 0.65865866, 0.67267267, 0.68668669, 0.7007007, 0.71471471, 0.72872873, 0.74274274, 0.75675676, 0.77077077, 0.78478478, 0.7987988, 0.81281281, 0.82682683, 0.84084084, 0.85485485, 0.86886887, 0.88288288, 0.8968969, 0.91091091, 0.92492492, 0.93893894, 0.95295295, 0.96696697, 0.98098098, 0.99499499, 1.00900901, 1.02302302, 1.03703704, 1.05105105, 1.06506507, 1.07907908, 1.09309309, 1.10710711, 1.12112112, 1.13513514, 1.14914915, 1.16316316, 1.17717718, 1.19119119, 1.20520521, 1.21921922, 1.23323323, 1.24724725, 1.26126126, 1.27527528, 1.28928929, 1.3033033, 1.31731732, 1.33133133, 1.34534535, 1.35935936, 1.37337337, 1.38738739, 1.4014014, 1.41541542, 1.42942943, 1.44344344, 1.45745746, 1.47147147, 1.48548549, 1.4994995, 1.51351351, 1.52752753, 1.54154154, 1.55555556, 1.56956957, 1.58358358, 1.5975976, 1.61161161, 1.62562563, 1.63963964, 1.65365365, 1.66766767, 1.68168168, 1.6956957, 1.70970971, 1.72372372, 1.73773774, 1.75175175, 1.76576577, 1.77977978, 1.79379379, 1.80780781, 1.82182182, 1.83583584, 1.84984985, 1.86386386, 1.87787788, 1.89189189, 1.90590591, 1.91991992, 1.93393393, 1.94794795, 1.96196196, 1.97597598, 1.98998999, 2.004004, 2.01801802, 2.03203203, 2.04604605, 2.06006006, 2.07407407, 2.08808809, 2.1021021, 2.11611612, 2.13013013, 2.14414414, 2.15815816, 2.17217217, 2.18618619, 2.2002002, 2.21421421, 2.22822823, 2.24224224, 2.25625626, 2.27027027, 2.28428428, 2.2982983, 2.31231231, 2.32632633, 2.34034034, 2.35435435, 2.36836837, 2.38238238, 2.3963964, 2.41041041, 2.42442442, 2.43843844, 2.45245245, 2.46646647, 2.48048048, 2.49449449, 2.50850851, 2.52252252, 2.53653654, 2.55055055, 2.56456456, 2.57857858, 2.59259259, 2.60660661, 2.62062062, 2.63463463, 2.64864865, 2.66266266, 2.67667668, 2.69069069, 2.7047047, 2.71871872, 2.73273273, 2.74674675, 2.76076076, 2.77477477, 2.78878879, 2.8028028, 2.81681682, 2.83083083, 2.84484484, 2.85885886, 2.87287287, 2.88688689, 2.9009009, 2.91491491, 2.92892893, 2.94294294, 2.95695696, 2.97097097, 2.98498498, 2.998999, 3.01301301, 3.02702703, 3.04104104, 3.05505506, 3.06906907, 3.08308308, 3.0970971, 3.11111111, 3.12512513, 3.13913914, 3.15315315, 3.16716717, 3.18118118, 3.1951952, 3.20920921, 3.22322322, 3.23723724, 3.25125125, 3.26526527, 3.27927928, 3.29329329, 3.30730731, 3.32132132, 3.33533534, 3.34934935, 3.36336336, 3.37737738, 3.39139139, 3.40540541, 3.41941942, 3.43343343, 3.44744745, 3.46146146, 3.47547548, 3.48948949, 3.5035035, 3.51751752, 3.53153153, 3.54554555, 3.55955956, 3.57357357, 3.58758759, 3.6016016, 3.61561562, 3.62962963, 3.64364364, 3.65765766, 3.67167167, 3.68568569, 3.6996997, 3.71371371, 3.72772773, 3.74174174, 3.75575576, 3.76976977, 3.78378378, 3.7977978, 3.81181181, 3.82582583, 3.83983984, 3.85385385, 3.86786787, 3.88188188, 3.8958959, 3.90990991, 3.92392392, 3.93793794, 3.95195195, 3.96596597, 3.97997998, 3.99399399, 4.00800801, 4.02202202, 4.03603604, 4.05005005, 4.06406406, 4.07807808, 4.09209209, 4.10610611, 4.12012012, 4.13413413, 4.14814815, 4.16216216, 4.17617618, 4.19019019, 4.2042042, 4.21821822, 4.23223223, 4.24624625, 4.26026026, 4.27427427, 4.28828829, 4.3023023, 4.31631632, 4.33033033, 4.34434434, 4.35835836, 4.37237237, 4.38638639, 4.4004004, 4.41441441, 4.42842843, 4.44244244, 4.45645646, 4.47047047, 4.48448448, 4.4984985, 4.51251251, 4.52652653, 4.54054054, 4.55455455, 4.56856857, 4.58258258, 4.5965966, 4.61061061, 4.62462462, 4.63863864, 4.65265265, 4.66666667, 4.68068068, 4.69469469, 4.70870871, 4.72272272, 4.73673674, 4.75075075, 4.76476476, 4.77877878, 4.79279279, 4.80680681, 4.82082082, 4.83483483, 4.84884885, 4.86286286, 4.87687688, 4.89089089, 4.9049049, 4.91891892, 4.93293293, 4.94694695, 4.96096096, 4.97497497, 4.98898899, 5.003003, 5.01701702, 5.03103103, 5.04504505, 5.05905906, 5.07307307, 5.08708709, 5.1011011, 5.11511512, 5.12912913, 5.14314314, 5.15715716, 5.17117117, 5.18518519, 5.1991992, 5.21321321, 5.22722723, 5.24124124, 5.25525526, 5.26926927, 5.28328328, 5.2972973, 5.31131131, 5.32532533, 5.33933934, 5.35335335, 5.36736737, 5.38138138, 5.3953954, 5.40940941, 5.42342342, 5.43743744, 5.45145145, 5.46546547, 5.47947948, 5.49349349, 5.50750751, 5.52152152, 5.53553554, 5.54954955, 5.56356356, 5.57757758, 5.59159159, 5.60560561, 5.61961962, 5.63363363, 5.64764765, 5.66166166, 5.67567568, 5.68968969, 5.7037037, 5.71771772, 5.73173173, 5.74574575, 5.75975976, 5.77377377, 5.78778779, 5.8018018, 5.81581582, 5.82982983, 5.84384384, 5.85785786, 5.87187187, 5.88588589, 5.8998999, 5.91391391, 5.92792793, 5.94194194, 5.95595596, 5.96996997, 5.98398398, 5.997998, 6.01201201, 6.02602603, 6.04004004, 6.05405405, 6.06806807, 6.08208208, 6.0960961, 6.11011011, 6.12412412, 6.13813814, 6.15215215, 6.16616617, 6.18018018, 6.19419419, 6.20820821, 6.22222222, 6.23623624, 6.25025025, 6.26426426, 6.27827828, 6.29229229, 6.30630631, 6.32032032, 6.33433433, 6.34834835, 6.36236236, 6.37637638, 6.39039039, 6.4044044, 6.41841842, 6.43243243, 6.44644645, 6.46046046, 6.47447447, 6.48848849, 6.5025025, 6.51651652, 6.53053053, 6.54454454, 6.55855856, 6.57257257, 6.58658659, 6.6006006, 6.61461461, 6.62862863, 6.64264264, 6.65665666, 6.67067067, 6.68468468, 6.6986987, 6.71271271, 6.72672673, 6.74074074, 6.75475475, 6.76876877, 6.78278278, 6.7967968, 6.81081081, 6.82482482, 6.83883884, 6.85285285, 6.86686687, 6.88088088, 6.89489489, 6.90890891, 6.92292292, 6.93693694, 6.95095095, 6.96496496, 6.97897898, 6.99299299, 7.00700701, 7.02102102, 7.03503504, 7.04904905, 7.06306306, 7.07707708, 7.09109109, 7.10510511, 7.11911912, 7.13313313, 7.14714715, 7.16116116, 7.17517518, 7.18918919, 7.2032032, 7.21721722, 7.23123123, 7.24524525, 7.25925926, 7.27327327, 7.28728729, 7.3013013, 7.31531532, 7.32932933, 7.34334334, 7.35735736, 7.37137137, 7.38538539, 7.3993994, 7.41341341, 7.42742743, 7.44144144, 7.45545546, 7.46946947, 7.48348348, 7.4974975, 7.51151151, 7.52552553, 7.53953954, 7.55355355, 7.56756757, 7.58158158, 7.5955956, 7.60960961, 7.62362362, 7.63763764, 7.65165165, 7.66566567, 7.67967968, 7.69369369, 7.70770771, 7.72172172, 7.73573574, 7.74974975, 7.76376376, 7.77777778, 7.79179179, 7.80580581, 7.81981982, 7.83383383, 7.84784785, 7.86186186, 7.87587588, 7.88988989, 7.9039039, 7.91791792, 7.93193193, 7.94594595, 7.95995996, 7.97397397, 7.98798799, 8.002002, 8.01601602, 8.03003003, 8.04404404, 8.05805806, 8.07207207, 8.08608609, 8.1001001, 8.11411411, 8.12812813, 8.14214214, 8.15615616, 8.17017017, 8.18418418, 8.1981982, 8.21221221, 8.22622623, 8.24024024, 8.25425425, 8.26826827, 8.28228228, 8.2962963, 8.31031031, 8.32432432, 8.33833834, 8.35235235, 8.36636637, 8.38038038, 8.39439439, 8.40840841, 8.42242242, 8.43643644, 8.45045045, 8.46446446, 8.47847848, 8.49249249, 8.50650651, 8.52052052, 8.53453453, 8.54854855, 8.56256256, 8.57657658, 8.59059059, 8.6046046, 8.61861862, 8.63263263, 8.64664665, 8.66066066, 8.67467467, 8.68868869, 8.7027027, 8.71671672, 8.73073073, 8.74474474, 8.75875876, 8.77277277, 8.78678679, 8.8008008, 8.81481481, 8.82882883, 8.84284284, 8.85685686, 8.87087087, 8.88488488, 8.8988989, 8.91291291, 8.92692693, 8.94094094, 8.95495495, 8.96896897, 8.98298298, 8.996997, 9.01101101, 9.02502503, 9.03903904, 9.05305305, 9.06706707, 9.08108108, 9.0950951, 9.10910911, 9.12312312, 9.13713714, 9.15115115, 9.16516517, 9.17917918, 9.19319319, 9.20720721, 9.22122122, 9.23523524, 9.24924925, 9.26326326, 9.27727728, 9.29129129, 9.30530531, 9.31931932, 9.33333333, 9.34734735, 9.36136136, 9.37537538, 9.38938939, 9.4034034, 9.41741742, 9.43143143, 9.44544545, 9.45945946, 9.47347347, 9.48748749, 9.5015015, 9.51551552, 9.52952953, 9.54354354, 9.55755756, 9.57157157, 9.58558559, 9.5995996, 9.61361361, 9.62762763, 9.64164164, 9.65565566, 9.66966967, 9.68368368, 9.6976977, 9.71171171, 9.72572573, 9.73973974, 9.75375375, 9.76776777, 9.78178178, 9.7957958, 9.80980981, 9.82382382, 9.83783784, 9.85185185, 9.86586587, 9.87987988, 9.89389389, 9.90790791, 9.92192192, 9.93593594, 9.94994995, 9.96396396, 9.97797798, 9.99199199, 10.00600601, 10.02002002, 10.03403403, 10.04804805, 10.06206206, 10.07607608, 10.09009009, 10.1041041, 10.11811812, 10.13213213, 10.14614615, 10.16016016, 10.17417417, 10.18818819, 10.2022022, 10.21621622, 10.23023023, 10.24424424, 10.25825826, 10.27227227, 10.28628629, 10.3003003, 10.31431431, 10.32832833, 10.34234234, 10.35635636, 10.37037037, 10.38438438, 10.3983984, 10.41241241, 10.42642643, 10.44044044, 10.45445445, 10.46846847, 10.48248248, 10.4964965, 10.51051051, 10.52452452, 10.53853854, 10.55255255, 10.56656657, 10.58058058, 10.59459459, 10.60860861, 10.62262262, 10.63663664, 10.65065065, 10.66466466, 10.67867868, 10.69269269, 10.70670671, 10.72072072, 10.73473473, 10.74874875, 10.76276276, 10.77677678, 10.79079079, 10.8048048, 10.81881882, 10.83283283, 10.84684685, 10.86086086, 10.87487487, 10.88888889, 10.9029029, 10.91691692, 10.93093093, 10.94494494, 10.95895896, 10.97297297, 10.98698699, 11.001001, 11.01501502, 11.02902903, 11.04304304, 11.05705706, 11.07107107, 11.08508509, 11.0990991, 11.11311311, 11.12712713, 11.14114114, 11.15515516, 11.16916917, 11.18318318, 11.1971972, 11.21121121, 11.22522523, 11.23923924, 11.25325325, 11.26726727, 11.28128128, 11.2952953, 11.30930931, 11.32332332, 11.33733734, 11.35135135, 11.36536537, 11.37937938, 11.39339339, 11.40740741, 11.42142142, 11.43543544, 11.44944945, 11.46346346, 11.47747748, 11.49149149, 11.50550551, 11.51951952, 11.53353353, 11.54754755, 11.56156156, 11.57557558, 11.58958959, 11.6036036, 11.61761762, 11.63163163, 11.64564565, 11.65965966, 11.67367367, 11.68768769, 11.7017017, 11.71571572, 11.72972973, 11.74374374, 11.75775776, 11.77177177, 11.78578579, 11.7997998, 11.81381381, 11.82782783, 11.84184184, 11.85585586, 11.86986987, 11.88388388, 11.8978979, 11.91191191, 11.92592593, 11.93993994, 11.95395395, 11.96796797, 11.98198198, 11.995996, 12.01001001, 12.02402402, 12.03803804, 12.05205205, 12.06606607, 12.08008008, 12.09409409, 12.10810811, 12.12212212, 12.13613614, 12.15015015, 12.16416416, 12.17817818, 12.19219219, 12.20620621, 12.22022022, 12.23423423, 12.24824825, 12.26226226, 12.27627628, 12.29029029, 12.3043043, 12.31831832, 12.33233233, 12.34634635, 12.36036036, 12.37437437, 12.38838839, 12.4024024, 12.41641642, 12.43043043, 12.44444444, 12.45845846, 12.47247247, 12.48648649, 12.5005005, 12.51451451, 12.52852853, 12.54254254, 12.55655656, 12.57057057, 12.58458458, 12.5985986, 12.61261261, 12.62662663, 12.64064064, 12.65465465, 12.66866867, 12.68268268, 12.6966967, 12.71071071, 12.72472472, 12.73873874, 12.75275275, 12.76676677, 12.78078078, 12.79479479, 12.80880881, 12.82282282, 12.83683684, 12.85085085, 12.86486486, 12.87887888, 12.89289289, 12.90690691, 12.92092092, 12.93493493, 12.94894895, 12.96296296, 12.97697698, 12.99099099, 13.00500501, 13.01901902, 13.03303303, 13.04704705, 13.06106106, 13.07507508, 13.08908909, 13.1031031, 13.11711712, 13.13113113, 13.14514515, 13.15915916, 13.17317317, 13.18718719, 13.2012012, 13.21521522, 13.22922923, 13.24324324, 13.25725726, 13.27127127, 13.28528529, 13.2992993, 13.31331331, 13.32732733, 13.34134134, 13.35535536, 13.36936937, 13.38338338, 13.3973974, 13.41141141, 13.42542543, 13.43943944, 13.45345345, 13.46746747, 13.48148148, 13.4954955, 13.50950951, 13.52352352, 13.53753754, 13.55155155, 13.56556557, 13.57957958, 13.59359359, 13.60760761, 13.62162162, 13.63563564, 13.64964965, 13.66366366, 13.67767768, 13.69169169, 13.70570571, 13.71971972, 13.73373373, 13.74774775, 13.76176176, 13.77577578, 13.78978979, 13.8038038, 13.81781782, 13.83183183, 13.84584585, 13.85985986, 13.87387387, 13.88788789, 13.9019019, 13.91591592, 13.92992993, 13.94394394, 13.95795796, 13.97197197, 13.98598599, 14.]), k=0)

Evaluate the spline for a given posterior index over a grid of possible ages.

Parameters

eval_gridnp.array

Grid of test ages (Gyr) over which to evaluate age–lnJz spline model. Default ranges from 0 to 14 Gyr.

kint

Posterior index

Returns

None

zoomies.KinematicAgeSpline.plot_fit(self, Jz_age_bins=(array([-4., -3.67741935, -3.35483871, -3.03225806, -2.70967742, -2.38709677, -2.06451613, -1.74193548, -1.41935484, -1.09677419, -0.77419355, -0.4516129, -0.12903226, 0.19354839, 0.51612903, 0.83870968, 1.16129032, 1.48387097, 1.80645161, 2.12903226, 2.4516129, 2.77419355, 3.09677419, 3.41935484, 3.74193548, 4.06451613, 4.38709677, 4.70967742, 5.03225806, 5.35483871, 5.67741935, 6.]), array([0., 0.4516129, 0.90322581, 1.35483871, 1.80645161, 2.25806452, 2.70967742, 3.16129032, 3.61290323, 4.06451613, 4.51612903, 4.96774194, 5.41935484, 5.87096774, 6.32258065, 6.77419355, 7.22580645, 7.67741935, 8.12903226, 8.58064516, 9.03225806, 9.48387097, 9.93548387, 10.38709677, 10.83870968, 11.29032258, 11.74193548, 12.19354839, 12.64516129, 13.09677419, 13.5483871, 14.])), eval_grid=array([0., 0.01401401, 0.02802803, 0.04204204, 0.05605606, 0.07007007, 0.08408408, 0.0980981, 0.11211211, 0.12612613, 0.14014014, 0.15415415, 0.16816817, 0.18218218, 0.1961962, 0.21021021, 0.22422422, 0.23823824, 0.25225225, 0.26626627, 0.28028028, 0.29429429, 0.30830831, 0.32232232, 0.33633634, 0.35035035, 0.36436436, 0.37837838, 0.39239239, 0.40640641, 0.42042042, 0.43443443, 0.44844845, 0.46246246, 0.47647648, 0.49049049, 0.5045045, 0.51851852, 0.53253253, 0.54654655, 0.56056056, 0.57457457, 0.58858859, 0.6026026, 0.61661662, 0.63063063, 0.64464464, 0.65865866, 0.67267267, 0.68668669, 0.7007007, 0.71471471, 0.72872873, 0.74274274, 0.75675676, 0.77077077, 0.78478478, 0.7987988, 0.81281281, 0.82682683, 0.84084084, 0.85485485, 0.86886887, 0.88288288, 0.8968969, 0.91091091, 0.92492492, 0.93893894, 0.95295295, 0.96696697, 0.98098098, 0.99499499, 1.00900901, 1.02302302, 1.03703704, 1.05105105, 1.06506507, 1.07907908, 1.09309309, 1.10710711, 1.12112112, 1.13513514, 1.14914915, 1.16316316, 1.17717718, 1.19119119, 1.20520521, 1.21921922, 1.23323323, 1.24724725, 1.26126126, 1.27527528, 1.28928929, 1.3033033, 1.31731732, 1.33133133, 1.34534535, 1.35935936, 1.37337337, 1.38738739, 1.4014014, 1.41541542, 1.42942943, 1.44344344, 1.45745746, 1.47147147, 1.48548549, 1.4994995, 1.51351351, 1.52752753, 1.54154154, 1.55555556, 1.56956957, 1.58358358, 1.5975976, 1.61161161, 1.62562563, 1.63963964, 1.65365365, 1.66766767, 1.68168168, 1.6956957, 1.70970971, 1.72372372, 1.73773774, 1.75175175, 1.76576577, 1.77977978, 1.79379379, 1.80780781, 1.82182182, 1.83583584, 1.84984985, 1.86386386, 1.87787788, 1.89189189, 1.90590591, 1.91991992, 1.93393393, 1.94794795, 1.96196196, 1.97597598, 1.98998999, 2.004004, 2.01801802, 2.03203203, 2.04604605, 2.06006006, 2.07407407, 2.08808809, 2.1021021, 2.11611612, 2.13013013, 2.14414414, 2.15815816, 2.17217217, 2.18618619, 2.2002002, 2.21421421, 2.22822823, 2.24224224, 2.25625626, 2.27027027, 2.28428428, 2.2982983, 2.31231231, 2.32632633, 2.34034034, 2.35435435, 2.36836837, 2.38238238, 2.3963964, 2.41041041, 2.42442442, 2.43843844, 2.45245245, 2.46646647, 2.48048048, 2.49449449, 2.50850851, 2.52252252, 2.53653654, 2.55055055, 2.56456456, 2.57857858, 2.59259259, 2.60660661, 2.62062062, 2.63463463, 2.64864865, 2.66266266, 2.67667668, 2.69069069, 2.7047047, 2.71871872, 2.73273273, 2.74674675, 2.76076076, 2.77477477, 2.78878879, 2.8028028, 2.81681682, 2.83083083, 2.84484484, 2.85885886, 2.87287287, 2.88688689, 2.9009009, 2.91491491, 2.92892893, 2.94294294, 2.95695696, 2.97097097, 2.98498498, 2.998999, 3.01301301, 3.02702703, 3.04104104, 3.05505506, 3.06906907, 3.08308308, 3.0970971, 3.11111111, 3.12512513, 3.13913914, 3.15315315, 3.16716717, 3.18118118, 3.1951952, 3.20920921, 3.22322322, 3.23723724, 3.25125125, 3.26526527, 3.27927928, 3.29329329, 3.30730731, 3.32132132, 3.33533534, 3.34934935, 3.36336336, 3.37737738, 3.39139139, 3.40540541, 3.41941942, 3.43343343, 3.44744745, 3.46146146, 3.47547548, 3.48948949, 3.5035035, 3.51751752, 3.53153153, 3.54554555, 3.55955956, 3.57357357, 3.58758759, 3.6016016, 3.61561562, 3.62962963, 3.64364364, 3.65765766, 3.67167167, 3.68568569, 3.6996997, 3.71371371, 3.72772773, 3.74174174, 3.75575576, 3.76976977, 3.78378378, 3.7977978, 3.81181181, 3.82582583, 3.83983984, 3.85385385, 3.86786787, 3.88188188, 3.8958959, 3.90990991, 3.92392392, 3.93793794, 3.95195195, 3.96596597, 3.97997998, 3.99399399, 4.00800801, 4.02202202, 4.03603604, 4.05005005, 4.06406406, 4.07807808, 4.09209209, 4.10610611, 4.12012012, 4.13413413, 4.14814815, 4.16216216, 4.17617618, 4.19019019, 4.2042042, 4.21821822, 4.23223223, 4.24624625, 4.26026026, 4.27427427, 4.28828829, 4.3023023, 4.31631632, 4.33033033, 4.34434434, 4.35835836, 4.37237237, 4.38638639, 4.4004004, 4.41441441, 4.42842843, 4.44244244, 4.45645646, 4.47047047, 4.48448448, 4.4984985, 4.51251251, 4.52652653, 4.54054054, 4.55455455, 4.56856857, 4.58258258, 4.5965966, 4.61061061, 4.62462462, 4.63863864, 4.65265265, 4.66666667, 4.68068068, 4.69469469, 4.70870871, 4.72272272, 4.73673674, 4.75075075, 4.76476476, 4.77877878, 4.79279279, 4.80680681, 4.82082082, 4.83483483, 4.84884885, 4.86286286, 4.87687688, 4.89089089, 4.9049049, 4.91891892, 4.93293293, 4.94694695, 4.96096096, 4.97497497, 4.98898899, 5.003003, 5.01701702, 5.03103103, 5.04504505, 5.05905906, 5.07307307, 5.08708709, 5.1011011, 5.11511512, 5.12912913, 5.14314314, 5.15715716, 5.17117117, 5.18518519, 5.1991992, 5.21321321, 5.22722723, 5.24124124, 5.25525526, 5.26926927, 5.28328328, 5.2972973, 5.31131131, 5.32532533, 5.33933934, 5.35335335, 5.36736737, 5.38138138, 5.3953954, 5.40940941, 5.42342342, 5.43743744, 5.45145145, 5.46546547, 5.47947948, 5.49349349, 5.50750751, 5.52152152, 5.53553554, 5.54954955, 5.56356356, 5.57757758, 5.59159159, 5.60560561, 5.61961962, 5.63363363, 5.64764765, 5.66166166, 5.67567568, 5.68968969, 5.7037037, 5.71771772, 5.73173173, 5.74574575, 5.75975976, 5.77377377, 5.78778779, 5.8018018, 5.81581582, 5.82982983, 5.84384384, 5.85785786, 5.87187187, 5.88588589, 5.8998999, 5.91391391, 5.92792793, 5.94194194, 5.95595596, 5.96996997, 5.98398398, 5.997998, 6.01201201, 6.02602603, 6.04004004, 6.05405405, 6.06806807, 6.08208208, 6.0960961, 6.11011011, 6.12412412, 6.13813814, 6.15215215, 6.16616617, 6.18018018, 6.19419419, 6.20820821, 6.22222222, 6.23623624, 6.25025025, 6.26426426, 6.27827828, 6.29229229, 6.30630631, 6.32032032, 6.33433433, 6.34834835, 6.36236236, 6.37637638, 6.39039039, 6.4044044, 6.41841842, 6.43243243, 6.44644645, 6.46046046, 6.47447447, 6.48848849, 6.5025025, 6.51651652, 6.53053053, 6.54454454, 6.55855856, 6.57257257, 6.58658659, 6.6006006, 6.61461461, 6.62862863, 6.64264264, 6.65665666, 6.67067067, 6.68468468, 6.6986987, 6.71271271, 6.72672673, 6.74074074, 6.75475475, 6.76876877, 6.78278278, 6.7967968, 6.81081081, 6.82482482, 6.83883884, 6.85285285, 6.86686687, 6.88088088, 6.89489489, 6.90890891, 6.92292292, 6.93693694, 6.95095095, 6.96496496, 6.97897898, 6.99299299, 7.00700701, 7.02102102, 7.03503504, 7.04904905, 7.06306306, 7.07707708, 7.09109109, 7.10510511, 7.11911912, 7.13313313, 7.14714715, 7.16116116, 7.17517518, 7.18918919, 7.2032032, 7.21721722, 7.23123123, 7.24524525, 7.25925926, 7.27327327, 7.28728729, 7.3013013, 7.31531532, 7.32932933, 7.34334334, 7.35735736, 7.37137137, 7.38538539, 7.3993994, 7.41341341, 7.42742743, 7.44144144, 7.45545546, 7.46946947, 7.48348348, 7.4974975, 7.51151151, 7.52552553, 7.53953954, 7.55355355, 7.56756757, 7.58158158, 7.5955956, 7.60960961, 7.62362362, 7.63763764, 7.65165165, 7.66566567, 7.67967968, 7.69369369, 7.70770771, 7.72172172, 7.73573574, 7.74974975, 7.76376376, 7.77777778, 7.79179179, 7.80580581, 7.81981982, 7.83383383, 7.84784785, 7.86186186, 7.87587588, 7.88988989, 7.9039039, 7.91791792, 7.93193193, 7.94594595, 7.95995996, 7.97397397, 7.98798799, 8.002002, 8.01601602, 8.03003003, 8.04404404, 8.05805806, 8.07207207, 8.08608609, 8.1001001, 8.11411411, 8.12812813, 8.14214214, 8.15615616, 8.17017017, 8.18418418, 8.1981982, 8.21221221, 8.22622623, 8.24024024, 8.25425425, 8.26826827, 8.28228228, 8.2962963, 8.31031031, 8.32432432, 8.33833834, 8.35235235, 8.36636637, 8.38038038, 8.39439439, 8.40840841, 8.42242242, 8.43643644, 8.45045045, 8.46446446, 8.47847848, 8.49249249, 8.50650651, 8.52052052, 8.53453453, 8.54854855, 8.56256256, 8.57657658, 8.59059059, 8.6046046, 8.61861862, 8.63263263, 8.64664665, 8.66066066, 8.67467467, 8.68868869, 8.7027027, 8.71671672, 8.73073073, 8.74474474, 8.75875876, 8.77277277, 8.78678679, 8.8008008, 8.81481481, 8.82882883, 8.84284284, 8.85685686, 8.87087087, 8.88488488, 8.8988989, 8.91291291, 8.92692693, 8.94094094, 8.95495495, 8.96896897, 8.98298298, 8.996997, 9.01101101, 9.02502503, 9.03903904, 9.05305305, 9.06706707, 9.08108108, 9.0950951, 9.10910911, 9.12312312, 9.13713714, 9.15115115, 9.16516517, 9.17917918, 9.19319319, 9.20720721, 9.22122122, 9.23523524, 9.24924925, 9.26326326, 9.27727728, 9.29129129, 9.30530531, 9.31931932, 9.33333333, 9.34734735, 9.36136136, 9.37537538, 9.38938939, 9.4034034, 9.41741742, 9.43143143, 9.44544545, 9.45945946, 9.47347347, 9.48748749, 9.5015015, 9.51551552, 9.52952953, 9.54354354, 9.55755756, 9.57157157, 9.58558559, 9.5995996, 9.61361361, 9.62762763, 9.64164164, 9.65565566, 9.66966967, 9.68368368, 9.6976977, 9.71171171, 9.72572573, 9.73973974, 9.75375375, 9.76776777, 9.78178178, 9.7957958, 9.80980981, 9.82382382, 9.83783784, 9.85185185, 9.86586587, 9.87987988, 9.89389389, 9.90790791, 9.92192192, 9.93593594, 9.94994995, 9.96396396, 9.97797798, 9.99199199, 10.00600601, 10.02002002, 10.03403403, 10.04804805, 10.06206206, 10.07607608, 10.09009009, 10.1041041, 10.11811812, 10.13213213, 10.14614615, 10.16016016, 10.17417417, 10.18818819, 10.2022022, 10.21621622, 10.23023023, 10.24424424, 10.25825826, 10.27227227, 10.28628629, 10.3003003, 10.31431431, 10.32832833, 10.34234234, 10.35635636, 10.37037037, 10.38438438, 10.3983984, 10.41241241, 10.42642643, 10.44044044, 10.45445445, 10.46846847, 10.48248248, 10.4964965, 10.51051051, 10.52452452, 10.53853854, 10.55255255, 10.56656657, 10.58058058, 10.59459459, 10.60860861, 10.62262262, 10.63663664, 10.65065065, 10.66466466, 10.67867868, 10.69269269, 10.70670671, 10.72072072, 10.73473473, 10.74874875, 10.76276276, 10.77677678, 10.79079079, 10.8048048, 10.81881882, 10.83283283, 10.84684685, 10.86086086, 10.87487487, 10.88888889, 10.9029029, 10.91691692, 10.93093093, 10.94494494, 10.95895896, 10.97297297, 10.98698699, 11.001001, 11.01501502, 11.02902903, 11.04304304, 11.05705706, 11.07107107, 11.08508509, 11.0990991, 11.11311311, 11.12712713, 11.14114114, 11.15515516, 11.16916917, 11.18318318, 11.1971972, 11.21121121, 11.22522523, 11.23923924, 11.25325325, 11.26726727, 11.28128128, 11.2952953, 11.30930931, 11.32332332, 11.33733734, 11.35135135, 11.36536537, 11.37937938, 11.39339339, 11.40740741, 11.42142142, 11.43543544, 11.44944945, 11.46346346, 11.47747748, 11.49149149, 11.50550551, 11.51951952, 11.53353353, 11.54754755, 11.56156156, 11.57557558, 11.58958959, 11.6036036, 11.61761762, 11.63163163, 11.64564565, 11.65965966, 11.67367367, 11.68768769, 11.7017017, 11.71571572, 11.72972973, 11.74374374, 11.75775776, 11.77177177, 11.78578579, 11.7997998, 11.81381381, 11.82782783, 11.84184184, 11.85585586, 11.86986987, 11.88388388, 11.8978979, 11.91191191, 11.92592593, 11.93993994, 11.95395395, 11.96796797, 11.98198198, 11.995996, 12.01001001, 12.02402402, 12.03803804, 12.05205205, 12.06606607, 12.08008008, 12.09409409, 12.10810811, 12.12212212, 12.13613614, 12.15015015, 12.16416416, 12.17817818, 12.19219219, 12.20620621, 12.22022022, 12.23423423, 12.24824825, 12.26226226, 12.27627628, 12.29029029, 12.3043043, 12.31831832, 12.33233233, 12.34634635, 12.36036036, 12.37437437, 12.38838839, 12.4024024, 12.41641642, 12.43043043, 12.44444444, 12.45845846, 12.47247247, 12.48648649, 12.5005005, 12.51451451, 12.52852853, 12.54254254, 12.55655656, 12.57057057, 12.58458458, 12.5985986, 12.61261261, 12.62662663, 12.64064064, 12.65465465, 12.66866867, 12.68268268, 12.6966967, 12.71071071, 12.72472472, 12.73873874, 12.75275275, 12.76676677, 12.78078078, 12.79479479, 12.80880881, 12.82282282, 12.83683684, 12.85085085, 12.86486486, 12.87887888, 12.89289289, 12.90690691, 12.92092092, 12.93493493, 12.94894895, 12.96296296, 12.97697698, 12.99099099, 13.00500501, 13.01901902, 13.03303303, 13.04704705, 13.06106106, 13.07507508, 13.08908909, 13.1031031, 13.11711712, 13.13113113, 13.14514515, 13.15915916, 13.17317317, 13.18718719, 13.2012012, 13.21521522, 13.22922923, 13.24324324, 13.25725726, 13.27127127, 13.28528529, 13.2992993, 13.31331331, 13.32732733, 13.34134134, 13.35535536, 13.36936937, 13.38338338, 13.3973974, 13.41141141, 13.42542543, 13.43943944, 13.45345345, 13.46746747, 13.48148148, 13.4954955, 13.50950951, 13.52352352, 13.53753754, 13.55155155, 13.56556557, 13.57957958, 13.59359359, 13.60760761, 13.62162162, 13.63563564, 13.64964965, 13.66366366, 13.67767768, 13.69169169, 13.70570571, 13.71971972, 13.73373373, 13.74774775, 13.76176176, 13.77577578, 13.78978979, 13.8038038, 13.81781782, 13.83183183, 13.84584585, 13.85985986, 13.87387387, 13.88788789, 13.9019019, 13.91591592, 13.92992993, 13.94394394, 13.95795796, 13.97197197, 13.98598599, 14.]))

Plot the age–lnJz spline model over the calibration data.

Parameters

Jz_age_bins : np.array

eval_gridnp.array

Grid of test ages (Gyr) over which to evaluate age–lnJz spline model. Default ranges from 0 to 14 Gyr.

Returns

None (Make this return the figure object)

zoomies.KinematicAgeSpline.evaluate_ages(self, lnJz_sample, eval_grid=array([0., 0.01401401, 0.02802803, 0.04204204, 0.05605606, 0.07007007, 0.08408408, 0.0980981, 0.11211211, 0.12612613, 0.14014014, 0.15415415, 0.16816817, 0.18218218, 0.1961962, 0.21021021, 0.22422422, 0.23823824, 0.25225225, 0.26626627, 0.28028028, 0.29429429, 0.30830831, 0.32232232, 0.33633634, 0.35035035, 0.36436436, 0.37837838, 0.39239239, 0.40640641, 0.42042042, 0.43443443, 0.44844845, 0.46246246, 0.47647648, 0.49049049, 0.5045045, 0.51851852, 0.53253253, 0.54654655, 0.56056056, 0.57457457, 0.58858859, 0.6026026, 0.61661662, 0.63063063, 0.64464464, 0.65865866, 0.67267267, 0.68668669, 0.7007007, 0.71471471, 0.72872873, 0.74274274, 0.75675676, 0.77077077, 0.78478478, 0.7987988, 0.81281281, 0.82682683, 0.84084084, 0.85485485, 0.86886887, 0.88288288, 0.8968969, 0.91091091, 0.92492492, 0.93893894, 0.95295295, 0.96696697, 0.98098098, 0.99499499, 1.00900901, 1.02302302, 1.03703704, 1.05105105, 1.06506507, 1.07907908, 1.09309309, 1.10710711, 1.12112112, 1.13513514, 1.14914915, 1.16316316, 1.17717718, 1.19119119, 1.20520521, 1.21921922, 1.23323323, 1.24724725, 1.26126126, 1.27527528, 1.28928929, 1.3033033, 1.31731732, 1.33133133, 1.34534535, 1.35935936, 1.37337337, 1.38738739, 1.4014014, 1.41541542, 1.42942943, 1.44344344, 1.45745746, 1.47147147, 1.48548549, 1.4994995, 1.51351351, 1.52752753, 1.54154154, 1.55555556, 1.56956957, 1.58358358, 1.5975976, 1.61161161, 1.62562563, 1.63963964, 1.65365365, 1.66766767, 1.68168168, 1.6956957, 1.70970971, 1.72372372, 1.73773774, 1.75175175, 1.76576577, 1.77977978, 1.79379379, 1.80780781, 1.82182182, 1.83583584, 1.84984985, 1.86386386, 1.87787788, 1.89189189, 1.90590591, 1.91991992, 1.93393393, 1.94794795, 1.96196196, 1.97597598, 1.98998999, 2.004004, 2.01801802, 2.03203203, 2.04604605, 2.06006006, 2.07407407, 2.08808809, 2.1021021, 2.11611612, 2.13013013, 2.14414414, 2.15815816, 2.17217217, 2.18618619, 2.2002002, 2.21421421, 2.22822823, 2.24224224, 2.25625626, 2.27027027, 2.28428428, 2.2982983, 2.31231231, 2.32632633, 2.34034034, 2.35435435, 2.36836837, 2.38238238, 2.3963964, 2.41041041, 2.42442442, 2.43843844, 2.45245245, 2.46646647, 2.48048048, 2.49449449, 2.50850851, 2.52252252, 2.53653654, 2.55055055, 2.56456456, 2.57857858, 2.59259259, 2.60660661, 2.62062062, 2.63463463, 2.64864865, 2.66266266, 2.67667668, 2.69069069, 2.7047047, 2.71871872, 2.73273273, 2.74674675, 2.76076076, 2.77477477, 2.78878879, 2.8028028, 2.81681682, 2.83083083, 2.84484484, 2.85885886, 2.87287287, 2.88688689, 2.9009009, 2.91491491, 2.92892893, 2.94294294, 2.95695696, 2.97097097, 2.98498498, 2.998999, 3.01301301, 3.02702703, 3.04104104, 3.05505506, 3.06906907, 3.08308308, 3.0970971, 3.11111111, 3.12512513, 3.13913914, 3.15315315, 3.16716717, 3.18118118, 3.1951952, 3.20920921, 3.22322322, 3.23723724, 3.25125125, 3.26526527, 3.27927928, 3.29329329, 3.30730731, 3.32132132, 3.33533534, 3.34934935, 3.36336336, 3.37737738, 3.39139139, 3.40540541, 3.41941942, 3.43343343, 3.44744745, 3.46146146, 3.47547548, 3.48948949, 3.5035035, 3.51751752, 3.53153153, 3.54554555, 3.55955956, 3.57357357, 3.58758759, 3.6016016, 3.61561562, 3.62962963, 3.64364364, 3.65765766, 3.67167167, 3.68568569, 3.6996997, 3.71371371, 3.72772773, 3.74174174, 3.75575576, 3.76976977, 3.78378378, 3.7977978, 3.81181181, 3.82582583, 3.83983984, 3.85385385, 3.86786787, 3.88188188, 3.8958959, 3.90990991, 3.92392392, 3.93793794, 3.95195195, 3.96596597, 3.97997998, 3.99399399, 4.00800801, 4.02202202, 4.03603604, 4.05005005, 4.06406406, 4.07807808, 4.09209209, 4.10610611, 4.12012012, 4.13413413, 4.14814815, 4.16216216, 4.17617618, 4.19019019, 4.2042042, 4.21821822, 4.23223223, 4.24624625, 4.26026026, 4.27427427, 4.28828829, 4.3023023, 4.31631632, 4.33033033, 4.34434434, 4.35835836, 4.37237237, 4.38638639, 4.4004004, 4.41441441, 4.42842843, 4.44244244, 4.45645646, 4.47047047, 4.48448448, 4.4984985, 4.51251251, 4.52652653, 4.54054054, 4.55455455, 4.56856857, 4.58258258, 4.5965966, 4.61061061, 4.62462462, 4.63863864, 4.65265265, 4.66666667, 4.68068068, 4.69469469, 4.70870871, 4.72272272, 4.73673674, 4.75075075, 4.76476476, 4.77877878, 4.79279279, 4.80680681, 4.82082082, 4.83483483, 4.84884885, 4.86286286, 4.87687688, 4.89089089, 4.9049049, 4.91891892, 4.93293293, 4.94694695, 4.96096096, 4.97497497, 4.98898899, 5.003003, 5.01701702, 5.03103103, 5.04504505, 5.05905906, 5.07307307, 5.08708709, 5.1011011, 5.11511512, 5.12912913, 5.14314314, 5.15715716, 5.17117117, 5.18518519, 5.1991992, 5.21321321, 5.22722723, 5.24124124, 5.25525526, 5.26926927, 5.28328328, 5.2972973, 5.31131131, 5.32532533, 5.33933934, 5.35335335, 5.36736737, 5.38138138, 5.3953954, 5.40940941, 5.42342342, 5.43743744, 5.45145145, 5.46546547, 5.47947948, 5.49349349, 5.50750751, 5.52152152, 5.53553554, 5.54954955, 5.56356356, 5.57757758, 5.59159159, 5.60560561, 5.61961962, 5.63363363, 5.64764765, 5.66166166, 5.67567568, 5.68968969, 5.7037037, 5.71771772, 5.73173173, 5.74574575, 5.75975976, 5.77377377, 5.78778779, 5.8018018, 5.81581582, 5.82982983, 5.84384384, 5.85785786, 5.87187187, 5.88588589, 5.8998999, 5.91391391, 5.92792793, 5.94194194, 5.95595596, 5.96996997, 5.98398398, 5.997998, 6.01201201, 6.02602603, 6.04004004, 6.05405405, 6.06806807, 6.08208208, 6.0960961, 6.11011011, 6.12412412, 6.13813814, 6.15215215, 6.16616617, 6.18018018, 6.19419419, 6.20820821, 6.22222222, 6.23623624, 6.25025025, 6.26426426, 6.27827828, 6.29229229, 6.30630631, 6.32032032, 6.33433433, 6.34834835, 6.36236236, 6.37637638, 6.39039039, 6.4044044, 6.41841842, 6.43243243, 6.44644645, 6.46046046, 6.47447447, 6.48848849, 6.5025025, 6.51651652, 6.53053053, 6.54454454, 6.55855856, 6.57257257, 6.58658659, 6.6006006, 6.61461461, 6.62862863, 6.64264264, 6.65665666, 6.67067067, 6.68468468, 6.6986987, 6.71271271, 6.72672673, 6.74074074, 6.75475475, 6.76876877, 6.78278278, 6.7967968, 6.81081081, 6.82482482, 6.83883884, 6.85285285, 6.86686687, 6.88088088, 6.89489489, 6.90890891, 6.92292292, 6.93693694, 6.95095095, 6.96496496, 6.97897898, 6.99299299, 7.00700701, 7.02102102, 7.03503504, 7.04904905, 7.06306306, 7.07707708, 7.09109109, 7.10510511, 7.11911912, 7.13313313, 7.14714715, 7.16116116, 7.17517518, 7.18918919, 7.2032032, 7.21721722, 7.23123123, 7.24524525, 7.25925926, 7.27327327, 7.28728729, 7.3013013, 7.31531532, 7.32932933, 7.34334334, 7.35735736, 7.37137137, 7.38538539, 7.3993994, 7.41341341, 7.42742743, 7.44144144, 7.45545546, 7.46946947, 7.48348348, 7.4974975, 7.51151151, 7.52552553, 7.53953954, 7.55355355, 7.56756757, 7.58158158, 7.5955956, 7.60960961, 7.62362362, 7.63763764, 7.65165165, 7.66566567, 7.67967968, 7.69369369, 7.70770771, 7.72172172, 7.73573574, 7.74974975, 7.76376376, 7.77777778, 7.79179179, 7.80580581, 7.81981982, 7.83383383, 7.84784785, 7.86186186, 7.87587588, 7.88988989, 7.9039039, 7.91791792, 7.93193193, 7.94594595, 7.95995996, 7.97397397, 7.98798799, 8.002002, 8.01601602, 8.03003003, 8.04404404, 8.05805806, 8.07207207, 8.08608609, 8.1001001, 8.11411411, 8.12812813, 8.14214214, 8.15615616, 8.17017017, 8.18418418, 8.1981982, 8.21221221, 8.22622623, 8.24024024, 8.25425425, 8.26826827, 8.28228228, 8.2962963, 8.31031031, 8.32432432, 8.33833834, 8.35235235, 8.36636637, 8.38038038, 8.39439439, 8.40840841, 8.42242242, 8.43643644, 8.45045045, 8.46446446, 8.47847848, 8.49249249, 8.50650651, 8.52052052, 8.53453453, 8.54854855, 8.56256256, 8.57657658, 8.59059059, 8.6046046, 8.61861862, 8.63263263, 8.64664665, 8.66066066, 8.67467467, 8.68868869, 8.7027027, 8.71671672, 8.73073073, 8.74474474, 8.75875876, 8.77277277, 8.78678679, 8.8008008, 8.81481481, 8.82882883, 8.84284284, 8.85685686, 8.87087087, 8.88488488, 8.8988989, 8.91291291, 8.92692693, 8.94094094, 8.95495495, 8.96896897, 8.98298298, 8.996997, 9.01101101, 9.02502503, 9.03903904, 9.05305305, 9.06706707, 9.08108108, 9.0950951, 9.10910911, 9.12312312, 9.13713714, 9.15115115, 9.16516517, 9.17917918, 9.19319319, 9.20720721, 9.22122122, 9.23523524, 9.24924925, 9.26326326, 9.27727728, 9.29129129, 9.30530531, 9.31931932, 9.33333333, 9.34734735, 9.36136136, 9.37537538, 9.38938939, 9.4034034, 9.41741742, 9.43143143, 9.44544545, 9.45945946, 9.47347347, 9.48748749, 9.5015015, 9.51551552, 9.52952953, 9.54354354, 9.55755756, 9.57157157, 9.58558559, 9.5995996, 9.61361361, 9.62762763, 9.64164164, 9.65565566, 9.66966967, 9.68368368, 9.6976977, 9.71171171, 9.72572573, 9.73973974, 9.75375375, 9.76776777, 9.78178178, 9.7957958, 9.80980981, 9.82382382, 9.83783784, 9.85185185, 9.86586587, 9.87987988, 9.89389389, 9.90790791, 9.92192192, 9.93593594, 9.94994995, 9.96396396, 9.97797798, 9.99199199, 10.00600601, 10.02002002, 10.03403403, 10.04804805, 10.06206206, 10.07607608, 10.09009009, 10.1041041, 10.11811812, 10.13213213, 10.14614615, 10.16016016, 10.17417417, 10.18818819, 10.2022022, 10.21621622, 10.23023023, 10.24424424, 10.25825826, 10.27227227, 10.28628629, 10.3003003, 10.31431431, 10.32832833, 10.34234234, 10.35635636, 10.37037037, 10.38438438, 10.3983984, 10.41241241, 10.42642643, 10.44044044, 10.45445445, 10.46846847, 10.48248248, 10.4964965, 10.51051051, 10.52452452, 10.53853854, 10.55255255, 10.56656657, 10.58058058, 10.59459459, 10.60860861, 10.62262262, 10.63663664, 10.65065065, 10.66466466, 10.67867868, 10.69269269, 10.70670671, 10.72072072, 10.73473473, 10.74874875, 10.76276276, 10.77677678, 10.79079079, 10.8048048, 10.81881882, 10.83283283, 10.84684685, 10.86086086, 10.87487487, 10.88888889, 10.9029029, 10.91691692, 10.93093093, 10.94494494, 10.95895896, 10.97297297, 10.98698699, 11.001001, 11.01501502, 11.02902903, 11.04304304, 11.05705706, 11.07107107, 11.08508509, 11.0990991, 11.11311311, 11.12712713, 11.14114114, 11.15515516, 11.16916917, 11.18318318, 11.1971972, 11.21121121, 11.22522523, 11.23923924, 11.25325325, 11.26726727, 11.28128128, 11.2952953, 11.30930931, 11.32332332, 11.33733734, 11.35135135, 11.36536537, 11.37937938, 11.39339339, 11.40740741, 11.42142142, 11.43543544, 11.44944945, 11.46346346, 11.47747748, 11.49149149, 11.50550551, 11.51951952, 11.53353353, 11.54754755, 11.56156156, 11.57557558, 11.58958959, 11.6036036, 11.61761762, 11.63163163, 11.64564565, 11.65965966, 11.67367367, 11.68768769, 11.7017017, 11.71571572, 11.72972973, 11.74374374, 11.75775776, 11.77177177, 11.78578579, 11.7997998, 11.81381381, 11.82782783, 11.84184184, 11.85585586, 11.86986987, 11.88388388, 11.8978979, 11.91191191, 11.92592593, 11.93993994, 11.95395395, 11.96796797, 11.98198198, 11.995996, 12.01001001, 12.02402402, 12.03803804, 12.05205205, 12.06606607, 12.08008008, 12.09409409, 12.10810811, 12.12212212, 12.13613614, 12.15015015, 12.16416416, 12.17817818, 12.19219219, 12.20620621, 12.22022022, 12.23423423, 12.24824825, 12.26226226, 12.27627628, 12.29029029, 12.3043043, 12.31831832, 12.33233233, 12.34634635, 12.36036036, 12.37437437, 12.38838839, 12.4024024, 12.41641642, 12.43043043, 12.44444444, 12.45845846, 12.47247247, 12.48648649, 12.5005005, 12.51451451, 12.52852853, 12.54254254, 12.55655656, 12.57057057, 12.58458458, 12.5985986, 12.61261261, 12.62662663, 12.64064064, 12.65465465, 12.66866867, 12.68268268, 12.6966967, 12.71071071, 12.72472472, 12.73873874, 12.75275275, 12.76676677, 12.78078078, 12.79479479, 12.80880881, 12.82282282, 12.83683684, 12.85085085, 12.86486486, 12.87887888, 12.89289289, 12.90690691, 12.92092092, 12.93493493, 12.94894895, 12.96296296, 12.97697698, 12.99099099, 13.00500501, 13.01901902, 13.03303303, 13.04704705, 13.06106106, 13.07507508, 13.08908909, 13.1031031, 13.11711712, 13.13113113, 13.14514515, 13.15915916, 13.17317317, 13.18718719, 13.2012012, 13.21521522, 13.22922923, 13.24324324, 13.25725726, 13.27127127, 13.28528529, 13.2992993, 13.31331331, 13.32732733, 13.34134134, 13.35535536, 13.36936937, 13.38338338, 13.3973974, 13.41141141, 13.42542543, 13.43943944, 13.45345345, 13.46746747, 13.48148148, 13.4954955, 13.50950951, 13.52352352, 13.53753754, 13.55155155, 13.56556557, 13.57957958, 13.59359359, 13.60760761, 13.62162162, 13.63563564, 13.64964965, 13.66366366, 13.67767768, 13.69169169, 13.70570571, 13.71971972, 13.73373373, 13.74774775, 13.76176176, 13.77577578, 13.78978979, 13.8038038, 13.81781782, 13.83183183, 13.84584585, 13.85985986, 13.87387387, 13.88788789, 13.9019019, 13.91591592, 13.92992993, 13.94394394, 13.95795796, 13.97197197, 13.98598599, 14.]), k=0)

Evaluate the age probability distribution over a grid of possible ages (default 0 to 14 Gyr) for a chosen lnJz value of sample.

Parameters

lnJz_samplefloat or np.array

lnJz value(s) for which to evaluate age probability distribution(s).

eval_gridnp.array

Grid of test ages (Gyr) over which to evaluate age–lnJz spline model. Default ranges from 0 to 14 Gyr.

kint

Posterior index

Returns

eval_gridnp.array

eval_grid age array input above (x-axis of age probability distribution)

eval_pdfnp.array

Age probabilities associated with each eval_grid point (y-axis of age probability distribution)

zoomies.calc_jz(gaia_table, method='galpy', mwmodel='2022', write=False, fname=None)

Calculates Jz using Gala for a star with a row of Gaia data.

Parameters

gaia_table:

A row of Gaia data.

write: boolean

Save Gaia data table with Jz column?

fname: str

If write = True, filename to save data.