Original question: https://discourse.pymc.io/t/11-16-rethinking-code/5181
Contains the observed data and the sampling of the PyMC3 model
import arviz as az
import matplotlib.pyplot as plt
import numpy as np
import pandas as pd
import pymc3 as pm
import theano.tensor as tt
import warnings
from scipy import stats
from scipy.special import expit as logistic
from scipy.special import softmax
warnings.simplefilter(action="ignore", category=FutureWarning)
RANDOM_SEED = 8927
np.random.seed(286)
az.style.use("arviz-darkgrid")
az.rcParams["stats.hdi_prob"] = 0.89 # name was changed in latest ArviZ
d = pd.read_csv(
"https://raw.githubusercontent.com/pymc-devs/resources/master/Rethinking_2/Data/chimpanzees.csv",
sep=";"
)
# we change "actor" to zero-index
d.actor = d.actor - 1
d["treatment"] = d.prosoc_left + 2 * d.condition
d[["actor", "prosoc_left", "condition", "treatment"]]
actor | prosoc_left | condition | treatment | |
---|---|---|---|---|
0 | 0 | 0 | 0 | 0 |
1 | 0 | 0 | 0 | 0 |
2 | 0 | 1 | 0 | 1 |
3 | 0 | 0 | 0 | 0 |
4 | 0 | 1 | 0 | 1 |
... | ... | ... | ... | ... |
499 | 6 | 1 | 1 | 3 |
500 | 6 | 1 | 1 | 3 |
501 | 6 | 0 | 1 | 2 |
502 | 6 | 0 | 1 | 2 |
503 | 6 | 0 | 1 | 2 |
504 rows × 4 columns
actor_idx, actors = pd.factorize(d.actor)
treat_idx, treatments = pd.factorize(d.treatment)
with pm.Model() as m11_4:
a = pm.Normal("a", 0.0, 1.5, shape=len(actors))
b = pm.Normal("b", 0.0, 0.5, shape=len(treatments))
actor_id = pm.intX(pm.Data("actor_id", actor_idx))
treat_id = pm.intX(pm.Data("treat_id", treat_idx))
p = pm.Deterministic("p", pm.math.invlogit(a[actor_id] + b[treat_id]))
pulled_left = pm.Binomial("pulled_left", 1, p, observed=d.pulled_left)
trace_11_4 = pm.sample(random_seed=RANDOM_SEED)
Auto-assigning NUTS sampler... Initializing NUTS using jitter+adapt_diag... Multiprocess sampling (4 chains in 4 jobs) NUTS: [b, a] Sampling 4 chains, 0 divergences: 100%|██████████| 4000/4000 [00:01<00:00, 2388.27draws/s]
treatment_names = [f"treatment {i+1}" for i in treatments]
# I have given some names to the treatments to show ArviZ capabilities with
# labels thanks to xarray
dims = {
"a": ["actor"],
"b": ["treatment"],
"actor_id": ["experiment"],
"treat_id": ["experiment"],
"p": ["experiment"],
"pulled_left": ["experiment"]
}
coords = {"actor": actors, "treatment": treatment_names}
# also, it is highly recommended to either pass the model instance to `from_pymc3`
# or to call it from the corresponding model context
idata_11_4 = az.from_pymc3(trace_11_4, model=m11_4, dims=dims, coords=coords)
az.summary(idata_11_4, var_names=["a", "b"], round_to=2)
mean | sd | hdi_5.5% | hdi_94.5% | mcse_mean | mcse_sd | ess_mean | ess_sd | ess_bulk | ess_tail | r_hat | |
---|---|---|---|---|---|---|---|---|---|---|---|
a[0] | -0.44 | 0.32 | -0.97 | 0.05 | 0.01 | 0.01 | 696.64 | 696.64 | 697.77 | 1204.46 | 1.01 |
a[1] | 3.90 | 0.76 | 2.82 | 5.27 | 0.02 | 0.01 | 1685.56 | 1590.31 | 1734.73 | 1307.42 | 1.00 |
a[2] | -0.75 | 0.33 | -1.31 | -0.25 | 0.01 | 0.01 | 684.50 | 684.50 | 684.25 | 951.56 | 1.01 |
a[3] | -0.74 | 0.33 | -1.28 | -0.24 | 0.01 | 0.01 | 746.43 | 746.43 | 758.53 | 1041.13 | 1.01 |
a[4] | -0.44 | 0.33 | -0.92 | 0.11 | 0.01 | 0.01 | 672.00 | 672.00 | 673.09 | 1275.21 | 1.00 |
a[5] | 0.49 | 0.34 | -0.03 | 1.03 | 0.01 | 0.01 | 623.04 | 623.04 | 622.09 | 1042.27 | 1.01 |
a[6] | 1.95 | 0.41 | 1.34 | 2.65 | 0.01 | 0.01 | 978.12 | 974.13 | 995.21 | 1331.11 | 1.00 |
b[treatment 1] | -0.04 | 0.29 | -0.53 | 0.38 | 0.01 | 0.01 | 591.45 | 591.45 | 590.00 | 1137.32 | 1.01 |
b[treatment 2] | 0.48 | 0.29 | 0.03 | 0.95 | 0.01 | 0.01 | 637.00 | 637.00 | 637.81 | 1418.87 | 1.01 |
b[treatment 3] | -0.39 | 0.28 | -0.84 | 0.05 | 0.01 | 0.01 | 596.72 | 596.72 | 595.32 | 989.79 | 1.01 |
b[treatment 4] | 0.36 | 0.29 | -0.07 | 0.82 | 0.01 | 0.01 | 580.24 | 580.24 | 577.46 | 931.29 | 1.01 |
Note: I am using this notebook also as a test for arviz-devs/arviz#1201 so I have coordinate values instead of indexes shown in the summary. This has no relation to the current quesion, it is only to prevent surprises when running the notebook on ArviZ<=0.8.3
idata_11_4.posterior["p"].shape
(4, 500, 504)
We have 504 different $p$ but $n_{actors} \times n_{treatments} = 28$?!?! How do we get the 28 $p$ corresponding the each actor
-treatment
combination?
As we have just seen, our values for $p$ correspond to each experiment, and there are 504 of them.
Each experiment was done for a specific combination of actor
and treatment
and different experiments correspond to the same combination of actor
and treatment
. Thus, to get the $p$ corresponding to each of the 28 actor
-treatment
combinations we have (at least) 3 options (we'll focus on the 2nd and 3dr ones):
actor
-treatment
(a reshape could be enough if properly ordered) but with unsorted and ragged data things can get out of control.pm.sample_posterior_predictive
: pm.Data
containers are thought to allow changing the data in the model and get predictions for new values for example. In this particular case, we are modifying the data to contain only one experiment per actor
-treatment
combination which automatically gets us to the case in option 1 where only a reshape is needed.actor
-treatment
It should be noted that even though we are using pm.sample_posterior_predictive
in option 2, we are not getting samples from the posterior predictive. We are using it to cleverly reevaluate a deterministic function from the posterior.
We would be sampling from the posterior predictive if we obtained values from pulled_left
. The obtained values could then be averaged to estimate the probability, but given that we do know the probability it does not make much sense to estimate it.
pm.sample_posterior_predictive
version¶with m11_4:
pm.set_data({"actor_id": np.repeat(range(7), 4), "treat_id": list(range(4)) * 7})
p_post = pm.sample_posterior_predictive(
trace_11_4, random_seed=RANDOM_SEED, var_names=["p"]
)["p"]
p_mu = p_post.mean(0).reshape((7, 4))
100%|██████████| 2000/2000 [00:00<00:00, 3839.00it/s]
p_mu
array([[0.38273298, 0.50794882, 0.3064966 , 0.48028027], [0.97383758, 0.9842027 , 0.96366044, 0.98230814], [0.31552197, 0.43399235, 0.24723306, 0.40704301], [0.31658471, 0.43514105, 0.24811081, 0.40830217], [0.38371248, 0.50898154, 0.30735674, 0.4813107 ], [0.60644722, 0.71919498, 0.52349316, 0.69665124], [0.8650691 , 0.91412716, 0.82050517, 0.90508358]])
The manual version will use ArviZ and xarray to showcase its capabilities. The posterior
group in the InferenceData
object is an xarray.Dataset
. As it can be seen below, the dataset stores both the data and its dimensions and coordinate values:
idata_11_4.posterior
array([0, 1, 2, 3])
array([ 0, 1, 2, ..., 497, 498, 499])
array([0, 1, 2, 3, 4, 5, 6])
array(['treatment 1', 'treatment 2', 'treatment 3', 'treatment 4'], dtype='<U11')
array([ 0, 1, 2, ..., 501, 502, 503])
array([[[ 0.1350494 , 3.43949205, -0.12937185, ..., 0.03736965, 1.13246861, 2.41149076], [-0.53867798, 5.54241401, -0.86097509, ..., -0.49340846, 0.51538093, 2.39456749], [-0.6464498 , 2.63123411, -0.15443548, ..., -0.12293604, 0.72261353, 1.76719445], ..., [-0.22109826, 3.77049511, -0.65876488, ..., -0.36966607, 0.3325513 , 1.70170163], [-0.46268774, 4.32909982, -0.51364639, ..., -0.28914722, 0.34148056, 2.02406726], [-0.79424648, 3.23830151, -1.2127418 , ..., -0.56576385, 0.14399398, 2.40274617]], [[-0.44553248, 3.42886858, -0.63826118, ..., -0.67836183, 0.81808415, 1.80385049], [-0.28375707, 3.41254227, -0.52666946, ..., -0.65795236, 0.72161261, 2.03624599], [-0.24907328, 3.5322941 , -0.78412297, ..., -0.63089803, 1.33693092, 1.96060643], ..., [-0.15288734, 4.08486494, 0.26401406, ..., -0.49760689, 1.507072 , 1.88346066], [-0.42494098, 4.82477725, -0.79238959, ..., 0.09061211, 0.31683397, 2.04605659], [ 0.46118619, 4.64381499, 0.07416212, ..., 0.33530701, 1.21827518, 2.91216765]], [[-0.78547128, 4.7450789 , -0.78546263, ..., -0.80163116, 0.15630192, 1.24127972], [-0.33331993, 2.90132854, -0.76646069, ..., -0.30024591, 0.74294793, 2.61416152], [-0.39723684, 3.41333113, -0.39619374, ..., -0.96907126, 0.10858268, 1.1236944 ], ..., [ 0.05353087, 4.87493456, 0.11899031, ..., 0.15286503, 0.89845667, 1.89079282], [-0.17776394, 5.24086845, -0.13968179, ..., -0.40650101, 0.85596658, 2.32740041], [-0.06807385, 3.49187068, -0.7569612 , ..., 0.12827456, 0.68496056, 2.1930579 ]], [[-0.72787785, 3.3199782 , -0.80540404, ..., -0.57141605, 0.17284305, 1.1029963 ], [-0.44173558, 4.22527233, -1.24332166, ..., -0.65391359, -0.36336629, 2.39538558], [-0.3523625 , 3.91915261, -1.2200635 , ..., -0.85952723, -0.54765908, 2.52172622], ..., [-0.5660457 , 3.07675958, -0.39877395, ..., -0.48418973, 0.88115401, 2.39811526], [-0.57515718, 4.85570589, -0.47318295, ..., -0.02808618, 0.61239922, 1.81332135], [-0.32259427, 2.92729824, -0.54600485, ..., -0.38426948, 0.80376838, 2.46907673]]])
array([[[-0.35929964, 0.08188989, -0.90768709, -0.31891759], [-0.18308382, 0.38016992, -0.46203453, 0.55845587], [-0.40881454, 0.12135358, -0.43520694, 0.18602932], ..., [-0.13702956, 0.25173945, -0.42576259, 0.69042055], [-0.16249926, 0.23940038, -0.59371464, 0.60846425], [-0.15320059, 1.0583223 , -0.53275706, 0.76881312]], [[-0.4386647 , 0.43428959, -0.69013596, 0.5368523 ], [-0.26414823, 0.30762992, -0.53558744, 0.52895948], [-0.22472049, 0.7230068 , -0.79167565, 0.47707052], ..., [-0.20719957, 0.03885995, -1.01523696, -0.38181753], [-0.52578112, 0.3888622 , -0.33594527, 0.36942624], [-1.17373519, -0.19527191, -0.96670953, -0.23657849]], [[ 0.21501781, 0.64151466, -0.2640097 , 0.57598384], [ 0.0341824 , 0.16604603, -0.65063801, 0.26403522], [-0.01247477, 0.82985674, -0.19416263, 0.54055417], ..., [-0.397266 , 0.2877604 , -0.58344193, 0.12683765], [-0.5483128 , 0.41723657, -0.50482686, -0.04789725], [-0.17635197, -0.10309123, -0.8953712 , 0.13159195]], [[ 0.05935307, 1.01295935, 0.07383078, 0.56308356], [ 0.29942449, 0.78510956, -0.42217475, 0.66064565], [ 0.07936967, 0.63896814, -0.58651151, 0.71442086], ..., [-0.00976328, 0.44357886, -0.36715989, 0.28928022], [-0.52414581, 0.20999093, -0.66477251, 0.08737833], [-0.1322785 , 0.55515128, -0.45029006, 0.30174006]]])
array([[[0.4441712 , 0.4441712 , 0.55402312, ..., 0.81814109, 0.81814109, 0.81814109], [0.32700514, 0.32700514, 0.46045575, ..., 0.87352952, 0.87352952, 0.87352952], [0.25821549, 0.25821549, 0.37166134, ..., 0.7911692 , 0.7911692 , 0.7911692 ], ..., [0.41141284, 0.41141284, 0.5076597 , ..., 0.78175772, 0.78175772, 0.78175772], [0.34860267, 0.34860267, 0.44440894, ..., 0.80695625, 0.80695625, 0.80695625], [0.27939853, 0.27939853, 0.56563795, ..., 0.86645702, 0.86645702, 0.86645702]], [[0.29230878, 0.29230878, 0.49718931, ..., 0.75282097, 0.75282097, 0.75282097], [0.36635053, 0.36635053, 0.50596793, ..., 0.81767268, 0.81767268, 0.81767268], [0.3837187 , 0.3837187 , 0.61631435, ..., 0.7629517 , 0.7629517 , 0.7629517 ], ..., [0.41093853, 0.41093853, 0.471524 , ..., 0.70437595, 0.70437595, 0.70437595], [0.27873963, 0.27873963, 0.49098128, ..., 0.84685072, 0.84685072, 0.84685072], [0.32903585, 0.32903585, 0.56608959, ..., 0.87495055, 0.87495055, 0.87495055]], [[0.3611322 , 0.3611322 , 0.46407287, ..., 0.72656619, 0.72656619, 0.72656619], [0.42576834, 0.42576834, 0.45827876, ..., 0.87691377, 0.87691377, 0.87691377], [0.39898127, 0.39898127, 0.6064991 , ..., 0.71698028, 0.71698028, 0.71698028], ..., [0.41490246, 0.41490246, 0.58450415, ..., 0.78706953, 0.78706953, 0.78706953], [0.32605625, 0.32605625, 0.55958368, ..., 0.86087465, 0.86087465, 0.86087465], [0.43919597, 0.43919597, 0.4573129 , ..., 0.7854454 , 0.7854454 , 0.7854454 ]], [[0.33882725, 0.33882725, 0.57079158, ..., 0.76437682, 0.76437682, 0.76437682], [0.46448215, 0.46448215, 0.58500987, ..., 0.87795557, 0.87795557, 0.87795557], [0.43217251, 0.43217251, 0.57116494, ..., 0.87382549, 0.87382549, 0.87382549], ..., [0.35989752, 0.35989752, 0.4694215 , ..., 0.88400907, 0.88400907, 0.88400907], [0.24987052, 0.24987052, 0.40970954, ..., 0.75924576, 0.75924576, 0.75924576], [0.38820285, 0.38820285, 0.55787864, ..., 0.88275549, 0.88275549, 0.88275549]]])
As dimensions are named, xarray
is able to automatically broadcast, here we are adding two 3d arrays with different shapes without any problem and getting the desired 4d output
p_mu_samples = logistic(idata_11_4.posterior["a"]+ idata_11_4.posterior["b"])
p_mu_samples
array([[[[0.4441712 , 0.55402312, 0.3159088 , 0.45416202], [0.95606827, 0.97129007, 0.92634161, 0.95773349], [0.38020658, 0.48813174, 0.26171787, 0.38976755], ..., [0.42020547, 0.5297796 , 0.29518825, 0.43007432], [0.68420601, 0.77106923, 0.55595995, 0.69286569], [0.88616883, 0.92367647, 0.81814109, 0.89017923]], [[0.32700514, 0.46045575, 0.26880136, 0.50494431], [0.99531797, 0.99732888, 0.99382087, 0.99776409], [0.26036758, 0.38206201, 0.21031801, 0.42494175], ..., [0.33704464, 0.47172058, 0.27779151, 0.51625612], [0.58231819, 0.71003434, 0.51333344, 0.74532588], [0.90127602, 0.94129532, 0.87352952, 0.95040619]], [[0.25821549, 0.37166134, 0.25319262, 0.38688608], [0.90224481, 0.94005933, 0.89989218, 0.94360161], [0.3627958 , 0.49173028, 0.3567169 , 0.5078978 ], ..., [0.37010869, 0.49960439, 0.36397725, 0.51576809], [0.57781228, 0.69930008, 0.5713611 , 0.71272237], [0.79549626, 0.86858989, 0.7911692 , 0.87579774]], ..., [[0.41141284, 0.5076597 , 0.34369729, 0.61522334], [0.97425583, 0.98240233, 0.96593192, 0.98858014], [0.31092585, 0.39962558, 0.25265019, 0.50791326], ..., [0.37596846, 0.47055246, 0.31100422, 0.57950811], [0.54872531, 0.64205411, 0.47671404, 0.73555108], [0.82702274, 0.87582137, 0.78175772, 0.9162246 ]], [[0.34860267, 0.44440894, 0.25799757, 0.53637973], [0.98473185, 0.989733 , 0.97669224, 0.99287902], [0.3371221 , 0.431865 , 0.2483632 , 0.52368672], ..., [0.38896937, 0.48756585, 0.29258508, 0.5791578 ], [0.54462626, 0.64127009, 0.43727369, 0.72110408], [0.86547961, 0.90580591, 0.80695625, 0.93292613]], [[0.27939853, 0.56563795, 0.20965545, 0.493642 ], [0.95627397, 0.98656842, 0.93735302, 0.98213902], [0.20327621, 0.46147166, 0.14861582, 0.39080524], ..., [0.32762106, 0.62070895, 0.25001713, 0.55058863], [0.49769836, 0.76893658, 0.4040151 , 0.71357424], [0.90461133, 0.96955952, 0.86645702, 0.95974986]]], [[[0.29230878, 0.49718931, 0.24311653, 0.5228141 ], [0.9521296 , 0.97943043, 0.93927385, 0.98139822], [0.25408821, 0.44918316, 0.20942462, 0.47466948], ..., [0.24656325, 0.43928306, 0.20286266, 0.46468154], [0.59373307, 0.7777105 , 0.53194348, 0.79493551], [0.79660123, 0.9036226 , 0.75282097, 0.91219239]], [[0.36635053, 0.50596793, 0.30590282, 0.5609953 ], [0.9588454 , 0.9763434 , 0.9466954 , 0.98095088], [0.31199312, 0.44545801, 0.25687839, 0.5005725 ], ..., [0.28453008, 0.41330423, 0.23262644, 0.46779642], [0.61241248, 0.73676902, 0.54637264, 0.77739888], [0.85471835, 0.91244622, 0.81767268, 0.92858841]], [[0.3837187 , 0.61631435, 0.26100551, 0.55675367], [0.96468772, 0.98600969, 0.93938132, 0.98217845], [0.26720625, 0.48472571, 0.17139132, 0.42383437], ..., [0.29825557, 0.52301093, 0.19425843, 0.46161878], [0.75254097, 0.88694793, 0.63303408, 0.85984479], [0.85016375, 0.93605275, 0.7629517 , 0.91965561]], ..., [[0.41093853, 0.471524 , 0.23719419, 0.36942022], [0.97972067, 0.98407364, 0.9556224 , 0.97594463], [0.5141998 , 0.57514494, 0.3205549 , 0.47058315], ..., [0.33074744, 0.38728313, 0.18051772, 0.29329707], [0.78581351, 0.8243254 , 0.62053862, 0.75496207], [0.8424088 , 0.87239699, 0.70437595, 0.81781942]], [[0.27873963, 0.49098128, 0.31845388, 0.48612488], [0.98659982, 0.99458762, 0.98889104, 0.99448198], [0.2111228 , 0.40046514, 0.24446853, 0.39580787], ..., [0.3928927 , 0.61762373, 0.4389725 , 0.61302327], [0.44795244, 0.66944948, 0.49522232, 0.66513448], [0.82057904, 0.91945157, 0.84685072, 0.91800035]], [[0.32903585, 0.56608959, 0.37624354, 0.55591704], [0.96982435, 0.98843961, 0.97532802, 0.98795796], [0.2498199 , 0.46975951, 0.29058441, 0.45948493], ..., [0.30186593, 0.53495168, 0.34719259, 0.5246621 ], [0.51113316, 0.73555719, 0.56256182, 0.72744475], [0.85048785, 0.93801629, 0.87495055, 0.93557076]]], [[[0.3611322 , 0.46407287, 0.25932478, 0.44781883], [0.99303658, 0.99544332, 0.98880544, 0.99513622], [0.36113419, 0.46407502, 0.25932644, 0.44782097], ..., [0.35741229, 0.46005618, 0.25623296, 0.44382632], [0.59177783, 0.68950723, 0.47309906, 0.67530667], [0.81096574, 0.86793177, 0.72656619, 0.86023745]], [[0.42576834, 0.45827876, 0.27210715, 0.48268575], [0.94957421, 0.95552674, 0.90471008, 0.95950985], [0.32469497, 0.35424883, 0.19511682, 0.37697084], ..., [0.43387375, 0.46650029, 0.27870709, 0.49094832], [0.68506131, 0.71279425, 0.52306111, 0.73242933], [0.93390885, 0.94159686, 0.87691377, 0.94675804]], [[0.39898127, 0.6064991 , 0.35631382, 0.53576813], [0.96773129, 0.9858416 , 0.96154928, 0.98118091], [0.39923143, 0.60674802, 0.35655309, 0.53602756], ..., [0.27258513, 0.46525247, 0.23808017, 0.39448049], [0.5240085 , 0.71878432, 0.47861806, 0.65681593], [0.75235642, 0.87583334, 0.71698028, 0.8408075 ]], ..., [[0.41490246, 0.58450415, 0.37053763, 0.54497028], [0.98876773, 0.99430636, 0.98650025, 0.99331892], [0.43087656, 0.6003085 , 0.38593031, 0.56114936], ..., [0.43920209, 0.60840805, 0.39398858, 0.56947333], [0.6227391 , 0.76606381, 0.57810883, 0.73600259], [0.81660704, 0.89830698, 0.78706953, 0.88263577]], [[0.32605625, 0.55958368, 0.33568331, 0.44382289], [0.99091996, 0.99652301, 0.991303 , 0.99447522], [0.33447933, 0.56894664, 0.34422806, 0.45324226], ..., [0.27791776, 0.50268386, 0.28672819, 0.38831555], [0.57631247, 0.78129058, 0.58689393, 0.69169794], [0.85558417, 0.93960975, 0.86087465, 0.90716521]], [[0.43919597, 0.4573129 , 0.27618897, 0.51587419], [0.96495737, 0.96735202, 0.93063595, 0.97400374], [0.28225303, 0.29732839, 0.16079397, 0.34856129], ..., [0.48798296, 0.5062955 , 0.3171075 , 0.56460348], [0.62448024, 0.64149743, 0.44759056, 0.69350404], [0.88253997, 0.88992416, 0.7854454 , 0.91089806]]], [[[0.33882725, 0.57079158, 0.34207812, 0.45889441], [0.9670523 , 0.98704121, 0.96751049, 0.97982761], [0.32168238, 0.55170335, 0.32484958, 0.43971458], ..., [0.37471004, 0.60862671, 0.37810831, 0.49791689], [0.55778962, 0.76598949, 0.56135765, 0.67610448], [0.76175935, 0.89244434, 0.76437682, 0.84105246]], [[0.46448215, 0.58500987, 0.29652301, 0.55451001], [0.9892782 , 0.99337582, 0.97818493, 0.99250442], [0.28011381, 0.38741005, 0.15902555, 0.35831708], ..., [0.41229425, 0.53275203, 0.25424698, 0.50168301], [0.48401999, 0.60390032, 0.31312689, 0.5737773 ], [0.9367197 , 0.96009364, 0.87795557, 0.9550422 ]], [[0.43217251, 0.57116494, 0.28112784, 0.58953861], [0.98198767, 0.98962699, 0.96553177, 0.99037361], [0.242193 , 0.35868059, 0.14105258, 0.37621555], ..., [0.31428593, 0.44508267, 0.19061196, 0.46378693], [0.3850212 , 0.52281142, 0.24339225, 0.5415941 ], [0.93093208, 0.95932805, 0.87382549, 0.96217212]], ..., [[0.35989752, 0.4694215 , 0.28227482, 0.43124694], [0.95551066, 0.97126095, 0.93759073, 0.96662617], [0.39926292, 0.51119935, 0.31735935, 0.47265388], ..., [0.37896278, 0.48984868, 0.29914982, 0.4514263 ], [0.705035 , 0.78996805, 0.62574232, 0.7632235 ], [0.91593476, 0.94488775, 0.88400907, 0.93627877]], [[0.24987052, 0.40970954, 0.22444823, 0.38041695], [0.98702358, 0.99373005, 0.98509341, 0.99291795], [0.26946694, 0.4345792 , 0.24269594, 0.40472766], ..., [0.36534672, 0.5453512 , 0.33339745, 0.51481869], [0.52204904, 0.69474347, 0.48690967, 0.66813845], [0.78400761, 0.88322307, 0.75924576, 0.8699707 ]], [[0.38820285, 0.55787864, 0.3158555 , 0.49478664], [0.94240611, 0.97018426, 0.92251421, 0.96191253], [0.33664455, 0.50228659, 0.26967051, 0.43923563], ..., [0.37365979, 0.5426168 , 0.30268184, 0.47937935], [0.66183669, 0.79558406, 0.58746081, 0.7512908 ], [0.91187914, 0.95365674, 0.88275549, 0.94107829]]]])
array([0, 1, 2, 3])
array([ 0, 1, 2, ..., 497, 498, 499])
array([0, 1, 2, 3, 4, 5, 6])
array(['treatment 1', 'treatment 2', 'treatment 3', 'treatment 4'], dtype='<U11')
We can also use dimension names to indicate the dimensions along which the mean should be taken
p_mu_az = p_mu_samples.mean(dim=("chain", "draw"))
p_mu_az
array([[0.38273298, 0.50794882, 0.3064966 , 0.48028027], [0.97383758, 0.9842027 , 0.96366044, 0.98230814], [0.31552197, 0.43399235, 0.24723306, 0.40704301], [0.31658471, 0.43514105, 0.24811081, 0.40830217], [0.38371248, 0.50898154, 0.30735674, 0.4813107 ], [0.60644722, 0.71919498, 0.52349316, 0.69665124], [0.8650691 , 0.91412716, 0.82050517, 0.90508358]])
array([0, 1, 2, 3, 4, 5, 6])
array(['treatment 1', 'treatment 2', 'treatment 3', 'treatment 4'], dtype='<U11')
Note how thanks to xarray, this option ends up being a one liner:
logistic(idata_11_4.posterior["a"]+ idata_11_4.posterior["b"]).mean(dim=("chain", "draw"))
It has been extended to show the intermediate steps.
np.allclose(p_mu, p_mu_az.values) # compare means
True
np.allclose(p_post.reshape((4,-1,7,4)), p_mu_samples) # compare all samples, requires reshaping p_post
True
We can see that here there is actually NO random sampling involved and that both approaches return the same result up to machine error. To be extra sure, go back to the pm.sample_posterior_predictive
call and change the random seed to see we still get the same result.
p
in trace_11_4
¶Finally we'll consider the first option, due to its relation to the following question:
Am I correct thinking that since p is a deterministic function of the parameters a and b , there should be a value of p in trace_11_4 for every value returned by sample_posterior_predictive?
We will explore the values stored in p
in trace_11_4
(or what is the same, in idata_11_4
). p
is defined in the following line:
p = pm.Deterministic("p", pm.math.invlogit(a[actor_id] + b[treat_id]))
Thus, at every sample, p
will contain only 28 different values, these unique values will be equal to the values returned by pm.sample_posterior_predictive
and will be equal to the values stored in p_mu_samples
. To check this, we'll compare the values of p
in each sample for a couple of actor
-treatment
combination with the corresponding values in the other alternatives.
def get_mask(actor, treatment):
return (actor == actor_idx) & (treatment == treat_idx)
Example 1: actor 2 and treatment 1
mask_2_1 = get_mask(actor=2, treatment=1)
da_2_1 = idata_11_4.posterior.p.sel(experiment=mask_2_1)
da_2_1 # the database icon can be used to explore the data
array([[[0.48813174, 0.48813174, 0.48813174, ..., 0.48813174, 0.48813174, 0.48813174], [0.38206201, 0.38206201, 0.38206201, ..., 0.38206201, 0.38206201, 0.38206201], [0.49173028, 0.49173028, 0.49173028, ..., 0.49173028, 0.49173028, 0.49173028], ..., [0.39962558, 0.39962558, 0.39962558, ..., 0.39962558, 0.39962558, 0.39962558], [0.431865 , 0.431865 , 0.431865 , ..., 0.431865 , 0.431865 , 0.431865 ], [0.46147166, 0.46147166, 0.46147166, ..., 0.46147166, 0.46147166, 0.46147166]], [[0.44918316, 0.44918316, 0.44918316, ..., 0.44918316, 0.44918316, 0.44918316], [0.44545801, 0.44545801, 0.44545801, ..., 0.44545801, 0.44545801, 0.44545801], [0.48472571, 0.48472571, 0.48472571, ..., 0.48472571, 0.48472571, 0.48472571], ..., [0.57514494, 0.57514494, 0.57514494, ..., 0.57514494, 0.57514494, 0.57514494], [0.40046514, 0.40046514, 0.40046514, ..., 0.40046514, 0.40046514, 0.40046514], [0.46975951, 0.46975951, 0.46975951, ..., 0.46975951, 0.46975951, 0.46975951]], [[0.46407502, 0.46407502, 0.46407502, ..., 0.46407502, 0.46407502, 0.46407502], [0.35424883, 0.35424883, 0.35424883, ..., 0.35424883, 0.35424883, 0.35424883], [0.60674802, 0.60674802, 0.60674802, ..., 0.60674802, 0.60674802, 0.60674802], ..., [0.6003085 , 0.6003085 , 0.6003085 , ..., 0.6003085 , 0.6003085 , 0.6003085 ], [0.56894664, 0.56894664, 0.56894664, ..., 0.56894664, 0.56894664, 0.56894664], [0.29732839, 0.29732839, 0.29732839, ..., 0.29732839, 0.29732839, 0.29732839]], [[0.55170335, 0.55170335, 0.55170335, ..., 0.55170335, 0.55170335, 0.55170335], [0.38741005, 0.38741005, 0.38741005, ..., 0.38741005, 0.38741005, 0.38741005], [0.35868059, 0.35868059, 0.35868059, ..., 0.35868059, 0.35868059, 0.35868059], ..., [0.51119935, 0.51119935, 0.51119935, ..., 0.51119935, 0.51119935, 0.51119935], [0.4345792 , 0.4345792 , 0.4345792 , ..., 0.4345792 , 0.4345792 , 0.4345792 ], [0.50228659, 0.50228659, 0.50228659, ..., 0.50228659, 0.50228659, 0.50228659]]])
array([0, 1, 2, 3])
array([ 0, 1, 2, ..., 497, 498, 499])
array([145, 146, 147, 150, 152, 153, 156, 160, 161, 162, 166, 167, 169, 170, 173, 176, 177, 179])
np.allclose(da_2_1.values, p_post.reshape((4,-1,7,4))[:,:,2,1,None])
True
np.allclose(da_2_1.values, p_mu_samples.isel(actor=2, treatment=1).values[:,:,None])
True
As shown in this example, positional indexing, isel
, can still be used with xarray. Below we use label based indexing, sel
Example 1: actor 5 and treatment 3
mask_5_3 = get_mask(actor=5, treatment=3)
da_5_3 = idata_11_4.posterior.p.sel(experiment=mask_5_3)
print(np.allclose(da_5_3.values, p_post.reshape((4,-1,7,4))[:,:,5,3,None]))
print(np.allclose(da_5_3.values, p_mu_samples.sel(actor=5, treatment="treatment 4").values[:,:,None]))
True True
d["repetition"] = d.groupby(["actor", "treatment"]).cumcount()
d
actor | recipient | condition | block | trial | prosoc_left | chose_prosoc | pulled_left | treatment | repetition | |
---|---|---|---|---|---|---|---|---|---|---|
0 | 0 | NaN | 0 | 1 | 2 | 0 | 1 | 0 | 0 | 0 |
1 | 0 | NaN | 0 | 1 | 4 | 0 | 0 | 1 | 0 | 1 |
2 | 0 | NaN | 0 | 1 | 6 | 1 | 0 | 0 | 1 | 0 |
3 | 0 | NaN | 0 | 1 | 8 | 0 | 1 | 0 | 0 | 2 |
4 | 0 | NaN | 0 | 1 | 10 | 1 | 1 | 1 | 1 | 1 |
... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
499 | 6 | 4.0 | 1 | 6 | 64 | 1 | 1 | 1 | 3 | 16 |
500 | 6 | 6.0 | 1 | 6 | 66 | 1 | 1 | 1 | 3 | 17 |
501 | 6 | 3.0 | 1 | 6 | 68 | 0 | 0 | 1 | 2 | 15 |
502 | 6 | 7.0 | 1 | 6 | 70 | 0 | 0 | 1 | 2 | 16 |
503 | 6 | 2.0 | 1 | 6 | 72 | 0 | 0 | 1 | 2 | 17 |
504 rows × 10 columns
aux_names = {"actor": "actor_aux", "treatment": "treatment_aux"}
aux_names_inv = {v: k for k, v in aux_names.items()}
multi_idx = pd.MultiIndex.from_frame(
d[["actor", "treatment", "repetition"]].rename(columns=aux_names)
)
idata_11_4.posterior["experiment"] = multi_idx
idata_11_4.posterior = (
idata_11_4.posterior.unstack(
"experiment"
).reset_index(
tuple(aux_names.values()), drop=True
).rename(aux_names_inv)
)
idata_11_4.posterior
array([0, 1, 2, 3])
array([ 0, 1, 2, ..., 497, 498, 499])
array([0, 1, 2, 3, 4, 5, 6])
array(['treatment 1', 'treatment 2', 'treatment 3', 'treatment 4'], dtype='<U11')
array([ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17])
array([[[ 0.1350494 , 3.43949205, -0.12937185, ..., 0.03736965, 1.13246861, 2.41149076], [-0.53867798, 5.54241401, -0.86097509, ..., -0.49340846, 0.51538093, 2.39456749], [-0.6464498 , 2.63123411, -0.15443548, ..., -0.12293604, 0.72261353, 1.76719445], ..., [-0.22109826, 3.77049511, -0.65876488, ..., -0.36966607, 0.3325513 , 1.70170163], [-0.46268774, 4.32909982, -0.51364639, ..., -0.28914722, 0.34148056, 2.02406726], [-0.79424648, 3.23830151, -1.2127418 , ..., -0.56576385, 0.14399398, 2.40274617]], [[-0.44553248, 3.42886858, -0.63826118, ..., -0.67836183, 0.81808415, 1.80385049], [-0.28375707, 3.41254227, -0.52666946, ..., -0.65795236, 0.72161261, 2.03624599], [-0.24907328, 3.5322941 , -0.78412297, ..., -0.63089803, 1.33693092, 1.96060643], ..., [-0.15288734, 4.08486494, 0.26401406, ..., -0.49760689, 1.507072 , 1.88346066], [-0.42494098, 4.82477725, -0.79238959, ..., 0.09061211, 0.31683397, 2.04605659], [ 0.46118619, 4.64381499, 0.07416212, ..., 0.33530701, 1.21827518, 2.91216765]], [[-0.78547128, 4.7450789 , -0.78546263, ..., -0.80163116, 0.15630192, 1.24127972], [-0.33331993, 2.90132854, -0.76646069, ..., -0.30024591, 0.74294793, 2.61416152], [-0.39723684, 3.41333113, -0.39619374, ..., -0.96907126, 0.10858268, 1.1236944 ], ..., [ 0.05353087, 4.87493456, 0.11899031, ..., 0.15286503, 0.89845667, 1.89079282], [-0.17776394, 5.24086845, -0.13968179, ..., -0.40650101, 0.85596658, 2.32740041], [-0.06807385, 3.49187068, -0.7569612 , ..., 0.12827456, 0.68496056, 2.1930579 ]], [[-0.72787785, 3.3199782 , -0.80540404, ..., -0.57141605, 0.17284305, 1.1029963 ], [-0.44173558, 4.22527233, -1.24332166, ..., -0.65391359, -0.36336629, 2.39538558], [-0.3523625 , 3.91915261, -1.2200635 , ..., -0.85952723, -0.54765908, 2.52172622], ..., [-0.5660457 , 3.07675958, -0.39877395, ..., -0.48418973, 0.88115401, 2.39811526], [-0.57515718, 4.85570589, -0.47318295, ..., -0.02808618, 0.61239922, 1.81332135], [-0.32259427, 2.92729824, -0.54600485, ..., -0.38426948, 0.80376838, 2.46907673]]])
array([[[-0.35929964, 0.08188989, -0.90768709, -0.31891759], [-0.18308382, 0.38016992, -0.46203453, 0.55845587], [-0.40881454, 0.12135358, -0.43520694, 0.18602932], ..., [-0.13702956, 0.25173945, -0.42576259, 0.69042055], [-0.16249926, 0.23940038, -0.59371464, 0.60846425], [-0.15320059, 1.0583223 , -0.53275706, 0.76881312]], [[-0.4386647 , 0.43428959, -0.69013596, 0.5368523 ], [-0.26414823, 0.30762992, -0.53558744, 0.52895948], [-0.22472049, 0.7230068 , -0.79167565, 0.47707052], ..., [-0.20719957, 0.03885995, -1.01523696, -0.38181753], [-0.52578112, 0.3888622 , -0.33594527, 0.36942624], [-1.17373519, -0.19527191, -0.96670953, -0.23657849]], [[ 0.21501781, 0.64151466, -0.2640097 , 0.57598384], [ 0.0341824 , 0.16604603, -0.65063801, 0.26403522], [-0.01247477, 0.82985674, -0.19416263, 0.54055417], ..., [-0.397266 , 0.2877604 , -0.58344193, 0.12683765], [-0.5483128 , 0.41723657, -0.50482686, -0.04789725], [-0.17635197, -0.10309123, -0.8953712 , 0.13159195]], [[ 0.05935307, 1.01295935, 0.07383078, 0.56308356], [ 0.29942449, 0.78510956, -0.42217475, 0.66064565], [ 0.07936967, 0.63896814, -0.58651151, 0.71442086], ..., [-0.00976328, 0.44357886, -0.36715989, 0.28928022], [-0.52414581, 0.20999093, -0.66477251, 0.08737833], [-0.1322785 , 0.55515128, -0.45029006, 0.30174006]]])
array([[[[[0.4441712 , 0.4441712 , 0.4441712 , ..., 0.4441712 , 0.4441712 , 0.4441712 ], [0.55402312, 0.55402312, 0.55402312, ..., 0.55402312, 0.55402312, 0.55402312], [0.3159088 , 0.3159088 , 0.3159088 , ..., 0.3159088 , 0.3159088 , 0.3159088 ], [0.45416202, 0.45416202, 0.45416202, ..., 0.45416202, 0.45416202, 0.45416202]], [[0.95606827, 0.95606827, 0.95606827, ..., 0.95606827, 0.95606827, 0.95606827], [0.97129007, 0.97129007, 0.97129007, ..., 0.97129007, 0.97129007, 0.97129007], [0.92634161, 0.92634161, 0.92634161, ..., 0.92634161, 0.92634161, 0.92634161], [0.95773349, 0.95773349, 0.95773349, ..., 0.95773349, 0.95773349, 0.95773349]], [[0.38020658, 0.38020658, 0.38020658, ..., 0.38020658, 0.38020658, 0.38020658], [0.48813174, 0.48813174, 0.48813174, ..., 0.48813174, 0.48813174, 0.48813174], [0.26171787, 0.26171787, 0.26171787, ..., 0.26171787, 0.26171787, 0.26171787], [0.38976755, 0.38976755, 0.38976755, ..., 0.38976755, 0.38976755, 0.38976755]], ..., [[0.42020547, 0.42020547, 0.42020547, ..., 0.42020547, 0.42020547, 0.42020547], [0.5297796 , 0.5297796 , 0.5297796 , ..., 0.5297796 , 0.5297796 , 0.5297796 ], [0.29518825, 0.29518825, 0.29518825, ..., 0.29518825, 0.29518825, 0.29518825], [0.43007432, 0.43007432, 0.43007432, ..., 0.43007432, 0.43007432, 0.43007432]], [[0.68420601, 0.68420601, 0.68420601, ..., 0.68420601, 0.68420601, 0.68420601], [0.77106923, 0.77106923, 0.77106923, ..., 0.77106923, 0.77106923, 0.77106923], [0.55595995, 0.55595995, 0.55595995, ..., 0.55595995, 0.55595995, 0.55595995], [0.69286569, 0.69286569, 0.69286569, ..., 0.69286569, 0.69286569, 0.69286569]], [[0.88616883, 0.88616883, 0.88616883, ..., 0.88616883, 0.88616883, 0.88616883], [0.92367647, 0.92367647, 0.92367647, ..., 0.92367647, 0.92367647, 0.92367647], [0.81814109, 0.81814109, 0.81814109, ..., 0.81814109, 0.81814109, 0.81814109], [0.89017923, 0.89017923, 0.89017923, ..., 0.89017923, 0.89017923, 0.89017923]]], [[[0.32700514, 0.32700514, 0.32700514, ..., 0.32700514, 0.32700514, 0.32700514], [0.46045575, 0.46045575, 0.46045575, ..., 0.46045575, 0.46045575, 0.46045575], [0.26880136, 0.26880136, 0.26880136, ..., 0.26880136, 0.26880136, 0.26880136], [0.50494431, 0.50494431, 0.50494431, ..., 0.50494431, 0.50494431, 0.50494431]], [[0.99531797, 0.99531797, 0.99531797, ..., 0.99531797, 0.99531797, 0.99531797], [0.99732888, 0.99732888, 0.99732888, ..., 0.99732888, 0.99732888, 0.99732888], [0.99382087, 0.99382087, 0.99382087, ..., 0.99382087, 0.99382087, 0.99382087], [0.99776409, 0.99776409, 0.99776409, ..., 0.99776409, 0.99776409, 0.99776409]], [[0.26036758, 0.26036758, 0.26036758, ..., 0.26036758, 0.26036758, 0.26036758], [0.38206201, 0.38206201, 0.38206201, ..., 0.38206201, 0.38206201, 0.38206201], [0.21031801, 0.21031801, 0.21031801, ..., 0.21031801, 0.21031801, 0.21031801], [0.42494175, 0.42494175, 0.42494175, ..., 0.42494175, 0.42494175, 0.42494175]], ..., [[0.33704464, 0.33704464, 0.33704464, ..., 0.33704464, 0.33704464, 0.33704464], [0.47172058, 0.47172058, 0.47172058, ..., 0.47172058, 0.47172058, 0.47172058], [0.27779151, 0.27779151, 0.27779151, ..., 0.27779151, 0.27779151, 0.27779151], [0.51625612, 0.51625612, 0.51625612, ..., 0.51625612, 0.51625612, 0.51625612]], [[0.58231819, 0.58231819, 0.58231819, ..., 0.58231819, 0.58231819, 0.58231819], [0.71003434, 0.71003434, 0.71003434, ..., 0.71003434, 0.71003434, 0.71003434], [0.51333344, 0.51333344, 0.51333344, ..., 0.51333344, 0.51333344, 0.51333344], [0.74532588, 0.74532588, 0.74532588, ..., 0.74532588, 0.74532588, 0.74532588]], [[0.90127602, 0.90127602, 0.90127602, ..., 0.90127602, 0.90127602, 0.90127602], [0.94129532, 0.94129532, 0.94129532, ..., 0.94129532, 0.94129532, 0.94129532], [0.87352952, 0.87352952, 0.87352952, ..., 0.87352952, 0.87352952, 0.87352952], [0.95040619, 0.95040619, 0.95040619, ..., 0.95040619, 0.95040619, 0.95040619]]], [[[0.25821549, 0.25821549, 0.25821549, ..., 0.25821549, 0.25821549, 0.25821549], [0.37166134, 0.37166134, 0.37166134, ..., 0.37166134, 0.37166134, 0.37166134], [0.25319262, 0.25319262, 0.25319262, ..., 0.25319262, 0.25319262, 0.25319262], [0.38688608, 0.38688608, 0.38688608, ..., 0.38688608, 0.38688608, 0.38688608]], [[0.90224481, 0.90224481, 0.90224481, ..., 0.90224481, 0.90224481, 0.90224481], [0.94005933, 0.94005933, 0.94005933, ..., 0.94005933, 0.94005933, 0.94005933], [0.89989218, 0.89989218, 0.89989218, ..., 0.89989218, 0.89989218, 0.89989218], [0.94360161, 0.94360161, 0.94360161, ..., 0.94360161, 0.94360161, 0.94360161]], [[0.3627958 , 0.3627958 , 0.3627958 , ..., 0.3627958 , 0.3627958 , 0.3627958 ], [0.49173028, 0.49173028, 0.49173028, ..., 0.49173028, 0.49173028, 0.49173028], [0.3567169 , 0.3567169 , 0.3567169 , ..., 0.3567169 , 0.3567169 , 0.3567169 ], [0.5078978 , 0.5078978 , 0.5078978 , ..., 0.5078978 , 0.5078978 , 0.5078978 ]], ..., [[0.37010869, 0.37010869, 0.37010869, ..., 0.37010869, 0.37010869, 0.37010869], [0.49960439, 0.49960439, 0.49960439, ..., 0.49960439, 0.49960439, 0.49960439], [0.36397725, 0.36397725, 0.36397725, ..., 0.36397725, 0.36397725, 0.36397725], [0.51576809, 0.51576809, 0.51576809, ..., 0.51576809, 0.51576809, 0.51576809]], [[0.57781228, 0.57781228, 0.57781228, ..., 0.57781228, 0.57781228, 0.57781228], [0.69930008, 0.69930008, 0.69930008, ..., 0.69930008, 0.69930008, 0.69930008], [0.5713611 , 0.5713611 , 0.5713611 , ..., 0.5713611 , 0.5713611 , 0.5713611 ], [0.71272237, 0.71272237, 0.71272237, ..., 0.71272237, 0.71272237, 0.71272237]], [[0.79549626, 0.79549626, 0.79549626, ..., 0.79549626, 0.79549626, 0.79549626], [0.86858989, 0.86858989, 0.86858989, ..., 0.86858989, 0.86858989, 0.86858989], [0.7911692 , 0.7911692 , 0.7911692 , ..., 0.7911692 , 0.7911692 , 0.7911692 ], [0.87579774, 0.87579774, 0.87579774, ..., 0.87579774, 0.87579774, 0.87579774]]], ..., [[[0.41141284, 0.41141284, 0.41141284, ..., 0.41141284, 0.41141284, 0.41141284], [0.5076597 , 0.5076597 , 0.5076597 , ..., 0.5076597 , 0.5076597 , 0.5076597 ], [0.34369729, 0.34369729, 0.34369729, ..., 0.34369729, 0.34369729, 0.34369729], [0.61522334, 0.61522334, 0.61522334, ..., 0.61522334, 0.61522334, 0.61522334]], [[0.97425583, 0.97425583, 0.97425583, ..., 0.97425583, 0.97425583, 0.97425583], [0.98240233, 0.98240233, 0.98240233, ..., 0.98240233, 0.98240233, 0.98240233], [0.96593192, 0.96593192, 0.96593192, ..., 0.96593192, 0.96593192, 0.96593192], [0.98858014, 0.98858014, 0.98858014, ..., 0.98858014, 0.98858014, 0.98858014]], [[0.31092585, 0.31092585, 0.31092585, ..., 0.31092585, 0.31092585, 0.31092585], [0.39962558, 0.39962558, 0.39962558, ..., 0.39962558, 0.39962558, 0.39962558], [0.25265019, 0.25265019, 0.25265019, ..., 0.25265019, 0.25265019, 0.25265019], [0.50791326, 0.50791326, 0.50791326, ..., 0.50791326, 0.50791326, 0.50791326]], ..., [[0.37596846, 0.37596846, 0.37596846, ..., 0.37596846, 0.37596846, 0.37596846], [0.47055246, 0.47055246, 0.47055246, ..., 0.47055246, 0.47055246, 0.47055246], [0.31100422, 0.31100422, 0.31100422, ..., 0.31100422, 0.31100422, 0.31100422], [0.57950811, 0.57950811, 0.57950811, ..., 0.57950811, 0.57950811, 0.57950811]], [[0.54872531, 0.54872531, 0.54872531, ..., 0.54872531, 0.54872531, 0.54872531], [0.64205411, 0.64205411, 0.64205411, ..., 0.64205411, 0.64205411, 0.64205411], [0.47671404, 0.47671404, 0.47671404, ..., 0.47671404, 0.47671404, 0.47671404], [0.73555108, 0.73555108, 0.73555108, ..., 0.73555108, 0.73555108, 0.73555108]], [[0.82702274, 0.82702274, 0.82702274, ..., 0.82702274, 0.82702274, 0.82702274], [0.87582137, 0.87582137, 0.87582137, ..., 0.87582137, 0.87582137, 0.87582137], [0.78175772, 0.78175772, 0.78175772, ..., 0.78175772, 0.78175772, 0.78175772], [0.9162246 , 0.9162246 , 0.9162246 , ..., 0.9162246 , 0.9162246 , 0.9162246 ]]], [[[0.34860267, 0.34860267, 0.34860267, ..., 0.34860267, 0.34860267, 0.34860267], [0.44440894, 0.44440894, 0.44440894, ..., 0.44440894, 0.44440894, 0.44440894], [0.25799757, 0.25799757, 0.25799757, ..., 0.25799757, 0.25799757, 0.25799757], [0.53637973, 0.53637973, 0.53637973, ..., 0.53637973, 0.53637973, 0.53637973]], [[0.98473185, 0.98473185, 0.98473185, ..., 0.98473185, 0.98473185, 0.98473185], [0.989733 , 0.989733 , 0.989733 , ..., 0.989733 , 0.989733 , 0.989733 ], [0.97669224, 0.97669224, 0.97669224, ..., 0.97669224, 0.97669224, 0.97669224], [0.99287902, 0.99287902, 0.99287902, ..., 0.99287902, 0.99287902, 0.99287902]], [[0.3371221 , 0.3371221 , 0.3371221 , ..., 0.3371221 , 0.3371221 , 0.3371221 ], [0.431865 , 0.431865 , 0.431865 , ..., 0.431865 , 0.431865 , 0.431865 ], [0.2483632 , 0.2483632 , 0.2483632 , ..., 0.2483632 , 0.2483632 , 0.2483632 ], [0.52368672, 0.52368672, 0.52368672, ..., 0.52368672, 0.52368672, 0.52368672]], ..., [[0.38896937, 0.38896937, 0.38896937, ..., 0.38896937, 0.38896937, 0.38896937], [0.48756585, 0.48756585, 0.48756585, ..., 0.48756585, 0.48756585, 0.48756585], [0.29258508, 0.29258508, 0.29258508, ..., 0.29258508, 0.29258508, 0.29258508], [0.5791578 , 0.5791578 , 0.5791578 , ..., 0.5791578 , 0.5791578 , 0.5791578 ]], [[0.54462626, 0.54462626, 0.54462626, ..., 0.54462626, 0.54462626, 0.54462626], [0.64127009, 0.64127009, 0.64127009, ..., 0.64127009, 0.64127009, 0.64127009], [0.43727369, 0.43727369, 0.43727369, ..., 0.43727369, 0.43727369, 0.43727369], [0.72110408, 0.72110408, 0.72110408, ..., 0.72110408, 0.72110408, 0.72110408]], [[0.86547961, 0.86547961, 0.86547961, ..., 0.86547961, 0.86547961, 0.86547961], [0.90580591, 0.90580591, 0.90580591, ..., 0.90580591, 0.90580591, 0.90580591], [0.80695625, 0.80695625, 0.80695625, ..., 0.80695625, 0.80695625, 0.80695625], [0.93292613, 0.93292613, 0.93292613, ..., 0.93292613, 0.93292613, 0.93292613]]], [[[0.27939853, 0.27939853, 0.27939853, ..., 0.27939853, 0.27939853, 0.27939853], [0.56563795, 0.56563795, 0.56563795, ..., 0.56563795, 0.56563795, 0.56563795], [0.20965545, 0.20965545, 0.20965545, ..., 0.20965545, 0.20965545, 0.20965545], [0.493642 , 0.493642 , 0.493642 , ..., 0.493642 , 0.493642 , 0.493642 ]], [[0.95627397, 0.95627397, 0.95627397, ..., 0.95627397, 0.95627397, 0.95627397], [0.98656842, 0.98656842, 0.98656842, ..., 0.98656842, 0.98656842, 0.98656842], [0.93735302, 0.93735302, 0.93735302, ..., 0.93735302, 0.93735302, 0.93735302], [0.98213902, 0.98213902, 0.98213902, ..., 0.98213902, 0.98213902, 0.98213902]], [[0.20327621, 0.20327621, 0.20327621, ..., 0.20327621, 0.20327621, 0.20327621], [0.46147166, 0.46147166, 0.46147166, ..., 0.46147166, 0.46147166, 0.46147166], [0.14861582, 0.14861582, 0.14861582, ..., 0.14861582, 0.14861582, 0.14861582], [0.39080524, 0.39080524, 0.39080524, ..., 0.39080524, 0.39080524, 0.39080524]], ..., [[0.32762106, 0.32762106, 0.32762106, ..., 0.32762106, 0.32762106, 0.32762106], [0.62070895, 0.62070895, 0.62070895, ..., 0.62070895, 0.62070895, 0.62070895], [0.25001713, 0.25001713, 0.25001713, ..., 0.25001713, 0.25001713, 0.25001713], [0.55058863, 0.55058863, 0.55058863, ..., 0.55058863, 0.55058863, 0.55058863]], [[0.49769836, 0.49769836, 0.49769836, ..., 0.49769836, 0.49769836, 0.49769836], [0.76893658, 0.76893658, 0.76893658, ..., 0.76893658, 0.76893658, 0.76893658], [0.4040151 , 0.4040151 , 0.4040151 , ..., 0.4040151 , 0.4040151 , 0.4040151 ], [0.71357424, 0.71357424, 0.71357424, ..., 0.71357424, 0.71357424, 0.71357424]], [[0.90461133, 0.90461133, 0.90461133, ..., 0.90461133, 0.90461133, 0.90461133], [0.96955952, 0.96955952, 0.96955952, ..., 0.96955952, 0.96955952, 0.96955952], [0.86645702, 0.86645702, 0.86645702, ..., 0.86645702, 0.86645702, 0.86645702], [0.95974986, 0.95974986, 0.95974986, ..., 0.95974986, 0.95974986, 0.95974986]]]], [[[[0.29230878, 0.29230878, 0.29230878, ..., 0.29230878, 0.29230878, 0.29230878], [0.49718931, 0.49718931, 0.49718931, ..., 0.49718931, 0.49718931, 0.49718931], [0.24311653, 0.24311653, 0.24311653, ..., 0.24311653, 0.24311653, 0.24311653], [0.5228141 , 0.5228141 , 0.5228141 , ..., 0.5228141 , 0.5228141 , 0.5228141 ]], [[0.9521296 , 0.9521296 , 0.9521296 , ..., 0.9521296 , 0.9521296 , 0.9521296 ], [0.97943043, 0.97943043, 0.97943043, ..., 0.97943043, 0.97943043, 0.97943043], [0.93927385, 0.93927385, 0.93927385, ..., 0.93927385, 0.93927385, 0.93927385], [0.98139822, 0.98139822, 0.98139822, ..., 0.98139822, 0.98139822, 0.98139822]], [[0.25408821, 0.25408821, 0.25408821, ..., 0.25408821, 0.25408821, 0.25408821], [0.44918316, 0.44918316, 0.44918316, ..., 0.44918316, 0.44918316, 0.44918316], [0.20942462, 0.20942462, 0.20942462, ..., 0.20942462, 0.20942462, 0.20942462], [0.47466948, 0.47466948, 0.47466948, ..., 0.47466948, 0.47466948, 0.47466948]], ..., [[0.24656325, 0.24656325, 0.24656325, ..., 0.24656325, 0.24656325, 0.24656325], [0.43928306, 0.43928306, 0.43928306, ..., 0.43928306, 0.43928306, 0.43928306], [0.20286266, 0.20286266, 0.20286266, ..., 0.20286266, 0.20286266, 0.20286266], [0.46468154, 0.46468154, 0.46468154, ..., 0.46468154, 0.46468154, 0.46468154]], [[0.59373307, 0.59373307, 0.59373307, ..., 0.59373307, 0.59373307, 0.59373307], [0.7777105 , 0.7777105 , 0.7777105 , ..., 0.7777105 , 0.7777105 , 0.7777105 ], [0.53194348, 0.53194348, 0.53194348, ..., 0.53194348, 0.53194348, 0.53194348], [0.79493551, 0.79493551, 0.79493551, ..., 0.79493551, 0.79493551, 0.79493551]], [[0.79660123, 0.79660123, 0.79660123, ..., 0.79660123, 0.79660123, 0.79660123], [0.9036226 , 0.9036226 , 0.9036226 , ..., 0.9036226 , 0.9036226 , 0.9036226 ], [0.75282097, 0.75282097, 0.75282097, ..., 0.75282097, 0.75282097, 0.75282097], [0.91219239, 0.91219239, 0.91219239, ..., 0.91219239, 0.91219239, 0.91219239]]], [[[0.36635053, 0.36635053, 0.36635053, ..., 0.36635053, 0.36635053, 0.36635053], [0.50596793, 0.50596793, 0.50596793, ..., 0.50596793, 0.50596793, 0.50596793], [0.30590282, 0.30590282, 0.30590282, ..., 0.30590282, 0.30590282, 0.30590282], [0.5609953 , 0.5609953 , 0.5609953 , ..., 0.5609953 , 0.5609953 , 0.5609953 ]], [[0.9588454 , 0.9588454 , 0.9588454 , ..., 0.9588454 , 0.9588454 , 0.9588454 ], [0.9763434 , 0.9763434 , 0.9763434 , ..., 0.9763434 , 0.9763434 , 0.9763434 ], [0.9466954 , 0.9466954 , 0.9466954 , ..., 0.9466954 , 0.9466954 , 0.9466954 ], [0.98095088, 0.98095088, 0.98095088, ..., 0.98095088, 0.98095088, 0.98095088]], [[0.31199312, 0.31199312, 0.31199312, ..., 0.31199312, 0.31199312, 0.31199312], [0.44545801, 0.44545801, 0.44545801, ..., 0.44545801, 0.44545801, 0.44545801], [0.25687839, 0.25687839, 0.25687839, ..., 0.25687839, 0.25687839, 0.25687839], [0.5005725 , 0.5005725 , 0.5005725 , ..., 0.5005725 , 0.5005725 , 0.5005725 ]], ..., [[0.28453008, 0.28453008, 0.28453008, ..., 0.28453008, 0.28453008, 0.28453008], [0.41330423, 0.41330423, 0.41330423, ..., 0.41330423, 0.41330423, 0.41330423], [0.23262644, 0.23262644, 0.23262644, ..., 0.23262644, 0.23262644, 0.23262644], [0.46779642, 0.46779642, 0.46779642, ..., 0.46779642, 0.46779642, 0.46779642]], [[0.61241248, 0.61241248, 0.61241248, ..., 0.61241248, 0.61241248, 0.61241248], [0.73676902, 0.73676902, 0.73676902, ..., 0.73676902, 0.73676902, 0.73676902], [0.54637264, 0.54637264, 0.54637264, ..., 0.54637264, 0.54637264, 0.54637264], [0.77739888, 0.77739888, 0.77739888, ..., 0.77739888, 0.77739888, 0.77739888]], [[0.85471835, 0.85471835, 0.85471835, ..., 0.85471835, 0.85471835, 0.85471835], [0.91244622, 0.91244622, 0.91244622, ..., 0.91244622, 0.91244622, 0.91244622], [0.81767268, 0.81767268, 0.81767268, ..., 0.81767268, 0.81767268, 0.81767268], [0.92858841, 0.92858841, 0.92858841, ..., 0.92858841, 0.92858841, 0.92858841]]], [[[0.3837187 , 0.3837187 , 0.3837187 , ..., 0.3837187 , 0.3837187 , 0.3837187 ], [0.61631435, 0.61631435, 0.61631435, ..., 0.61631435, 0.61631435, 0.61631435], [0.26100551, 0.26100551, 0.26100551, ..., 0.26100551, 0.26100551, 0.26100551], [0.55675367, 0.55675367, 0.55675367, ..., 0.55675367, 0.55675367, 0.55675367]], [[0.96468772, 0.96468772, 0.96468772, ..., 0.96468772, 0.96468772, 0.96468772], [0.98600969, 0.98600969, 0.98600969, ..., 0.98600969, 0.98600969, 0.98600969], [0.93938132, 0.93938132, 0.93938132, ..., 0.93938132, 0.93938132, 0.93938132], [0.98217845, 0.98217845, 0.98217845, ..., 0.98217845, 0.98217845, 0.98217845]], [[0.26720625, 0.26720625, 0.26720625, ..., 0.26720625, 0.26720625, 0.26720625], [0.48472571, 0.48472571, 0.48472571, ..., 0.48472571, 0.48472571, 0.48472571], [0.17139132, 0.17139132, 0.17139132, ..., 0.17139132, 0.17139132, 0.17139132], [0.42383437, 0.42383437, 0.42383437, ..., 0.42383437, 0.42383437, 0.42383437]], ..., [[0.29825557, 0.29825557, 0.29825557, ..., 0.29825557, 0.29825557, 0.29825557], [0.52301093, 0.52301093, 0.52301093, ..., 0.52301093, 0.52301093, 0.52301093], [0.19425843, 0.19425843, 0.19425843, ..., 0.19425843, 0.19425843, 0.19425843], [0.46161878, 0.46161878, 0.46161878, ..., 0.46161878, 0.46161878, 0.46161878]], [[0.75254097, 0.75254097, 0.75254097, ..., 0.75254097, 0.75254097, 0.75254097], [0.88694793, 0.88694793, 0.88694793, ..., 0.88694793, 0.88694793, 0.88694793], [0.63303408, 0.63303408, 0.63303408, ..., 0.63303408, 0.63303408, 0.63303408], [0.85984479, 0.85984479, 0.85984479, ..., 0.85984479, 0.85984479, 0.85984479]], [[0.85016375, 0.85016375, 0.85016375, ..., 0.85016375, 0.85016375, 0.85016375], [0.93605275, 0.93605275, 0.93605275, ..., 0.93605275, 0.93605275, 0.93605275], [0.7629517 , 0.7629517 , 0.7629517 , ..., 0.7629517 , 0.7629517 , 0.7629517 ], [0.91965561, 0.91965561, 0.91965561, ..., 0.91965561, 0.91965561, 0.91965561]]], ..., [[[0.41093853, 0.41093853, 0.41093853, ..., 0.41093853, 0.41093853, 0.41093853], [0.471524 , 0.471524 , 0.471524 , ..., 0.471524 , 0.471524 , 0.471524 ], [0.23719419, 0.23719419, 0.23719419, ..., 0.23719419, 0.23719419, 0.23719419], [0.36942022, 0.36942022, 0.36942022, ..., 0.36942022, 0.36942022, 0.36942022]], [[0.97972067, 0.97972067, 0.97972067, ..., 0.97972067, 0.97972067, 0.97972067], [0.98407364, 0.98407364, 0.98407364, ..., 0.98407364, 0.98407364, 0.98407364], [0.9556224 , 0.9556224 , 0.9556224 , ..., 0.9556224 , 0.9556224 , 0.9556224 ], [0.97594463, 0.97594463, 0.97594463, ..., 0.97594463, 0.97594463, 0.97594463]], [[0.5141998 , 0.5141998 , 0.5141998 , ..., 0.5141998 , 0.5141998 , 0.5141998 ], [0.57514494, 0.57514494, 0.57514494, ..., 0.57514494, 0.57514494, 0.57514494], [0.3205549 , 0.3205549 , 0.3205549 , ..., 0.3205549 , 0.3205549 , 0.3205549 ], [0.47058315, 0.47058315, 0.47058315, ..., 0.47058315, 0.47058315, 0.47058315]], ..., [[0.33074744, 0.33074744, 0.33074744, ..., 0.33074744, 0.33074744, 0.33074744], [0.38728313, 0.38728313, 0.38728313, ..., 0.38728313, 0.38728313, 0.38728313], [0.18051772, 0.18051772, 0.18051772, ..., 0.18051772, 0.18051772, 0.18051772], [0.29329707, 0.29329707, 0.29329707, ..., 0.29329707, 0.29329707, 0.29329707]], [[0.78581351, 0.78581351, 0.78581351, ..., 0.78581351, 0.78581351, 0.78581351], [0.8243254 , 0.8243254 , 0.8243254 , ..., 0.8243254 , 0.8243254 , 0.8243254 ], [0.62053862, 0.62053862, 0.62053862, ..., 0.62053862, 0.62053862, 0.62053862], [0.75496207, 0.75496207, 0.75496207, ..., 0.75496207, 0.75496207, 0.75496207]], [[0.8424088 , 0.8424088 , 0.8424088 , ..., 0.8424088 , 0.8424088 , 0.8424088 ], [0.87239699, 0.87239699, 0.87239699, ..., 0.87239699, 0.87239699, 0.87239699], [0.70437595, 0.70437595, 0.70437595, ..., 0.70437595, 0.70437595, 0.70437595], [0.81781942, 0.81781942, 0.81781942, ..., 0.81781942, 0.81781942, 0.81781942]]], [[[0.27873963, 0.27873963, 0.27873963, ..., 0.27873963, 0.27873963, 0.27873963], [0.49098128, 0.49098128, 0.49098128, ..., 0.49098128, 0.49098128, 0.49098128], [0.31845388, 0.31845388, 0.31845388, ..., 0.31845388, 0.31845388, 0.31845388], [0.48612488, 0.48612488, 0.48612488, ..., 0.48612488, 0.48612488, 0.48612488]], [[0.98659982, 0.98659982, 0.98659982, ..., 0.98659982, 0.98659982, 0.98659982], [0.99458762, 0.99458762, 0.99458762, ..., 0.99458762, 0.99458762, 0.99458762], [0.98889104, 0.98889104, 0.98889104, ..., 0.98889104, 0.98889104, 0.98889104], [0.99448198, 0.99448198, 0.99448198, ..., 0.99448198, 0.99448198, 0.99448198]], [[0.2111228 , 0.2111228 , 0.2111228 , ..., 0.2111228 , 0.2111228 , 0.2111228 ], [0.40046514, 0.40046514, 0.40046514, ..., 0.40046514, 0.40046514, 0.40046514], [0.24446853, 0.24446853, 0.24446853, ..., 0.24446853, 0.24446853, 0.24446853], [0.39580787, 0.39580787, 0.39580787, ..., 0.39580787, 0.39580787, 0.39580787]], ..., [[0.3928927 , 0.3928927 , 0.3928927 , ..., 0.3928927 , 0.3928927 , 0.3928927 ], [0.61762373, 0.61762373, 0.61762373, ..., 0.61762373, 0.61762373, 0.61762373], [0.4389725 , 0.4389725 , 0.4389725 , ..., 0.4389725 , 0.4389725 , 0.4389725 ], [0.61302327, 0.61302327, 0.61302327, ..., 0.61302327, 0.61302327, 0.61302327]], [[0.44795244, 0.44795244, 0.44795244, ..., 0.44795244, 0.44795244, 0.44795244], [0.66944948, 0.66944948, 0.66944948, ..., 0.66944948, 0.66944948, 0.66944948], [0.49522232, 0.49522232, 0.49522232, ..., 0.49522232, 0.49522232, 0.49522232], [0.66513448, 0.66513448, 0.66513448, ..., 0.66513448, 0.66513448, 0.66513448]], [[0.82057904, 0.82057904, 0.82057904, ..., 0.82057904, 0.82057904, 0.82057904], [0.91945157, 0.91945157, 0.91945157, ..., 0.91945157, 0.91945157, 0.91945157], [0.84685072, 0.84685072, 0.84685072, ..., 0.84685072, 0.84685072, 0.84685072], [0.91800035, 0.91800035, 0.91800035, ..., 0.91800035, 0.91800035, 0.91800035]]], [[[0.32903585, 0.32903585, 0.32903585, ..., 0.32903585, 0.32903585, 0.32903585], [0.56608959, 0.56608959, 0.56608959, ..., 0.56608959, 0.56608959, 0.56608959], [0.37624354, 0.37624354, 0.37624354, ..., 0.37624354, 0.37624354, 0.37624354], [0.55591704, 0.55591704, 0.55591704, ..., 0.55591704, 0.55591704, 0.55591704]], [[0.96982435, 0.96982435, 0.96982435, ..., 0.96982435, 0.96982435, 0.96982435], [0.98843961, 0.98843961, 0.98843961, ..., 0.98843961, 0.98843961, 0.98843961], [0.97532802, 0.97532802, 0.97532802, ..., 0.97532802, 0.97532802, 0.97532802], [0.98795796, 0.98795796, 0.98795796, ..., 0.98795796, 0.98795796, 0.98795796]], [[0.2498199 , 0.2498199 , 0.2498199 , ..., 0.2498199 , 0.2498199 , 0.2498199 ], [0.46975951, 0.46975951, 0.46975951, ..., 0.46975951, 0.46975951, 0.46975951], [0.29058441, 0.29058441, 0.29058441, ..., 0.29058441, 0.29058441, 0.29058441], [0.45948493, 0.45948493, 0.45948493, ..., 0.45948493, 0.45948493, 0.45948493]], ..., [[0.30186593, 0.30186593, 0.30186593, ..., 0.30186593, 0.30186593, 0.30186593], [0.53495168, 0.53495168, 0.53495168, ..., 0.53495168, 0.53495168, 0.53495168], [0.34719259, 0.34719259, 0.34719259, ..., 0.34719259, 0.34719259, 0.34719259], [0.5246621 , 0.5246621 , 0.5246621 , ..., 0.5246621 , 0.5246621 , 0.5246621 ]], [[0.51113316, 0.51113316, 0.51113316, ..., 0.51113316, 0.51113316, 0.51113316], [0.73555719, 0.73555719, 0.73555719, ..., 0.73555719, 0.73555719, 0.73555719], [0.56256182, 0.56256182, 0.56256182, ..., 0.56256182, 0.56256182, 0.56256182], [0.72744475, 0.72744475, 0.72744475, ..., 0.72744475, 0.72744475, 0.72744475]], [[0.85048785, 0.85048785, 0.85048785, ..., 0.85048785, 0.85048785, 0.85048785], [0.93801629, 0.93801629, 0.93801629, ..., 0.93801629, 0.93801629, 0.93801629], [0.87495055, 0.87495055, 0.87495055, ..., 0.87495055, 0.87495055, 0.87495055], [0.93557076, 0.93557076, 0.93557076, ..., 0.93557076, 0.93557076, 0.93557076]]]], [[[[0.3611322 , 0.3611322 , 0.3611322 , ..., 0.3611322 , 0.3611322 , 0.3611322 ], [0.46407287, 0.46407287, 0.46407287, ..., 0.46407287, 0.46407287, 0.46407287], [0.25932478, 0.25932478, 0.25932478, ..., 0.25932478, 0.25932478, 0.25932478], [0.44781883, 0.44781883, 0.44781883, ..., 0.44781883, 0.44781883, 0.44781883]], [[0.99303658, 0.99303658, 0.99303658, ..., 0.99303658, 0.99303658, 0.99303658], [0.99544332, 0.99544332, 0.99544332, ..., 0.99544332, 0.99544332, 0.99544332], [0.98880544, 0.98880544, 0.98880544, ..., 0.98880544, 0.98880544, 0.98880544], [0.99513622, 0.99513622, 0.99513622, ..., 0.99513622, 0.99513622, 0.99513622]], [[0.36113419, 0.36113419, 0.36113419, ..., 0.36113419, 0.36113419, 0.36113419], [0.46407502, 0.46407502, 0.46407502, ..., 0.46407502, 0.46407502, 0.46407502], [0.25932644, 0.25932644, 0.25932644, ..., 0.25932644, 0.25932644, 0.25932644], [0.44782097, 0.44782097, 0.44782097, ..., 0.44782097, 0.44782097, 0.44782097]], ..., [[0.35741229, 0.35741229, 0.35741229, ..., 0.35741229, 0.35741229, 0.35741229], [0.46005618, 0.46005618, 0.46005618, ..., 0.46005618, 0.46005618, 0.46005618], [0.25623296, 0.25623296, 0.25623296, ..., 0.25623296, 0.25623296, 0.25623296], [0.44382632, 0.44382632, 0.44382632, ..., 0.44382632, 0.44382632, 0.44382632]], [[0.59177783, 0.59177783, 0.59177783, ..., 0.59177783, 0.59177783, 0.59177783], [0.68950723, 0.68950723, 0.68950723, ..., 0.68950723, 0.68950723, 0.68950723], [0.47309906, 0.47309906, 0.47309906, ..., 0.47309906, 0.47309906, 0.47309906], [0.67530667, 0.67530667, 0.67530667, ..., 0.67530667, 0.67530667, 0.67530667]], [[0.81096574, 0.81096574, 0.81096574, ..., 0.81096574, 0.81096574, 0.81096574], [0.86793177, 0.86793177, 0.86793177, ..., 0.86793177, 0.86793177, 0.86793177], [0.72656619, 0.72656619, 0.72656619, ..., 0.72656619, 0.72656619, 0.72656619], [0.86023745, 0.86023745, 0.86023745, ..., 0.86023745, 0.86023745, 0.86023745]]], [[[0.42576834, 0.42576834, 0.42576834, ..., 0.42576834, 0.42576834, 0.42576834], [0.45827876, 0.45827876, 0.45827876, ..., 0.45827876, 0.45827876, 0.45827876], [0.27210715, 0.27210715, 0.27210715, ..., 0.27210715, 0.27210715, 0.27210715], [0.48268575, 0.48268575, 0.48268575, ..., 0.48268575, 0.48268575, 0.48268575]], [[0.94957421, 0.94957421, 0.94957421, ..., 0.94957421, 0.94957421, 0.94957421], [0.95552674, 0.95552674, 0.95552674, ..., 0.95552674, 0.95552674, 0.95552674], [0.90471008, 0.90471008, 0.90471008, ..., 0.90471008, 0.90471008, 0.90471008], [0.95950985, 0.95950985, 0.95950985, ..., 0.95950985, 0.95950985, 0.95950985]], [[0.32469497, 0.32469497, 0.32469497, ..., 0.32469497, 0.32469497, 0.32469497], [0.35424883, 0.35424883, 0.35424883, ..., 0.35424883, 0.35424883, 0.35424883], [0.19511682, 0.19511682, 0.19511682, ..., 0.19511682, 0.19511682, 0.19511682], [0.37697084, 0.37697084, 0.37697084, ..., 0.37697084, 0.37697084, 0.37697084]], ..., [[0.43387375, 0.43387375, 0.43387375, ..., 0.43387375, 0.43387375, 0.43387375], [0.46650029, 0.46650029, 0.46650029, ..., 0.46650029, 0.46650029, 0.46650029], [0.27870709, 0.27870709, 0.27870709, ..., 0.27870709, 0.27870709, 0.27870709], [0.49094832, 0.49094832, 0.49094832, ..., 0.49094832, 0.49094832, 0.49094832]], [[0.68506131, 0.68506131, 0.68506131, ..., 0.68506131, 0.68506131, 0.68506131], [0.71279425, 0.71279425, 0.71279425, ..., 0.71279425, 0.71279425, 0.71279425], [0.52306111, 0.52306111, 0.52306111, ..., 0.52306111, 0.52306111, 0.52306111], [0.73242933, 0.73242933, 0.73242933, ..., 0.73242933, 0.73242933, 0.73242933]], [[0.93390885, 0.93390885, 0.93390885, ..., 0.93390885, 0.93390885, 0.93390885], [0.94159686, 0.94159686, 0.94159686, ..., 0.94159686, 0.94159686, 0.94159686], [0.87691377, 0.87691377, 0.87691377, ..., 0.87691377, 0.87691377, 0.87691377], [0.94675804, 0.94675804, 0.94675804, ..., 0.94675804, 0.94675804, 0.94675804]]], [[[0.39898127, 0.39898127, 0.39898127, ..., 0.39898127, 0.39898127, 0.39898127], [0.6064991 , 0.6064991 , 0.6064991 , ..., 0.6064991 , 0.6064991 , 0.6064991 ], [0.35631382, 0.35631382, 0.35631382, ..., 0.35631382, 0.35631382, 0.35631382], [0.53576813, 0.53576813, 0.53576813, ..., 0.53576813, 0.53576813, 0.53576813]], [[0.96773129, 0.96773129, 0.96773129, ..., 0.96773129, 0.96773129, 0.96773129], [0.9858416 , 0.9858416 , 0.9858416 , ..., 0.9858416 , 0.9858416 , 0.9858416 ], [0.96154928, 0.96154928, 0.96154928, ..., 0.96154928, 0.96154928, 0.96154928], [0.98118091, 0.98118091, 0.98118091, ..., 0.98118091, 0.98118091, 0.98118091]], [[0.39923143, 0.39923143, 0.39923143, ..., 0.39923143, 0.39923143, 0.39923143], [0.60674802, 0.60674802, 0.60674802, ..., 0.60674802, 0.60674802, 0.60674802], [0.35655309, 0.35655309, 0.35655309, ..., 0.35655309, 0.35655309, 0.35655309], [0.53602756, 0.53602756, 0.53602756, ..., 0.53602756, 0.53602756, 0.53602756]], ..., [[0.27258513, 0.27258513, 0.27258513, ..., 0.27258513, 0.27258513, 0.27258513], [0.46525247, 0.46525247, 0.46525247, ..., 0.46525247, 0.46525247, 0.46525247], [0.23808017, 0.23808017, 0.23808017, ..., 0.23808017, 0.23808017, 0.23808017], [0.39448049, 0.39448049, 0.39448049, ..., 0.39448049, 0.39448049, 0.39448049]], [[0.5240085 , 0.5240085 , 0.5240085 , ..., 0.5240085 , 0.5240085 , 0.5240085 ], [0.71878432, 0.71878432, 0.71878432, ..., 0.71878432, 0.71878432, 0.71878432], [0.47861806, 0.47861806, 0.47861806, ..., 0.47861806, 0.47861806, 0.47861806], [0.65681593, 0.65681593, 0.65681593, ..., 0.65681593, 0.65681593, 0.65681593]], [[0.75235642, 0.75235642, 0.75235642, ..., 0.75235642, 0.75235642, 0.75235642], [0.87583334, 0.87583334, 0.87583334, ..., 0.87583334, 0.87583334, 0.87583334], [0.71698028, 0.71698028, 0.71698028, ..., 0.71698028, 0.71698028, 0.71698028], [0.8408075 , 0.8408075 , 0.8408075 , ..., 0.8408075 , 0.8408075 , 0.8408075 ]]], ..., [[[0.41490246, 0.41490246, 0.41490246, ..., 0.41490246, 0.41490246, 0.41490246], [0.58450415, 0.58450415, 0.58450415, ..., 0.58450415, 0.58450415, 0.58450415], [0.37053763, 0.37053763, 0.37053763, ..., 0.37053763, 0.37053763, 0.37053763], [0.54497028, 0.54497028, 0.54497028, ..., 0.54497028, 0.54497028, 0.54497028]], [[0.98876773, 0.98876773, 0.98876773, ..., 0.98876773, 0.98876773, 0.98876773], [0.99430636, 0.99430636, 0.99430636, ..., 0.99430636, 0.99430636, 0.99430636], [0.98650025, 0.98650025, 0.98650025, ..., 0.98650025, 0.98650025, 0.98650025], [0.99331892, 0.99331892, 0.99331892, ..., 0.99331892, 0.99331892, 0.99331892]], [[0.43087656, 0.43087656, 0.43087656, ..., 0.43087656, 0.43087656, 0.43087656], [0.6003085 , 0.6003085 , 0.6003085 , ..., 0.6003085 , 0.6003085 , 0.6003085 ], [0.38593031, 0.38593031, 0.38593031, ..., 0.38593031, 0.38593031, 0.38593031], [0.56114936, 0.56114936, 0.56114936, ..., 0.56114936, 0.56114936, 0.56114936]], ..., [[0.43920209, 0.43920209, 0.43920209, ..., 0.43920209, 0.43920209, 0.43920209], [0.60840805, 0.60840805, 0.60840805, ..., 0.60840805, 0.60840805, 0.60840805], [0.39398858, 0.39398858, 0.39398858, ..., 0.39398858, 0.39398858, 0.39398858], [0.56947333, 0.56947333, 0.56947333, ..., 0.56947333, 0.56947333, 0.56947333]], [[0.6227391 , 0.6227391 , 0.6227391 , ..., 0.6227391 , 0.6227391 , 0.6227391 ], [0.76606381, 0.76606381, 0.76606381, ..., 0.76606381, 0.76606381, 0.76606381], [0.57810883, 0.57810883, 0.57810883, ..., 0.57810883, 0.57810883, 0.57810883], [0.73600259, 0.73600259, 0.73600259, ..., 0.73600259, 0.73600259, 0.73600259]], [[0.81660704, 0.81660704, 0.81660704, ..., 0.81660704, 0.81660704, 0.81660704], [0.89830698, 0.89830698, 0.89830698, ..., 0.89830698, 0.89830698, 0.89830698], [0.78706953, 0.78706953, 0.78706953, ..., 0.78706953, 0.78706953, 0.78706953], [0.88263577, 0.88263577, 0.88263577, ..., 0.88263577, 0.88263577, 0.88263577]]], [[[0.32605625, 0.32605625, 0.32605625, ..., 0.32605625, 0.32605625, 0.32605625], [0.55958368, 0.55958368, 0.55958368, ..., 0.55958368, 0.55958368, 0.55958368], [0.33568331, 0.33568331, 0.33568331, ..., 0.33568331, 0.33568331, 0.33568331], [0.44382289, 0.44382289, 0.44382289, ..., 0.44382289, 0.44382289, 0.44382289]], [[0.99091996, 0.99091996, 0.99091996, ..., 0.99091996, 0.99091996, 0.99091996], [0.99652301, 0.99652301, 0.99652301, ..., 0.99652301, 0.99652301, 0.99652301], [0.991303 , 0.991303 , 0.991303 , ..., 0.991303 , 0.991303 , 0.991303 ], [0.99447522, 0.99447522, 0.99447522, ..., 0.99447522, 0.99447522, 0.99447522]], [[0.33447933, 0.33447933, 0.33447933, ..., 0.33447933, 0.33447933, 0.33447933], [0.56894664, 0.56894664, 0.56894664, ..., 0.56894664, 0.56894664, 0.56894664], [0.34422806, 0.34422806, 0.34422806, ..., 0.34422806, 0.34422806, 0.34422806], [0.45324226, 0.45324226, 0.45324226, ..., 0.45324226, 0.45324226, 0.45324226]], ..., [[0.27791776, 0.27791776, 0.27791776, ..., 0.27791776, 0.27791776, 0.27791776], [0.50268386, 0.50268386, 0.50268386, ..., 0.50268386, 0.50268386, 0.50268386], [0.28672819, 0.28672819, 0.28672819, ..., 0.28672819, 0.28672819, 0.28672819], [0.38831555, 0.38831555, 0.38831555, ..., 0.38831555, 0.38831555, 0.38831555]], [[0.57631247, 0.57631247, 0.57631247, ..., 0.57631247, 0.57631247, 0.57631247], [0.78129058, 0.78129058, 0.78129058, ..., 0.78129058, 0.78129058, 0.78129058], [0.58689393, 0.58689393, 0.58689393, ..., 0.58689393, 0.58689393, 0.58689393], [0.69169794, 0.69169794, 0.69169794, ..., 0.69169794, 0.69169794, 0.69169794]], [[0.85558417, 0.85558417, 0.85558417, ..., 0.85558417, 0.85558417, 0.85558417], [0.93960975, 0.93960975, 0.93960975, ..., 0.93960975, 0.93960975, 0.93960975], [0.86087465, 0.86087465, 0.86087465, ..., 0.86087465, 0.86087465, 0.86087465], [0.90716521, 0.90716521, 0.90716521, ..., 0.90716521, 0.90716521, 0.90716521]]], [[[0.43919597, 0.43919597, 0.43919597, ..., 0.43919597, 0.43919597, 0.43919597], [0.4573129 , 0.4573129 , 0.4573129 , ..., 0.4573129 , 0.4573129 , 0.4573129 ], [0.27618897, 0.27618897, 0.27618897, ..., 0.27618897, 0.27618897, 0.27618897], [0.51587419, 0.51587419, 0.51587419, ..., 0.51587419, 0.51587419, 0.51587419]], [[0.96495737, 0.96495737, 0.96495737, ..., 0.96495737, 0.96495737, 0.96495737], [0.96735202, 0.96735202, 0.96735202, ..., 0.96735202, 0.96735202, 0.96735202], [0.93063595, 0.93063595, 0.93063595, ..., 0.93063595, 0.93063595, 0.93063595], [0.97400374, 0.97400374, 0.97400374, ..., 0.97400374, 0.97400374, 0.97400374]], [[0.28225303, 0.28225303, 0.28225303, ..., 0.28225303, 0.28225303, 0.28225303], [0.29732839, 0.29732839, 0.29732839, ..., 0.29732839, 0.29732839, 0.29732839], [0.16079397, 0.16079397, 0.16079397, ..., 0.16079397, 0.16079397, 0.16079397], [0.34856129, 0.34856129, 0.34856129, ..., 0.34856129, 0.34856129, 0.34856129]], ..., [[0.48798296, 0.48798296, 0.48798296, ..., 0.48798296, 0.48798296, 0.48798296], [0.5062955 , 0.5062955 , 0.5062955 , ..., 0.5062955 , 0.5062955 , 0.5062955 ], [0.3171075 , 0.3171075 , 0.3171075 , ..., 0.3171075 , 0.3171075 , 0.3171075 ], [0.56460348, 0.56460348, 0.56460348, ..., 0.56460348, 0.56460348, 0.56460348]], [[0.62448024, 0.62448024, 0.62448024, ..., 0.62448024, 0.62448024, 0.62448024], [0.64149743, 0.64149743, 0.64149743, ..., 0.64149743, 0.64149743, 0.64149743], [0.44759056, 0.44759056, 0.44759056, ..., 0.44759056, 0.44759056, 0.44759056], [0.69350404, 0.69350404, 0.69350404, ..., 0.69350404, 0.69350404, 0.69350404]], [[0.88253997, 0.88253997, 0.88253997, ..., 0.88253997, 0.88253997, 0.88253997], [0.88992416, 0.88992416, 0.88992416, ..., 0.88992416, 0.88992416, 0.88992416], [0.7854454 , 0.7854454 , 0.7854454 , ..., 0.7854454 , 0.7854454 , 0.7854454 ], [0.91089806, 0.91089806, 0.91089806, ..., 0.91089806, 0.91089806, 0.91089806]]]], [[[[0.33882725, 0.33882725, 0.33882725, ..., 0.33882725, 0.33882725, 0.33882725], [0.57079158, 0.57079158, 0.57079158, ..., 0.57079158, 0.57079158, 0.57079158], [0.34207812, 0.34207812, 0.34207812, ..., 0.34207812, 0.34207812, 0.34207812], [0.45889441, 0.45889441, 0.45889441, ..., 0.45889441, 0.45889441, 0.45889441]], [[0.9670523 , 0.9670523 , 0.9670523 , ..., 0.9670523 , 0.9670523 , 0.9670523 ], [0.98704121, 0.98704121, 0.98704121, ..., 0.98704121, 0.98704121, 0.98704121], [0.96751049, 0.96751049, 0.96751049, ..., 0.96751049, 0.96751049, 0.96751049], [0.97982761, 0.97982761, 0.97982761, ..., 0.97982761, 0.97982761, 0.97982761]], [[0.32168238, 0.32168238, 0.32168238, ..., 0.32168238, 0.32168238, 0.32168238], [0.55170335, 0.55170335, 0.55170335, ..., 0.55170335, 0.55170335, 0.55170335], [0.32484958, 0.32484958, 0.32484958, ..., 0.32484958, 0.32484958, 0.32484958], [0.43971458, 0.43971458, 0.43971458, ..., 0.43971458, 0.43971458, 0.43971458]], ..., [[0.37471004, 0.37471004, 0.37471004, ..., 0.37471004, 0.37471004, 0.37471004], [0.60862671, 0.60862671, 0.60862671, ..., 0.60862671, 0.60862671, 0.60862671], [0.37810831, 0.37810831, 0.37810831, ..., 0.37810831, 0.37810831, 0.37810831], [0.49791689, 0.49791689, 0.49791689, ..., 0.49791689, 0.49791689, 0.49791689]], [[0.55778962, 0.55778962, 0.55778962, ..., 0.55778962, 0.55778962, 0.55778962], [0.76598949, 0.76598949, 0.76598949, ..., 0.76598949, 0.76598949, 0.76598949], [0.56135765, 0.56135765, 0.56135765, ..., 0.56135765, 0.56135765, 0.56135765], [0.67610448, 0.67610448, 0.67610448, ..., 0.67610448, 0.67610448, 0.67610448]], [[0.76175935, 0.76175935, 0.76175935, ..., 0.76175935, 0.76175935, 0.76175935], [0.89244434, 0.89244434, 0.89244434, ..., 0.89244434, 0.89244434, 0.89244434], [0.76437682, 0.76437682, 0.76437682, ..., 0.76437682, 0.76437682, 0.76437682], [0.84105246, 0.84105246, 0.84105246, ..., 0.84105246, 0.84105246, 0.84105246]]], [[[0.46448215, 0.46448215, 0.46448215, ..., 0.46448215, 0.46448215, 0.46448215], [0.58500987, 0.58500987, 0.58500987, ..., 0.58500987, 0.58500987, 0.58500987], [0.29652301, 0.29652301, 0.29652301, ..., 0.29652301, 0.29652301, 0.29652301], [0.55451001, 0.55451001, 0.55451001, ..., 0.55451001, 0.55451001, 0.55451001]], [[0.9892782 , 0.9892782 , 0.9892782 , ..., 0.9892782 , 0.9892782 , 0.9892782 ], [0.99337582, 0.99337582, 0.99337582, ..., 0.99337582, 0.99337582, 0.99337582], [0.97818493, 0.97818493, 0.97818493, ..., 0.97818493, 0.97818493, 0.97818493], [0.99250442, 0.99250442, 0.99250442, ..., 0.99250442, 0.99250442, 0.99250442]], [[0.28011381, 0.28011381, 0.28011381, ..., 0.28011381, 0.28011381, 0.28011381], [0.38741005, 0.38741005, 0.38741005, ..., 0.38741005, 0.38741005, 0.38741005], [0.15902555, 0.15902555, 0.15902555, ..., 0.15902555, 0.15902555, 0.15902555], [0.35831708, 0.35831708, 0.35831708, ..., 0.35831708, 0.35831708, 0.35831708]], ..., [[0.41229425, 0.41229425, 0.41229425, ..., 0.41229425, 0.41229425, 0.41229425], [0.53275203, 0.53275203, 0.53275203, ..., 0.53275203, 0.53275203, 0.53275203], [0.25424698, 0.25424698, 0.25424698, ..., 0.25424698, 0.25424698, 0.25424698], [0.50168301, 0.50168301, 0.50168301, ..., 0.50168301, 0.50168301, 0.50168301]], [[0.48401999, 0.48401999, 0.48401999, ..., 0.48401999, 0.48401999, 0.48401999], [0.60390032, 0.60390032, 0.60390032, ..., 0.60390032, 0.60390032, 0.60390032], [0.31312689, 0.31312689, 0.31312689, ..., 0.31312689, 0.31312689, 0.31312689], [0.5737773 , 0.5737773 , 0.5737773 , ..., 0.5737773 , 0.5737773 , 0.5737773 ]], [[0.9367197 , 0.9367197 , 0.9367197 , ..., 0.9367197 , 0.9367197 , 0.9367197 ], [0.96009364, 0.96009364, 0.96009364, ..., 0.96009364, 0.96009364, 0.96009364], [0.87795557, 0.87795557, 0.87795557, ..., 0.87795557, 0.87795557, 0.87795557], [0.9550422 , 0.9550422 , 0.9550422 , ..., 0.9550422 , 0.9550422 , 0.9550422 ]]], [[[0.43217251, 0.43217251, 0.43217251, ..., 0.43217251, 0.43217251, 0.43217251], [0.57116494, 0.57116494, 0.57116494, ..., 0.57116494, 0.57116494, 0.57116494], [0.28112784, 0.28112784, 0.28112784, ..., 0.28112784, 0.28112784, 0.28112784], [0.58953861, 0.58953861, 0.58953861, ..., 0.58953861, 0.58953861, 0.58953861]], [[0.98198767, 0.98198767, 0.98198767, ..., 0.98198767, 0.98198767, 0.98198767], [0.98962699, 0.98962699, 0.98962699, ..., 0.98962699, 0.98962699, 0.98962699], [0.96553177, 0.96553177, 0.96553177, ..., 0.96553177, 0.96553177, 0.96553177], [0.99037361, 0.99037361, 0.99037361, ..., 0.99037361, 0.99037361, 0.99037361]], [[0.242193 , 0.242193 , 0.242193 , ..., 0.242193 , 0.242193 , 0.242193 ], [0.35868059, 0.35868059, 0.35868059, ..., 0.35868059, 0.35868059, 0.35868059], [0.14105258, 0.14105258, 0.14105258, ..., 0.14105258, 0.14105258, 0.14105258], [0.37621555, 0.37621555, 0.37621555, ..., 0.37621555, 0.37621555, 0.37621555]], ..., [[0.31428593, 0.31428593, 0.31428593, ..., 0.31428593, 0.31428593, 0.31428593], [0.44508267, 0.44508267, 0.44508267, ..., 0.44508267, 0.44508267, 0.44508267], [0.19061196, 0.19061196, 0.19061196, ..., 0.19061196, 0.19061196, 0.19061196], [0.46378693, 0.46378693, 0.46378693, ..., 0.46378693, 0.46378693, 0.46378693]], [[0.3850212 , 0.3850212 , 0.3850212 , ..., 0.3850212 , 0.3850212 , 0.3850212 ], [0.52281142, 0.52281142, 0.52281142, ..., 0.52281142, 0.52281142, 0.52281142], [0.24339225, 0.24339225, 0.24339225, ..., 0.24339225, 0.24339225, 0.24339225], [0.5415941 , 0.5415941 , 0.5415941 , ..., 0.5415941 , 0.5415941 , 0.5415941 ]], [[0.93093208, 0.93093208, 0.93093208, ..., 0.93093208, 0.93093208, 0.93093208], [0.95932805, 0.95932805, 0.95932805, ..., 0.95932805, 0.95932805, 0.95932805], [0.87382549, 0.87382549, 0.87382549, ..., 0.87382549, 0.87382549, 0.87382549], [0.96217212, 0.96217212, 0.96217212, ..., 0.96217212, 0.96217212, 0.96217212]]], ..., [[[0.35989752, 0.35989752, 0.35989752, ..., 0.35989752, 0.35989752, 0.35989752], [0.4694215 , 0.4694215 , 0.4694215 , ..., 0.4694215 , 0.4694215 , 0.4694215 ], [0.28227482, 0.28227482, 0.28227482, ..., 0.28227482, 0.28227482, 0.28227482], [0.43124694, 0.43124694, 0.43124694, ..., 0.43124694, 0.43124694, 0.43124694]], [[0.95551066, 0.95551066, 0.95551066, ..., 0.95551066, 0.95551066, 0.95551066], [0.97126095, 0.97126095, 0.97126095, ..., 0.97126095, 0.97126095, 0.97126095], [0.93759073, 0.93759073, 0.93759073, ..., 0.93759073, 0.93759073, 0.93759073], [0.96662617, 0.96662617, 0.96662617, ..., 0.96662617, 0.96662617, 0.96662617]], [[0.39926292, 0.39926292, 0.39926292, ..., 0.39926292, 0.39926292, 0.39926292], [0.51119935, 0.51119935, 0.51119935, ..., 0.51119935, 0.51119935, 0.51119935], [0.31735935, 0.31735935, 0.31735935, ..., 0.31735935, 0.31735935, 0.31735935], [0.47265388, 0.47265388, 0.47265388, ..., 0.47265388, 0.47265388, 0.47265388]], ..., [[0.37896278, 0.37896278, 0.37896278, ..., 0.37896278, 0.37896278, 0.37896278], [0.48984868, 0.48984868, 0.48984868, ..., 0.48984868, 0.48984868, 0.48984868], [0.29914982, 0.29914982, 0.29914982, ..., 0.29914982, 0.29914982, 0.29914982], [0.4514263 , 0.4514263 , 0.4514263 , ..., 0.4514263 , 0.4514263 , 0.4514263 ]], [[0.705035 , 0.705035 , 0.705035 , ..., 0.705035 , 0.705035 , 0.705035 ], [0.78996805, 0.78996805, 0.78996805, ..., 0.78996805, 0.78996805, 0.78996805], [0.62574232, 0.62574232, 0.62574232, ..., 0.62574232, 0.62574232, 0.62574232], [0.7632235 , 0.7632235 , 0.7632235 , ..., 0.7632235 , 0.7632235 , 0.7632235 ]], [[0.91593476, 0.91593476, 0.91593476, ..., 0.91593476, 0.91593476, 0.91593476], [0.94488775, 0.94488775, 0.94488775, ..., 0.94488775, 0.94488775, 0.94488775], [0.88400907, 0.88400907, 0.88400907, ..., 0.88400907, 0.88400907, 0.88400907], [0.93627877, 0.93627877, 0.93627877, ..., 0.93627877, 0.93627877, 0.93627877]]], [[[0.24987052, 0.24987052, 0.24987052, ..., 0.24987052, 0.24987052, 0.24987052], [0.40970954, 0.40970954, 0.40970954, ..., 0.40970954, 0.40970954, 0.40970954], [0.22444823, 0.22444823, 0.22444823, ..., 0.22444823, 0.22444823, 0.22444823], [0.38041695, 0.38041695, 0.38041695, ..., 0.38041695, 0.38041695, 0.38041695]], [[0.98702358, 0.98702358, 0.98702358, ..., 0.98702358, 0.98702358, 0.98702358], [0.99373005, 0.99373005, 0.99373005, ..., 0.99373005, 0.99373005, 0.99373005], [0.98509341, 0.98509341, 0.98509341, ..., 0.98509341, 0.98509341, 0.98509341], [0.99291795, 0.99291795, 0.99291795, ..., 0.99291795, 0.99291795, 0.99291795]], [[0.26946694, 0.26946694, 0.26946694, ..., 0.26946694, 0.26946694, 0.26946694], [0.4345792 , 0.4345792 , 0.4345792 , ..., 0.4345792 , 0.4345792 , 0.4345792 ], [0.24269594, 0.24269594, 0.24269594, ..., 0.24269594, 0.24269594, 0.24269594], [0.40472766, 0.40472766, 0.40472766, ..., 0.40472766, 0.40472766, 0.40472766]], ..., [[0.36534672, 0.36534672, 0.36534672, ..., 0.36534672, 0.36534672, 0.36534672], [0.5453512 , 0.5453512 , 0.5453512 , ..., 0.5453512 , 0.5453512 , 0.5453512 ], [0.33339745, 0.33339745, 0.33339745, ..., 0.33339745, 0.33339745, 0.33339745], [0.51481869, 0.51481869, 0.51481869, ..., 0.51481869, 0.51481869, 0.51481869]], [[0.52204904, 0.52204904, 0.52204904, ..., 0.52204904, 0.52204904, 0.52204904], [0.69474347, 0.69474347, 0.69474347, ..., 0.69474347, 0.69474347, 0.69474347], [0.48690967, 0.48690967, 0.48690967, ..., 0.48690967, 0.48690967, 0.48690967], [0.66813845, 0.66813845, 0.66813845, ..., 0.66813845, 0.66813845, 0.66813845]], [[0.78400761, 0.78400761, 0.78400761, ..., 0.78400761, 0.78400761, 0.78400761], [0.88322307, 0.88322307, 0.88322307, ..., 0.88322307, 0.88322307, 0.88322307], [0.75924576, 0.75924576, 0.75924576, ..., 0.75924576, 0.75924576, 0.75924576], [0.8699707 , 0.8699707 , 0.8699707 , ..., 0.8699707 , 0.8699707 , 0.8699707 ]]], [[[0.38820285, 0.38820285, 0.38820285, ..., 0.38820285, 0.38820285, 0.38820285], [0.55787864, 0.55787864, 0.55787864, ..., 0.55787864, 0.55787864, 0.55787864], [0.3158555 , 0.3158555 , 0.3158555 , ..., 0.3158555 , 0.3158555 , 0.3158555 ], [0.49478664, 0.49478664, 0.49478664, ..., 0.49478664, 0.49478664, 0.49478664]], [[0.94240611, 0.94240611, 0.94240611, ..., 0.94240611, 0.94240611, 0.94240611], [0.97018426, 0.97018426, 0.97018426, ..., 0.97018426, 0.97018426, 0.97018426], [0.92251421, 0.92251421, 0.92251421, ..., 0.92251421, 0.92251421, 0.92251421], [0.96191253, 0.96191253, 0.96191253, ..., 0.96191253, 0.96191253, 0.96191253]], [[0.33664455, 0.33664455, 0.33664455, ..., 0.33664455, 0.33664455, 0.33664455], [0.50228659, 0.50228659, 0.50228659, ..., 0.50228659, 0.50228659, 0.50228659], [0.26967051, 0.26967051, 0.26967051, ..., 0.26967051, 0.26967051, 0.26967051], [0.43923563, 0.43923563, 0.43923563, ..., 0.43923563, 0.43923563, 0.43923563]], ..., [[0.37365979, 0.37365979, 0.37365979, ..., 0.37365979, 0.37365979, 0.37365979], [0.5426168 , 0.5426168 , 0.5426168 , ..., 0.5426168 , 0.5426168 , 0.5426168 ], [0.30268184, 0.30268184, 0.30268184, ..., 0.30268184, 0.30268184, 0.30268184], [0.47937935, 0.47937935, 0.47937935, ..., 0.47937935, 0.47937935, 0.47937935]], [[0.66183669, 0.66183669, 0.66183669, ..., 0.66183669, 0.66183669, 0.66183669], [0.79558406, 0.79558406, 0.79558406, ..., 0.79558406, 0.79558406, 0.79558406], [0.58746081, 0.58746081, 0.58746081, ..., 0.58746081, 0.58746081, 0.58746081], [0.7512908 , 0.7512908 , 0.7512908 , ..., 0.7512908 , 0.7512908 , 0.7512908 ]], [[0.91187914, 0.91187914, 0.91187914, ..., 0.91187914, 0.91187914, 0.91187914], [0.95365674, 0.95365674, 0.95365674, ..., 0.95365674, 0.95365674, 0.95365674], [0.88275549, 0.88275549, 0.88275549, ..., 0.88275549, 0.88275549, 0.88275549], [0.94107829, 0.94107829, 0.94107829, ..., 0.94107829, 0.94107829, 0.94107829]]]]])
The code combines two stackoverflow answers: reshaping tricks and changing indexing dimensions. They are quite detailed and should help understanding what are the different steps doing.
With ArviZ>=0.8.0, we can also automatically reshape several groups at once. For instance, observed and constant data or log_likelihood could potentially benefit from the reshape too, so here we go. We start with
idata_11_4.log_likelihood
array([0, 1, 2, 3])
array([ 0, 1, 2, ..., 497, 498, 499])
array([ 0, 1, 2, ..., 501, 502, 503])
array([[[-0.58729495, -0.8115452 , -0.80748816, ..., -0.20072047, -0.20072047, -0.20072047], [-0.39601759, -1.11777939, -0.61703047, ..., -0.13521336, -0.13521336, -0.13521336], [-0.29869649, -1.35396083, -0.46467599, ..., -0.23424343, -0.23424343, -0.23424343], ..., [-0.53003026, -0.88815809, -0.70858513, ..., -0.24621041, -0.24621041, -0.24621041], [-0.42863549, -1.05382248, -0.58772275, ..., -0.21448582, -0.21448582, -0.21448582], [-0.32766904, -1.27511611, -0.83387688, ..., -0.14334278, -0.14334278, -0.14334278]], [[-0.3457474 , -1.22994458, -0.68754153, ..., -0.28392784, -0.28392784, -0.28392784], [-0.45625937, -1.00416466, -0.70515484, ..., -0.20129317, -0.20129317, -0.20129317], [-0.48405177, -0.95784554, -0.95793167, ..., -0.27056056, -0.27056056, -0.27056056], ..., [-0.52922474, -0.88931164, -0.63775789, ..., -0.35044304, -0.35044304, -0.35044304], [-0.32675508, -1.27747718, -0.67527049, ..., -0.16623084, -0.16623084, -0.16623084], [-0.39903957, -1.11158857, -0.8349172 , ..., -0.13358791, -0.13358791, -0.13358791]], [[-0.44805773, -1.01851119, -0.62375708, ..., -0.31942569, -0.31942569, -0.31942569], [-0.55472237, -0.85385989, -0.61300373, ..., -0.13134661, -0.13134661, -0.13134661], [-0.50912919, -0.9188408 , -0.93267193, ..., -0.33270694, -0.33270694, -0.33270694], ..., [-0.5359767 , -0.87971183, -0.87828266, ..., -0.23943869, -0.23943869, -0.23943869], [-0.39460863, -1.12068537, -0.82003483, ..., -0.14980638, -0.14980638, -0.14980638], [-0.57838375, -0.82280957, -0.61122236, ..., -0.24150433, -0.24150433, -0.24150433]], [[-0.41374012, -1.0822649 , -0.84581265, ..., -0.26869439, -0.26869439, -0.26869439], [-0.62452106, -0.76683214, -0.87950054, ..., -0.13015929, -0.13015929, -0.13015929], [-0.56593762, -0.83893044, -0.8466829 , ..., -0.13487459, -0.13487459, -0.13487459], ..., [-0.44612699, -1.02193596, -0.63378736, ..., -0.12328795, -0.12328795, -0.12328795], [-0.28750944, -1.38681243, -0.52714056, ..., -0.27542976, -0.27542976, -0.27542976], [-0.4913545 , -0.94622727, -0.81617085, ..., -0.12470703, -0.12470703, -0.12470703]]])
# these do not have actor and treatment dims so we can skip all crazy renaming
def reshape_experiment_dim(ds, multi_idx):
ds["experiment"] = multi_idx
return ds.unstack("experiment")
multi_idx = pd.MultiIndex.from_frame(
d[["actor", "treatment", "repetition"]] # no renamig here either
)
idata_11_4 = idata_11_4.map(
reshape_experiment_dim,
groups=("constant_data", "observed_data", "log_likelihood"),
args=(multi_idx,)
)
idata_11_4.log_likelihood
array([0, 1, 2, 3])
array([ 0, 1, 2, ..., 497, 498, 499])
array([0, 1, 2, 3, 4, 5, 6])
array([0, 1, 2, 3])
array([ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17])
array([[[[[-5.87294954e-01, -8.11545196e-01, -5.87294954e-01, ..., -5.87294954e-01, -5.87294954e-01, -5.87294954e-01], [-8.07488156e-01, -5.90548869e-01, -5.90548869e-01, ..., -5.90548869e-01, -5.90548869e-01, -5.90548869e-01], [-1.15230173e+00, -3.79664032e-01, -3.79664032e-01, ..., -3.79664032e-01, -3.79664032e-01, -3.79664032e-01], [-6.05433084e-01, -6.05433084e-01, -6.05433084e-01, ..., -6.05433084e-01, -6.05433084e-01, -7.89301276e-01]], [[-4.49259596e-02, -4.49259596e-02, -4.49259596e-02, ..., -4.49259596e-02, -4.49259596e-02, -4.49259596e-02], [-2.91301267e-02, -2.91301267e-02, -2.91301267e-02, ..., -2.91301267e-02, -2.91301267e-02, -2.91301267e-02], [-7.65122078e-02, -7.65122078e-02, -7.65122078e-02, ..., -7.65122078e-02, -7.65122078e-02, -7.65122078e-02], [-4.31857355e-02, -4.31857355e-02, -4.31857355e-02, ..., -4.31857355e-02, -4.31857355e-02, -4.31857355e-02]], [[-4.78369053e-01, -4.78369053e-01, -9.67040537e-01, ..., -4.78369053e-01, -9.67040537e-01, -9.67040537e-01], [-6.69687994e-01, -6.69687994e-01, -6.69687994e-01, ..., -7.17169948e-01, -7.17169948e-01, -7.17169948e-01], [-3.03429241e-01, -3.03429241e-01, -1.34048818e+00, ..., -3.03429241e-01, -1.34048818e+00, -3.03429241e-01], [-4.93915321e-01, -4.93915321e-01, -4.93915321e-01, ..., -9.42204755e-01, -4.93915321e-01, -9.42204755e-01]], ..., [[-5.45081494e-01, -8.67011478e-01, -5.45081494e-01, ..., -5.45081494e-01, -8.67011478e-01, -5.45081494e-01], [-6.35294210e-01, -6.35294210e-01, -6.35294210e-01, ..., -7.54553756e-01, -7.54553756e-01, -6.35294210e-01], [-1.22014198e+00, -3.49824539e-01, -3.49824539e-01, ..., -1.22014198e+00, -3.49824539e-01, -3.49824539e-01], [-5.62249313e-01, -5.62249313e-01, -5.62249313e-01, ..., -8.43797247e-01, -8.43797247e-01, -8.43797247e-01]], [[-1.15266520e+00, -1.15266520e+00, -3.79496228e-01, ..., -3.79496228e-01, -1.15266520e+00, -3.79496228e-01], [-2.59977122e-01, -2.59977122e-01, -1.47433562e+00, ..., -2.59977122e-01, -2.59977122e-01, -2.59977122e-01], [-8.11840527e-01, -8.11840527e-01, -8.11840527e-01, ..., -5.87059012e-01, -5.87059012e-01, -8.11840527e-01], [-3.66919111e-01, -3.66919111e-01, -1.18047013e+00, ..., -1.18047013e+00, -3.66919111e-01, -3.66919111e-01]], [[-1.20847792e-01, -2.17303891e+00, -1.20847792e-01, ..., -1.20847792e-01, -2.17303891e+00, -1.20847792e-01], [-7.93934051e-02, -7.93934051e-02, -2.57277405e+00, ..., -7.93934051e-02, -7.93934051e-02, -7.93934051e-02], [-2.00720471e-01, -2.00720471e-01, -2.00720471e-01, ..., -2.00720471e-01, -2.00720471e-01, -2.00720471e-01], [-1.16332453e-01, -1.16332453e-01, -1.16332453e-01, ..., -1.16332453e-01, -1.16332453e-01, -1.16332453e-01]]], [[[-3.96017588e-01, -1.11777939e+00, -3.96017588e-01, ..., -3.96017588e-01, -3.96017588e-01, -3.96017588e-01], [-6.17030472e-01, -7.75538526e-01, -7.75538526e-01, ..., -7.75538526e-01, -7.75538526e-01, -7.75538526e-01], [-1.31378262e+00, -3.13070115e-01, -3.13070115e-01, ..., -3.13070115e-01, -3.13070115e-01, -3.13070115e-01], [-7.03085022e-01, -7.03085022e-01, -7.03085022e-01, ..., -7.03085022e-01, -7.03085022e-01, -6.83307129e-01]], [[-4.69302641e-03, -4.69302641e-03, -4.69302641e-03, ..., -4.69302641e-03, -4.69302641e-03, -4.69302641e-03], [-2.67469059e-03, -2.67469059e-03, -2.67469059e-03, ..., -2.67469059e-03, -2.67469059e-03, -2.67469059e-03], [-6.19829993e-03, -6.19829993e-03, -6.19829993e-03, ..., -6.19829993e-03, -6.19829993e-03, -6.19829993e-03], [-2.23841044e-03, -2.23841044e-03, -2.23841044e-03, ..., -2.23841044e-03, -2.23841044e-03, -2.23841044e-03]], [[-3.01601949e-01, -3.01601949e-01, -1.34566087e+00, ..., -3.01601949e-01, -1.34566087e+00, -1.34566087e+00], [-4.81367172e-01, -4.81367172e-01, -4.81367172e-01, ..., -9.62172345e-01, -9.62172345e-01, -9.62172345e-01], [-2.36124954e-01, -2.36124954e-01, -1.55913458e+00, ..., -2.36124954e-01, -1.55913458e+00, -2.36124954e-01], [-5.53283945e-01, -5.53283945e-01, -5.53283945e-01, ..., -8.55803170e-01, -5.53283945e-01, -8.55803170e-01]], ..., [[-4.11047618e-01, -1.08753990e+00, -4.11047618e-01, ..., -4.11047618e-01, -1.08753990e+00, -4.11047618e-01], [-7.51368464e-01, -7.51368464e-01, -7.51368464e-01, ..., -6.38129927e-01, -6.38129927e-01, -7.51368464e-01], [-1.28088440e+00, -3.25441417e-01, -3.25441417e-01, ..., -1.28088440e+00, -3.25441417e-01, -3.25441417e-01], [-7.26199688e-01, -7.26199688e-01, -7.26199688e-01, ..., -6.61152278e-01, -6.61152278e-01, -6.61152278e-01]], [[-8.73035366e-01, -8.73035366e-01, -5.40738256e-01, ..., -5.40738256e-01, -8.73035366e-01, -5.40738256e-01], [-3.42441937e-01, -3.42441937e-01, -1.23799279e+00, ..., -3.42441937e-01, -3.42441937e-01, -3.42441937e-01], [-7.20176071e-01, -7.20176071e-01, -7.20176071e-01, ..., -6.66829666e-01, -6.66829666e-01, -7.20176071e-01], [-2.93933727e-01, -2.93933727e-01, -1.36777053e+00, ..., -1.36777053e+00, -2.93933727e-01, -2.93933727e-01]], [[-1.03943721e-01, -2.31542739e+00, -1.03943721e-01, ..., -1.03943721e-01, -2.31542739e+00, -1.03943721e-01], [-6.04983558e-02, -6.04983558e-02, -2.83523577e+00, ..., -6.04983558e-02, -6.04983558e-02, -6.04983558e-02], [-1.35213360e-01, -1.35213360e-01, -1.35213360e-01, ..., -1.35213360e-01, -1.35213360e-01, -1.35213360e-01], [-5.08658209e-02, -5.08658209e-02, -5.08658209e-02, ..., -5.08658209e-02, -5.08658209e-02, -5.08658209e-02]]], [[[-2.98696490e-01, -1.35396083e+00, -2.98696490e-01, ..., -2.98696490e-01, -2.98696490e-01, -2.98696490e-01], [-4.64675993e-01, -9.89772211e-01, -9.89772211e-01, ..., -9.89772211e-01, -9.89772211e-01, -9.89772211e-01], [-1.37360473e+00, -2.91947989e-01, -2.91947989e-01, ..., -2.91947989e-01, -2.91947989e-01, -2.91947989e-01], [-4.89204521e-01, -4.89204521e-01, -4.89204521e-01, ..., -4.89204521e-01, -4.89204521e-01, -9.49624995e-01]], [[-1.02869391e-01, -1.02869391e-01, -1.02869391e-01, ..., -1.02869391e-01, -1.02869391e-01, -1.02869391e-01], [-6.18122927e-02, -6.18122927e-02, -6.18122927e-02, ..., -6.18122927e-02, -6.18122927e-02, -6.18122927e-02], [-1.05480321e-01, -1.05480321e-01, -1.05480321e-01, ..., -1.05480321e-01, -1.05480321e-01, -1.05480321e-01], [-5.80512260e-02, -5.80512260e-02, -5.80512260e-02, ..., -5.80512260e-02, -5.80512260e-02, -5.80512260e-02]], [[-4.50665113e-01, -4.50665113e-01, -1.01391513e+00, ..., -4.50665113e-01, -1.01391513e+00, -1.01391513e+00], [-6.76743026e-01, -6.76743026e-01, -6.76743026e-01, ..., -7.09824926e-01, -7.09824926e-01, -7.09824926e-01], [-4.41170379e-01, -4.41170379e-01, -1.03081280e+00, ..., -4.41170379e-01, -1.03081280e+00, -4.41170379e-01], [-7.09068869e-01, -7.09068869e-01, -7.09068869e-01, ..., -6.77475025e-01, -7.09068869e-01, -6.77475025e-01]], ..., [[-4.62207992e-01, -9.93958570e-01, -4.62207992e-01, ..., -4.62207992e-01, -9.93958570e-01, -4.62207992e-01], [-6.93938723e-01, -6.93938723e-01, -6.93938723e-01, ..., -6.92356264e-01, -6.92356264e-01, -6.93938723e-01], [-1.01066392e+00, -4.52520942e-01, -4.52520942e-01, ..., -1.01066392e+00, -4.52520942e-01, -4.52520942e-01], [-7.25191336e-01, -7.25191336e-01, -7.25191336e-01, ..., -6.62098051e-01, -6.62098051e-01, -6.62098051e-01]], [[-8.62305228e-01, -8.62305228e-01, -5.48506239e-01, ..., -5.48506239e-01, -8.62305228e-01, -5.48506239e-01], [-3.57675335e-01, -3.57675335e-01, -1.20164244e+00, ..., -3.57675335e-01, -3.57675335e-01, -3.57675335e-01], [-8.47140450e-01, -8.47140450e-01, -8.47140450e-01, ..., -5.59733862e-01, -5.59733862e-01, -8.47140450e-01], [-3.38663320e-01, -3.38663320e-01, -1.24730617e+00, ..., -1.24730617e+00, -3.38663320e-01, -3.38663320e-01]], [[-2.28789127e-01, -1.58716904e+00, -2.28789127e-01, ..., -2.28789127e-01, -1.58716904e+00, -2.28789127e-01], [-1.40884200e-01, -1.40884200e-01, -2.02943223e+00, ..., -1.40884200e-01, -1.40884200e-01, -1.40884200e-01], [-2.34243425e-01, -2.34243425e-01, -2.34243425e-01, ..., -2.34243425e-01, -2.34243425e-01, -2.34243425e-01], [-1.32620110e-01, -1.32620110e-01, -1.32620110e-01, ..., -1.32620110e-01, -1.32620110e-01, -1.32620110e-01]]], ..., [[[-5.30030262e-01, -8.88158085e-01, -5.30030262e-01, ..., -5.30030262e-01, -5.30030262e-01, -5.30030262e-01], [-7.08585130e-01, -6.77943942e-01, -6.77943942e-01, ..., -6.77943942e-01, -6.77943942e-01, -6.77943942e-01], [-1.06799399e+00, -4.21133142e-01, -4.21133142e-01, ..., -4.21133142e-01, -4.21133142e-01, -4.21133142e-01], [-9.55092216e-01, -9.55092216e-01, -9.55092216e-01, ..., -9.55092216e-01, -9.55092216e-01, -4.85769923e-01]], [[-2.60813555e-02, -2.60813555e-02, -2.60813555e-02, ..., -2.60813555e-02, -2.60813555e-02, -2.60813555e-02], [-1.77543474e-02, -1.77543474e-02, -1.77543474e-02, ..., -1.77543474e-02, -1.77543474e-02, -1.77543474e-02], [-3.46619220e-02, -3.46619220e-02, -3.46619220e-02, ..., -3.46619220e-02, -3.46619220e-02, -3.46619220e-02], [-1.14855685e-02, -1.14855685e-02, -1.14855685e-02, ..., -1.14855685e-02, -1.14855685e-02, -1.14855685e-02]], [[-3.72406390e-01, -3.72406390e-01, -1.16820083e+00, ..., -3.72406390e-01, -1.16820083e+00, -1.16820083e+00], [-5.10201788e-01, -5.10201788e-01, -5.10201788e-01, ..., -9.17227216e-01, -9.17227216e-01, -9.17227216e-01], [-2.91221920e-01, -2.91221920e-01, -1.37574939e+00, ..., -2.91221920e-01, -1.37574939e+00, -2.91221920e-01], [-7.09100274e-01, -7.09100274e-01, -7.09100274e-01, ..., -6.77444597e-01, -7.09100274e-01, -6.77444597e-01]], ..., [[-4.71554374e-01, -9.78250010e-01, -4.71554374e-01, ..., -4.71554374e-01, -9.78250010e-01, -4.71554374e-01], [-7.53847823e-01, -7.53847823e-01, -7.53847823e-01, ..., -6.35921198e-01, -6.35921198e-01, -7.53847823e-01], [-1.16794880e+00, -3.72520133e-01, -3.72520133e-01, ..., -1.16794880e+00, -3.72520133e-01, -3.72520133e-01], [-8.66330095e-01, -8.66330095e-01, -8.66330095e-01, ..., -5.45575615e-01, -5.45575615e-01, -5.45575615e-01]], [[-7.95679052e-01, -7.95679052e-01, -6.00157312e-01, ..., -6.00157312e-01, -7.95679052e-01, -6.00157312e-01], [-4.43082697e-01, -4.43082697e-01, -1.02737345e+00, ..., -4.43082697e-01, -4.43082697e-01, -4.43082697e-01], [-6.47627187e-01, -6.47627187e-01, -6.47627187e-01, ..., -7.40838474e-01, -7.40838474e-01, -6.47627187e-01], [-3.07135297e-01, -3.07135297e-01, -1.33010715e+00, ..., -1.33010715e+00, -3.07135297e-01, -3.07135297e-01]], [[-1.89923084e-01, -1.75459516e+00, -1.89923084e-01, ..., -1.89923084e-01, -1.75459516e+00, -1.89923084e-01], [-1.32593122e-01, -1.32593122e-01, -2.08603420e+00, ..., -1.32593122e-01, -1.32593122e-01, -1.32593122e-01], [-2.46210409e-01, -2.46210409e-01, -2.46210409e-01, ..., -2.46210409e-01, -2.46210409e-01, -2.46210409e-01], [-8.74937425e-02, -8.74937425e-02, -8.74937425e-02, ..., -8.74937425e-02, -8.74937425e-02, -8.74937425e-02]]], [[[-4.28635487e-01, -1.05382248e+00, -4.28635487e-01, ..., -4.28635487e-01, -4.28635487e-01, -4.28635487e-01], [-5.87722753e-01, -8.11010112e-01, -8.11010112e-01, ..., -8.11010112e-01, -8.11010112e-01, -8.11010112e-01], [-1.35480513e+00, -2.98402755e-01, -2.98402755e-01, ..., -2.98402755e-01, -2.98402755e-01, -2.98402755e-01], [-7.68689437e-01, -7.68689437e-01, -7.68689437e-01, ..., -7.68689437e-01, -7.68689437e-01, -6.22912924e-01]], [[-1.53859060e-02, -1.53859060e-02, -1.53859060e-02, ..., -1.53859060e-02, -1.53859060e-02, -1.53859060e-02], [-1.03200706e-02, -1.03200706e-02, -1.03200706e-02, ..., -1.03200706e-02, -1.03200706e-02, -1.03200706e-02], [-2.35836831e-02, -2.35836831e-02, -2.35836831e-02, ..., -2.35836831e-02, -2.35836831e-02, -2.35836831e-02], [-7.14645087e-03, -7.14645087e-03, -7.14645087e-03, ..., -7.14645087e-03, -7.14645087e-03, -7.14645087e-03]], [[-4.11164464e-01, -4.11164464e-01, -1.08731011e+00, ..., -4.11164464e-01, -1.08731011e+00, -1.08731011e+00], [-5.65396220e-01, -5.65396220e-01, -5.65396220e-01, ..., -8.39642229e-01, -8.39642229e-01, -8.39642229e-01], [-2.85502054e-01, -2.85502054e-01, -1.39286308e+00, ..., -2.85502054e-01, -1.39286308e+00, -2.85502054e-01], [-7.41679495e-01, -7.41679495e-01, -7.41679495e-01, ..., -6.46861631e-01, -7.41679495e-01, -6.46861631e-01]], ..., [[-4.92608194e-01, -9.44254673e-01, -4.92608194e-01, ..., -4.92608194e-01, -9.44254673e-01, -4.92608194e-01], [-7.18329914e-01, -7.18329914e-01, -7.18329914e-01, ..., -6.68583070e-01, -6.68583070e-01, -7.18329914e-01], [-1.22899977e+00, -3.46137914e-01, -3.46137914e-01, ..., -1.22899977e+00, -3.46137914e-01, -3.46137914e-01], [-8.65497332e-01, -8.65497332e-01, -8.65497332e-01, ..., -5.46180303e-01, -5.46180303e-01, -5.46180303e-01]], [[-7.86636789e-01, -7.86636789e-01, -6.07655482e-01, ..., -6.07655482e-01, -7.86636789e-01, -6.07655482e-01], [-4.44304560e-01, -4.44304560e-01, -1.02518550e+00, ..., -4.44304560e-01, -4.44304560e-01, -4.44304560e-01], [-5.74961904e-01, -5.74961904e-01, -5.74961904e-01, ..., -8.27195978e-01, -8.27195978e-01, -5.74961904e-01], [-3.26971797e-01, -3.26971797e-01, -1.27691661e+00, ..., -1.27691661e+00, -3.26971797e-01, -3.26971797e-01]], [[-1.44471467e-01, -2.00603947e+00, -1.44471467e-01, ..., -1.44471467e-01, -2.00603947e+00, -1.44471467e-01], [-9.89302214e-02, -9.89302214e-02, -2.36239786e+00, ..., -9.89302214e-02, -9.89302214e-02, -9.89302214e-02], [-2.14485823e-01, -2.14485823e-01, -2.14485823e-01, ..., -2.14485823e-01, -2.14485823e-01, -2.14485823e-01], [-6.94292537e-02, -6.94292537e-02, -6.94292537e-02, ..., -6.94292537e-02, -6.94292537e-02, -6.94292537e-02]]], [[[-3.27669036e-01, -1.27511611e+00, -3.27669036e-01, ..., -3.27669036e-01, -3.27669036e-01, -3.27669036e-01], [-8.33876883e-01, -5.69801065e-01, -5.69801065e-01, ..., -5.69801065e-01, -5.69801065e-01, -5.69801065e-01], [-1.56228983e+00, -2.35286285e-01, -2.35286285e-01, ..., -2.35286285e-01, -2.35286285e-01, -2.35286285e-01], [-6.80511355e-01, -6.80511355e-01, -6.80511355e-01, ..., -6.80511355e-01, -6.80511355e-01, -7.05944716e-01]], [[-4.47108253e-02, -4.47108253e-02, -4.47108253e-02, ..., -4.47108253e-02, -4.47108253e-02, -4.47108253e-02], [-1.35226025e-02, -1.35226025e-02, -1.35226025e-02, ..., -1.35226025e-02, -1.35226025e-02, -1.35226025e-02], [-6.46953144e-02, -6.46953144e-02, -6.46953144e-02, ..., -6.46953144e-02, -6.46953144e-02, -6.46953144e-02], [-1.80224086e-02, -1.80224086e-02, -1.80224086e-02, ..., -1.80224086e-02, -1.80224086e-02, -1.80224086e-02]], [[-2.27247217e-01, -2.27247217e-01, -1.59318960e+00, ..., -2.27247217e-01, -1.59318960e+00, -1.59318960e+00], [-6.18915147e-01, -6.18915147e-01, -6.18915147e-01, ..., -7.73334646e-01, -7.73334646e-01, -7.73334646e-01], [-1.60891811e-01, -1.60891811e-01, -1.90639067e+00, ..., -1.60891811e-01, -1.90639067e+00, -1.60891811e-01], [-4.95617265e-01, -4.95617265e-01, -4.95617265e-01, ..., -9.39545942e-01, -4.95617265e-01, -9.39545942e-01]], ..., [[-3.96933200e-01, -1.11589764e+00, -3.96933200e-01, ..., -3.96933200e-01, -1.11589764e+00, -3.96933200e-01], [-4.76892983e-01, -4.76892983e-01, -4.76892983e-01, ..., -9.69451432e-01, -9.69451432e-01, -4.76892983e-01], [-1.38622583e+00, -2.87704918e-01, -2.87704918e-01, ..., -1.38622583e+00, -2.87704918e-01, -2.87704918e-01], [-7.99816612e-01, -7.99816612e-01, -7.99816612e-01, ..., -5.96767342e-01, -5.96767342e-01, -5.96767342e-01]], [[-6.88554471e-01, -6.88554471e-01, -6.97761080e-01, ..., -6.97761080e-01, -6.88554471e-01, -6.97761080e-01], [-2.62746783e-01, -2.62746783e-01, -1.46506306e+00, ..., -2.62746783e-01, -2.62746783e-01, -2.62746783e-01], [-5.17539947e-01, -5.17539947e-01, -5.17539947e-01, ..., -9.06303027e-01, -9.06303027e-01, -5.17539947e-01], [-3.37468799e-01, -3.37468799e-01, -1.25027590e+00, ..., -1.25027590e+00, -3.37468799e-01, -3.37468799e-01]], [[-1.00249896e-01, -2.34979548e+00, -1.00249896e-01, ..., -1.00249896e-01, -2.34979548e+00, -1.00249896e-01], [-3.09134165e-02, -3.09134165e-02, -3.49198189e+00, ..., -3.09134165e-02, -3.09134165e-02, -3.09134165e-02], [-1.43342775e-01, -1.43342775e-01, -1.43342775e-01, ..., -1.43342775e-01, -1.43342775e-01, -1.43342775e-01], [-4.10825874e-02, -4.10825874e-02, -4.10825874e-02, ..., -4.10825874e-02, -4.10825874e-02, -4.10825874e-02]]]], [[[[-3.45747405e-01, -1.22994458e+00, -3.45747405e-01, ..., -3.45747405e-01, -3.45747405e-01, -3.45747405e-01], [-6.87541535e-01, -6.98784427e-01, -6.98784427e-01, ..., -6.98784427e-01, -6.98784427e-01, -6.98784427e-01], [-1.41421441e+00, -2.78545971e-01, -2.78545971e-01, ..., -2.78545971e-01, -2.78545971e-01, -2.78545971e-01], [-7.39849142e-01, -7.39849142e-01, -7.39849142e-01, ..., -7.39849142e-01, -7.39849142e-01, -6.48529322e-01]], [[-4.90541153e-02, -4.90541153e-02, -4.90541153e-02, ..., -4.90541153e-02, -4.90541153e-02, -4.90541153e-02], [-2.07840752e-02, -2.07840752e-02, -2.07840752e-02, ..., -2.07840752e-02, -2.07840752e-02, -2.07840752e-02], [-6.26482053e-02, -6.26482053e-02, -6.26482053e-02, ..., -6.26482053e-02, -6.26482053e-02, -6.26482053e-02], [-1.87769720e-02, -1.87769720e-02, -1.87769720e-02, ..., -1.87769720e-02, -1.87769720e-02, -1.87769720e-02]], [[-2.93147925e-01, -2.93147925e-01, -1.37007380e+00, ..., -2.93147925e-01, -1.37007380e+00, -1.37007380e+00], [-5.96352945e-01, -5.96352945e-01, -5.96352945e-01, ..., -8.00324538e-01, -8.00324538e-01, -8.00324538e-01], [-2.34994269e-01, -2.34994269e-01, -1.56339141e+00, ..., -2.34994269e-01, -1.56339141e+00, -2.34994269e-01], [-6.43727660e-01, -6.43727660e-01, -6.43727660e-01, ..., -7.45136541e-01, -6.43727660e-01, -7.45136541e-01]], ..., [[-2.83110205e-01, -1.40013673e+00, -2.83110205e-01, ..., -2.83110205e-01, -1.40013673e+00, -2.83110205e-01], [-8.22611297e-01, -8.22611297e-01, -8.22611297e-01, ..., -5.78539059e-01, -5.78539059e-01, -8.22611297e-01], [-1.59522608e+00, -2.26728293e-01, -2.26728293e-01, ..., -1.59522608e+00, -2.26728293e-01, -2.26728293e-01], [-6.24893450e-01, -6.24893450e-01, -6.24893450e-01, ..., -7.66402976e-01, -7.66402976e-01, -7.66402976e-01]], [[-9.00744882e-01, -9.00744882e-01, -5.21325431e-01, ..., -5.21325431e-01, -9.00744882e-01, -5.21325431e-01], [-2.51400937e-01, -2.51400937e-01, -1.50377467e+00, ..., -2.51400937e-01, -2.51400937e-01, -2.51400937e-01], [-7.59166221e-01, -7.59166221e-01, -7.59166221e-01, ..., -6.31218036e-01, -6.31218036e-01, -7.59166221e-01], [-2.29494293e-01, -2.29494293e-01, -1.58443074e+00, ..., -1.58443074e+00, -2.29494293e-01, -2.29494293e-01]], [[-2.27401061e-01, -1.59258685e+00, -2.27401061e-01, ..., -2.27401061e-01, -1.59258685e+00, -2.27401061e-01], [-1.01343482e-01, -1.01343482e-01, -2.33948356e+00, ..., -1.01343482e-01, -1.01343482e-01, -1.01343482e-01], [-2.83927841e-01, -2.83927841e-01, -2.83927841e-01, ..., -2.83927841e-01, -2.83927841e-01, -2.83927841e-01], [-9.19043538e-02, -9.19043538e-02, -9.19043538e-02, ..., -9.19043538e-02, -9.19043538e-02, -9.19043538e-02]]], [[[-4.56259368e-01, -1.00416466e+00, -4.56259368e-01, ..., -4.56259368e-01, -4.56259368e-01, -4.56259368e-01], [-7.05154843e-01, -6.81281993e-01, -6.81281993e-01, ..., -6.81281993e-01, -6.81281993e-01, -6.81281993e-01], [-1.18448781e+00, -3.65143300e-01, -3.65143300e-01, ..., -3.65143300e-01, -3.65143300e-01, -3.65143300e-01], [-8.23245162e-01, -8.23245162e-01, -8.23245162e-01, ..., -8.23245162e-01, -8.23245162e-01, -5.78042749e-01]], [[-4.20254312e-02, -4.20254312e-02, -4.20254312e-02, ..., -4.20254312e-02, -4.20254312e-02, -4.20254312e-02], [-2.39409111e-02, -2.39409111e-02, -2.39409111e-02, ..., -2.39409111e-02, -2.39409111e-02, -2.39409111e-02], [-5.47778814e-02, -5.47778814e-02, -5.47778814e-02, ..., -5.47778814e-02, -5.47778814e-02, -5.47778814e-02], [-1.92328870e-02, -1.92328870e-02, -1.92328870e-02, ..., -1.92328870e-02, -1.92328870e-02, -1.92328870e-02]], [[-3.73956444e-01, -3.73956444e-01, -1.16477414e+00, ..., -3.73956444e-01, -1.16477414e+00, -1.16477414e+00], [-5.89612747e-01, -5.89612747e-01, -5.89612747e-01, ..., -8.08652293e-01, -8.08652293e-01, -8.08652293e-01], [-2.96895579e-01, -2.96895579e-01, -1.35915248e+00, ..., -2.96895579e-01, -1.35915248e+00, -2.96895579e-01], [-6.94292844e-01, -6.94292844e-01, -6.94292844e-01, ..., -6.92002828e-01, -6.94292844e-01, -6.92002828e-01]], ..., [[-3.34815718e-01, -1.25691631e+00, -3.34815718e-01, ..., -3.34815718e-01, -1.25691631e+00, -3.34815718e-01], [-8.83571321e-01, -8.83571321e-01, -8.83571321e-01, ..., -5.33248874e-01, -5.33248874e-01, -8.83571321e-01], [-1.45832136e+00, -2.64781559e-01, -2.64781559e-01, ..., -1.45832136e+00, -2.64781559e-01, -2.64781559e-01], [-6.30729194e-01, -6.30729194e-01, -6.30729194e-01, ..., -7.59722077e-01, -7.59722077e-01, -7.59722077e-01]], [[-9.47813610e-01, -9.47813610e-01, -4.90349229e-01, ..., -4.90349229e-01, -9.47813610e-01, -4.90349229e-01], [-3.05480845e-01, -3.05480845e-01, -1.33472337e+00, ..., -3.05480845e-01, -3.05480845e-01, -3.05480845e-01], [-7.90479214e-01, -7.90479214e-01, -7.90479214e-01, ..., -6.04454042e-01, -6.04454042e-01, -7.90479214e-01], [-2.51801705e-01, -2.51801705e-01, -1.50237380e+00, ..., -1.50237380e+00, -2.51801705e-01, -2.51801705e-01]], [[-1.56983275e-01, -1.92908104e+00, -1.56983275e-01, ..., -1.56983275e-01, -1.92908104e+00, -1.56983275e-01], [-9.16261328e-02, -9.16261328e-02, -2.43550204e+00, ..., -9.16261328e-02, -9.16261328e-02, -9.16261328e-02], [-2.01293174e-01, -2.01293174e-01, -2.01293174e-01, ..., -2.01293174e-01, -2.01293174e-01, -2.01293174e-01], [-7.40896805e-02, -7.40896805e-02, -7.40896805e-02, ..., -7.40896805e-02, -7.40896805e-02, -7.40896805e-02]]], [[[-4.84051769e-01, -9.57845538e-01, -4.84051769e-01, ..., -4.84051769e-01, -4.84051769e-01, -4.84051769e-01], [-9.57931672e-01, -4.83998143e-01, -4.83998143e-01, ..., -4.83998143e-01, -4.83998143e-01, -4.83998143e-01], [-1.34321374e+00, -3.02464820e-01, -3.02464820e-01, ..., -3.02464820e-01, -3.02464820e-01, -3.02464820e-01], [-8.13629622e-01, -8.13629622e-01, -8.13629622e-01, ..., -8.13629622e-01, -8.13629622e-01, -5.85632374e-01]], [[-3.59508381e-02, -3.59508381e-02, -3.59508381e-02, ..., -3.59508381e-02, -3.59508381e-02, -3.59508381e-02], [-1.40891014e-02, -1.40891014e-02, -1.40891014e-02, ..., -1.40891014e-02, -1.40891014e-02, -1.40891014e-02], [-6.25337867e-02, -6.25337867e-02, -6.25337867e-02, ..., -6.25337867e-02, -6.25337867e-02, -6.25337867e-02], [-1.79822659e-02, -1.79822659e-02, -1.79822659e-02, ..., -1.79822659e-02, -1.79822659e-02, -1.79822659e-02]], [[-3.10890992e-01, -3.10890992e-01, -1.31973445e+00, ..., -3.10890992e-01, -1.31973445e+00, -1.31973445e+00], [-6.63055924e-01, -6.63055924e-01, -6.63055924e-01, ..., -7.24172088e-01, -7.24172088e-01, -7.24172088e-01], [-1.88007278e-01, -1.88007278e-01, -1.76380589e+00, ..., -1.88007278e-01, -1.76380589e+00, -1.88007278e-01], [-5.51360100e-01, -5.51360100e-01, -5.51360100e-01, ..., -8.58412546e-01, -5.51360100e-01, -8.58412546e-01]], ..., [[-3.54186008e-01, -1.20980453e+00, -3.54186008e-01, ..., -3.54186008e-01, -1.20980453e+00, -3.54186008e-01], [-6.48152920e-01, -6.48152920e-01, -6.48152920e-01, ..., -7.40261699e-01, -7.40261699e-01, -6.48152920e-01], [-1.63856589e+00, -2.15992220e-01, -2.15992220e-01, ..., -1.63856589e+00, -2.15992220e-01, -2.15992220e-01], [-6.19188380e-01, -6.19188380e-01, -6.19188380e-01, ..., -7.73015883e-01, -7.73015883e-01, -7.73015883e-01]], [[-1.39651026e+00, -1.39651026e+00, -2.84299834e-01, ..., -2.84299834e-01, -1.39651026e+00, -2.84299834e-01], [-1.19969007e-01, -1.19969007e-01, -2.17990673e+00, ..., -1.19969007e-01, -1.19969007e-01, -1.19969007e-01], [-1.00248629e+00, -1.00248629e+00, -1.00248629e+00, ..., -4.57231022e-01, -4.57231022e-01, -1.00248629e+00], [-1.51003383e-01, -1.51003383e-01, -1.96500482e+00, ..., -1.96500482e+00, -1.51003383e-01, -1.51003383e-01]], [[-1.62326302e-01, -1.89821224e+00, -1.62326302e-01, ..., -1.62326302e-01, -1.89821224e+00, -1.62326302e-01], [-6.60834517e-02, -6.60834517e-02, -2.74969669e+00, ..., -6.60834517e-02, -6.60834517e-02, -6.60834517e-02], [-2.70560558e-01, -2.70560558e-01, -2.70560558e-01, ..., -2.70560558e-01, -2.70560558e-01, -2.70560558e-01], [-8.37560189e-02, -8.37560189e-02, -8.37560189e-02, ..., -8.37560189e-02, -8.37560189e-02, -8.37560189e-02]]], ..., [[[-5.29224736e-01, -8.89311639e-01, -5.29224736e-01, ..., -5.29224736e-01, -5.29224736e-01, -5.29224736e-01], [-6.37757888e-01, -7.51785274e-01, -7.51785274e-01, ..., -7.51785274e-01, -7.51785274e-01, -7.51785274e-01], [-1.43887609e+00, -2.70751794e-01, -2.70751794e-01, ..., -2.70751794e-01, -2.70751794e-01, -2.70751794e-01], [-4.61115603e-01, -4.61115603e-01, -4.61115603e-01, ..., -4.61115603e-01, -4.61115603e-01, -9.95820465e-01]], [[-2.04877782e-02, -2.04877782e-02, -2.04877782e-02, ..., -2.04877782e-02, -2.04877782e-02, -2.04877782e-02], [-1.60545512e-02, -1.60545512e-02, -1.60545512e-02, ..., -1.60545512e-02, -1.60545512e-02, -1.60545512e-02], [-4.53924246e-02, -4.53924246e-02, -4.53924246e-02, ..., -4.53924246e-02, -4.53924246e-02, -4.53924246e-02], [-2.43494301e-02, -2.43494301e-02, -2.43494301e-02, ..., -2.43494301e-02, -2.43494301e-02, -2.43494301e-02]], [[-7.21957859e-01, -7.21957859e-01, -6.65143365e-01, ..., -7.21957859e-01, -6.65143365e-01, -6.65143365e-01], [-8.56007208e-01, -8.56007208e-01, -8.56007208e-01, ..., -5.53133197e-01, -5.53133197e-01, -5.53133197e-01], [-3.86478837e-01, -3.86478837e-01, -1.13770174e+00, ..., -3.86478837e-01, -1.13770174e+00, -3.86478837e-01], [-6.35979153e-01, -6.35979153e-01, -6.35979153e-01, ..., -7.53782618e-01, -6.35979153e-01, -7.53782618e-01]], ..., [[-4.01593767e-01, -1.10640023e+00, -4.01593767e-01, ..., -4.01593767e-01, -1.10640023e+00, -4.01593767e-01], [-9.48599262e-01, -9.48599262e-01, -9.48599262e-01, ..., -4.89852319e-01, -4.89852319e-01, -9.48599262e-01], [-1.71192635e+00, -1.99082500e-01, -1.99082500e-01, ..., -1.71192635e+00, -1.99082500e-01, -1.99082500e-01], [-3.47144882e-01, -3.47144882e-01, -3.47144882e-01, ..., -1.22656930e+00, -1.22656930e+00, -1.22656930e+00]], [[-1.54090820e+00, -1.54090820e+00, -2.41035777e-01, ..., -2.41035777e-01, -1.54090820e+00, -2.41035777e-01], [-1.93189922e-01, -1.93189922e-01, -1.73912187e+00, ..., -1.93189922e-01, -1.93189922e-01, -1.93189922e-01], [-9.69002464e-01, -9.69002464e-01, -9.69002464e-01, ..., -4.77167429e-01, -4.77167429e-01, -9.69002464e-01], [-2.81087776e-01, -2.81087776e-01, -1.40634224e+00, ..., -1.40634224e+00, -2.81087776e-01, -2.81087776e-01]], [[-1.71489868e-01, -1.84775096e+00, -1.71489868e-01, ..., -1.71489868e-01, -1.84775096e+00, -1.71489868e-01], [-1.36510696e-01, -1.36510696e-01, -2.05883131e+00, ..., -1.36510696e-01, -1.36510696e-01, -1.36510696e-01], [-3.50443041e-01, -3.50443041e-01, -3.50443041e-01, ..., -3.50443041e-01, -3.50443041e-01, -3.50443041e-01], [-2.01113729e-01, -2.01113729e-01, -2.01113729e-01, ..., -2.01113729e-01, -2.01113729e-01, -2.01113729e-01]]], [[[-3.26755077e-01, -1.27747718e+00, -3.26755077e-01, ..., -3.26755077e-01, -3.26755077e-01, -3.26755077e-01], [-6.75270493e-01, -7.11349270e-01, -7.11349270e-01, ..., -7.11349270e-01, -7.11349270e-01, -7.11349270e-01], [-1.14427761e+00, -3.83391359e-01, -3.83391359e-01, ..., -3.83391359e-01, -3.83391359e-01, -3.83391359e-01], [-6.65774998e-01, -6.65774998e-01, -6.65774998e-01, ..., -6.65774998e-01, -6.65774998e-01, -7.21289736e-01]], [[-1.34907758e-02, -1.34907758e-02, -1.34907758e-02, ..., -1.34907758e-02, -1.34907758e-02, -1.34907758e-02], [-5.42707905e-03, -5.42707905e-03, -5.42707905e-03, ..., -5.42707905e-03, -5.42707905e-03, -5.42707905e-03], [-1.11711274e-02, -1.11711274e-02, -1.11711274e-02, ..., -1.11711274e-02, -1.11711274e-02, -1.11711274e-02], [-5.53329713e-03, -5.53329713e-03, -5.53329713e-03, ..., -5.53329713e-03, -5.53329713e-03, -5.53329713e-03]], [[-2.37144613e-01, -2.37144613e-01, -1.55531532e+00, ..., -2.37144613e-01, -1.55531532e+00, -1.55531532e+00], [-5.11601165e-01, -5.11601165e-01, -5.11601165e-01, ..., -9.15128547e-01, -9.15128547e-01, -9.15128547e-01], [-2.80333841e-01, -2.80333841e-01, -1.40866870e+00, ..., -2.80333841e-01, -1.40866870e+00, -2.80333841e-01], [-5.03863029e-01, -5.03863029e-01, -5.03863029e-01, ..., -9.26826372e-01, -5.03863029e-01, -9.26826372e-01]], ..., [[-4.99049730e-01, -9.34218736e-01, -4.99049730e-01, ..., -4.99049730e-01, -9.34218736e-01, -4.99049730e-01], [-4.81875851e-01, -4.81875851e-01, -4.81875851e-01, ..., -9.61350167e-01, -9.61350167e-01, -4.81875851e-01], [-8.23318513e-01, -5.77985353e-01, -5.77985353e-01, ..., -8.23318513e-01, -5.77985353e-01, -5.77985353e-01], [-9.49390730e-01, -9.49390730e-01, -9.49390730e-01, ..., -4.89352375e-01, -4.89352375e-01, -4.89352375e-01]], [[-5.94121073e-01, -5.94121073e-01, -8.03068218e-01, ..., -8.03068218e-01, -5.94121073e-01, -8.03068218e-01], [-4.01299583e-01, -4.01299583e-01, -1.10699576e+00, ..., -4.01299583e-01, -4.01299583e-01, -4.01299583e-01], [-6.83637185e-01, -6.83637185e-01, -6.83637185e-01, ..., -7.02748485e-01, -7.02748485e-01, -6.83637185e-01], [-4.07766037e-01, -4.07766037e-01, -1.09402625e+00, ..., -1.09402625e+00, -4.07766037e-01, -4.07766037e-01]], [[-1.97745039e-01, -1.71802052e+00, -1.97745039e-01, ..., -1.97745039e-01, -1.71802052e+00, -1.97745039e-01], [-8.39779027e-02, -8.39779027e-02, -2.51889670e+00, ..., -8.39779027e-02, -8.39779027e-02, -8.39779027e-02], [-1.66230842e-01, -1.66230842e-01, -1.66230842e-01, ..., -1.66230842e-01, -1.66230842e-01, -1.66230842e-01], [-8.55575034e-02, -8.55575034e-02, -8.55575034e-02, ..., -8.55575034e-02, -8.55575034e-02, -8.55575034e-02]]], [[[-3.99039569e-01, -1.11158857e+00, -3.99039569e-01, ..., -3.99039569e-01, -3.99039569e-01, -3.99039569e-01], [-8.34917198e-01, -5.69002924e-01, -5.69002924e-01, ..., -5.69002924e-01, -5.69002924e-01, -5.69002924e-01], [-9.77518622e-01, -4.71995282e-01, -4.71995282e-01, ..., -4.71995282e-01, -4.71995282e-01, -4.71995282e-01], [-8.11743897e-01, -8.11743897e-01, -8.11743897e-01, ..., -8.11743897e-01, -8.11743897e-01, -5.87136197e-01]], [[-3.06403024e-02, -3.06403024e-02, -3.06403024e-02, ..., -3.06403024e-02, -3.06403024e-02, -3.06403024e-02], [-1.16277293e-02, -1.16277293e-02, -1.16277293e-02, ..., -1.16277293e-02, -1.16277293e-02, -1.16277293e-02], [-2.49814387e-02, -2.49814387e-02, -2.49814387e-02, ..., -2.49814387e-02, -2.49814387e-02, -2.49814387e-02], [-1.21151302e-02, -1.21151302e-02, -1.21151302e-02, ..., -1.21151302e-02, -1.21151302e-02, -1.21151302e-02]], [[-2.87441963e-01, -2.87441963e-01, -1.38701503e+00, ..., -2.87441963e-01, -1.38701503e+00, -1.38701503e+00], [-6.34424612e-01, -6.34424612e-01, -6.34424612e-01, ..., -7.55534406e-01, -7.55534406e-01, -7.55534406e-01], [-3.43313763e-01, -3.43313763e-01, -1.23586117e+00, ..., -3.43313763e-01, -1.23586117e+00, -3.43313763e-01], [-6.15232763e-01, -6.15232763e-01, -6.15232763e-01, ..., -7.77649131e-01, -6.15232763e-01, -7.77649131e-01]], ..., [[-3.59344118e-01, -1.19777230e+00, -3.59344118e-01, ..., -3.59344118e-01, -1.19777230e+00, -3.59344118e-01], [-6.25578860e-01, -6.25578860e-01, -6.25578860e-01, ..., -7.65613958e-01, -7.65613958e-01, -6.25578860e-01], [-1.05787564e+00, -4.26473124e-01, -4.26473124e-01, ..., -1.05787564e+00, -4.26473124e-01, -4.26473124e-01], [-7.43729363e-01, -7.43729363e-01, -7.43729363e-01, ..., -6.45000839e-01, -6.45000839e-01, -6.45000839e-01]], [[-7.15665131e-01, -7.15665131e-01, -6.71125142e-01, ..., -6.71125142e-01, -7.15665131e-01, -6.71125142e-01], [-3.07126990e-01, -3.07126990e-01, -1.33013026e+00, ..., -3.07126990e-01, -3.07126990e-01, -3.07126990e-01], [-8.26819895e-01, -8.26819895e-01, -8.26819895e-01, ..., -5.75254242e-01, -5.75254242e-01, -8.26819895e-01], [-3.18217231e-01, -3.18217231e-01, -1.29991392e+00, ..., -1.29991392e+00, -3.18217231e-01, -3.18217231e-01]], [[-1.61945154e-01, -1.90037761e+00, -1.61945154e-01, ..., -1.61945154e-01, -1.90037761e+00, -1.61945154e-01], [-6.39879615e-02, -6.39879615e-02, -2.78088370e+00, ..., -6.39879615e-02, -6.39879615e-02, -6.39879615e-02], [-1.33587907e-01, -1.33587907e-01, -1.33587907e-01, ..., -1.33587907e-01, -1.33587907e-01, -1.33587907e-01], [-6.65985007e-02, -6.65985007e-02, -6.65985007e-02, ..., -6.65985007e-02, -6.65985007e-02, -6.65985007e-02]]]], [[[[-4.48057726e-01, -1.01851119e+00, -4.48057726e-01, ..., -4.48057726e-01, -4.48057726e-01, -4.48057726e-01], [-6.23757076e-01, -7.67713694e-01, -7.67713694e-01, ..., -7.67713694e-01, -7.67713694e-01, -7.67713694e-01], [-1.34967403e+00, -3.00193049e-01, -3.00193049e-01, ..., -3.00193049e-01, -3.00193049e-01, -3.00193049e-01], [-5.93879084e-01, -5.93879084e-01, -5.93879084e-01, ..., -5.93879084e-01, -5.93879084e-01, -8.03366521e-01]], [[-6.98777815e-03, -6.98777815e-03, -6.98777815e-03, ..., -6.98777815e-03, -6.98777815e-03, -6.98777815e-03], [-4.56709485e-03, -4.56709485e-03, -4.56709485e-03, ..., -4.56709485e-03, -4.56709485e-03, -4.56709485e-03], [-1.12576957e-02, -1.12576957e-02, -1.12576957e-02, ..., -1.12576957e-02, -1.12576957e-02, -1.12576957e-02], [-4.87565144e-03, -4.87565144e-03, -4.87565144e-03, ..., -4.87565144e-03, -4.87565144e-03, -4.87565144e-03]], [[-4.48060848e-01, -4.48060848e-01, -1.01850567e+00, ..., -4.48060848e-01, -1.01850567e+00, -1.01850567e+00], [-6.23761088e-01, -6.23761088e-01, -6.23761088e-01, ..., -7.67709062e-01, -7.67709062e-01, -7.67709062e-01], [-3.00195290e-01, -3.00195290e-01, -1.34966763e+00, ..., -3.00195290e-01, -1.34966763e+00, -3.00195290e-01], [-5.93882955e-01, -5.93882955e-01, -5.93882955e-01, ..., -8.03361748e-01, -5.93882955e-01, -8.03361748e-01]], ..., [[-4.42251951e-01, -1.02886530e+00, -4.42251951e-01, ..., -4.42251951e-01, -1.02886530e+00, -4.42251951e-01], [-7.76406676e-01, -7.76406676e-01, -7.76406676e-01, ..., -6.16290174e-01, -6.16290174e-01, -7.76406676e-01], [-1.36166827e+00, -2.96027405e-01, -2.96027405e-01, ..., -1.36166827e+00, -2.96027405e-01, -2.96027405e-01], [-5.86674652e-01, -5.86674652e-01, -5.86674652e-01, ..., -8.12321973e-01, -8.12321973e-01, -8.12321973e-01]], [[-8.95943726e-01, -8.95943726e-01, -5.24623997e-01, ..., -5.24623997e-01, -8.95943726e-01, -5.24623997e-01], [-3.71778093e-01, -3.71778093e-01, -1.16959467e+00, ..., -3.71778093e-01, -3.71778093e-01, -3.71778093e-01], [-6.40742709e-01, -6.40742709e-01, -6.40742709e-01, ..., -7.48450493e-01, -7.48450493e-01, -6.40742709e-01], [-3.92588371e-01, -3.92588371e-01, -1.12487413e+00, ..., -1.12487413e+00, -3.92588371e-01, -3.92588371e-01]], [[-2.09529472e-01, -1.66582700e+00, -2.09529472e-01, ..., -2.09529472e-01, -1.66582700e+00, -2.09529472e-01], [-1.41642179e-01, -1.41642179e-01, -2.02443656e+00, ..., -1.41642179e-01, -1.41642179e-01, -1.41642179e-01], [-3.19425689e-01, -3.19425689e-01, -3.19425689e-01, ..., -3.19425689e-01, -3.19425689e-01, -3.19425689e-01], [-1.50546821e-01, -1.50546821e-01, -1.50546821e-01, ..., -1.50546821e-01, -1.50546821e-01, -1.50546821e-01]]], [[[-5.54722368e-01, -8.53859894e-01, -5.54722368e-01, ..., -5.54722368e-01, -5.54722368e-01, -5.54722368e-01], [-6.13003730e-01, -7.80277630e-01, -7.80277630e-01, ..., -7.80277630e-01, -7.80277630e-01, -7.80277630e-01], [-1.30155936e+00, -3.17601424e-01, -3.17601424e-01, ..., -3.17601424e-01, -3.17601424e-01, -3.17601424e-01], [-6.59104751e-01, -6.59104751e-01, -6.59104751e-01, ..., -6.59104751e-01, -6.59104751e-01, -7.28389463e-01]], [[-5.17415943e-02, -5.17415943e-02, -5.17415943e-02, ..., -5.17415943e-02, -5.17415943e-02, -5.17415943e-02], [-4.54925334e-02, -4.54925334e-02, -4.54925334e-02, ..., -4.54925334e-02, -4.54925334e-02, -4.54925334e-02], [-1.00140738e-01, -1.00140738e-01, -1.00140738e-01, ..., -1.00140738e-01, -1.00140738e-01, -1.00140738e-01], [-4.13327014e-02, -4.13327014e-02, -4.13327014e-02, ..., -4.13327014e-02, -4.13327014e-02, -4.13327014e-02]], [[-3.92590798e-01, -3.92590798e-01, -1.12486908e+00, ..., -3.92590798e-01, -1.12486908e+00, -1.12486908e+00], [-4.37341039e-01, -4.37341039e-01, -4.37341039e-01, ..., -1.03775570e+00, -1.03775570e+00, -1.03775570e+00], [-2.17058129e-01, -2.17058129e-01, -1.63415683e+00, ..., -2.17058129e-01, -1.63415683e+00, -2.17058129e-01], [-4.73161962e-01, -4.73161962e-01, -4.73161962e-01, ..., -9.75587432e-01, -4.73161962e-01, -9.75587432e-01]], ..., [[-5.68938172e-01, -8.35001682e-01, -5.68938172e-01, ..., -5.68938172e-01, -8.35001682e-01, -5.68938172e-01], [-7.62496637e-01, -7.62496637e-01, -7.62496637e-01, ..., -6.28296752e-01, -6.28296752e-01, -7.62496637e-01], [-1.27759390e+00, -3.26709973e-01, -3.26709973e-01, ..., -1.27759390e+00, -3.26709973e-01, -3.26709973e-01], [-6.75205725e-01, -6.75205725e-01, -6.75205725e-01, ..., -7.11416421e-01, -7.11416421e-01, -7.11416421e-01]], [[-1.15537728e+00, -1.15537728e+00, -3.78246946e-01, ..., -3.78246946e-01, -1.15537728e+00, -3.78246946e-01], [-3.38562467e-01, -3.38562467e-01, -1.24755643e+00, ..., -3.38562467e-01, -3.38562467e-01, -3.38562467e-01], [-7.40366904e-01, -7.40366904e-01, -7.40366904e-01, ..., -6.48056981e-01, -6.48056981e-01, -7.40366904e-01], [-3.11388418e-01, -3.11388418e-01, -1.31837157e+00, ..., -1.31837157e+00, -3.11388418e-01, -3.11388418e-01]], [[-6.83764414e-02, -2.71672036e+00, -6.83764414e-02, ..., -6.83764414e-02, -2.71672036e+00, -6.83764414e-02], [-6.01780590e-02, -6.01780590e-02, -2.84038560e+00, ..., -6.01780590e-02, -6.01780590e-02, -6.01780590e-02], [-1.31346614e-01, -1.31346614e-01, -1.31346614e-01, ..., -1.31346614e-01, -1.31346614e-01, -1.31346614e-01], [-5.47117210e-02, -5.47117210e-02, -5.47117210e-02, ..., -5.47117210e-02, -5.47117210e-02, -5.47117210e-02]]], [[[-5.09129187e-01, -9.18840795e-01, -5.09129187e-01, ..., -5.09129187e-01, -5.09129187e-01, -5.09129187e-01], [-9.32671931e-01, -5.00052030e-01, -5.00052030e-01, ..., -5.00052030e-01, -5.00052030e-01, -5.00052030e-01], [-1.03194343e+00, -4.40543962e-01, -4.40543962e-01, ..., -4.40543962e-01, -4.40543962e-01, -4.40543962e-01], [-7.67371130e-01, -7.67371130e-01, -7.67371130e-01, ..., -7.67371130e-01, -7.67371130e-01, -6.24053806e-01]], [[-3.28008253e-02, -3.28008253e-02, -3.28008253e-02, ..., -3.28008253e-02, -3.28008253e-02, -3.28008253e-02], [-1.42595826e-02, -1.42595826e-02, -1.42595826e-02, ..., -1.42595826e-02, -1.42595826e-02, -1.42595826e-02], [-3.92094581e-02, -3.92094581e-02, -3.92094581e-02, ..., -3.92094581e-02, -3.92094581e-02, -3.92094581e-02], [-1.89984185e-02, -1.89984185e-02, -1.89984185e-02, ..., -1.89984185e-02, -1.89984185e-02, -1.89984185e-02]], [[-5.09545497e-01, -5.09545497e-01, -9.18213999e-01, ..., -5.09545497e-01, -9.18213999e-01, -9.18213999e-01], [-9.33304704e-01, -9.33304704e-01, -9.33304704e-01, ..., -4.99641697e-01, -4.99641697e-01, -4.99641697e-01], [-4.40915760e-01, -4.40915760e-01, -1.03127213e+00, ..., -4.40915760e-01, -1.03127213e+00, -4.40915760e-01], [-7.67930128e-01, -7.67930128e-01, -7.67930128e-01, ..., -6.23569698e-01, -7.67930128e-01, -6.23569698e-01]], ..., [[-3.18258299e-01, -1.29980432e+00, -3.18258299e-01, ..., -3.18258299e-01, -1.29980432e+00, -3.18258299e-01], [-7.65175070e-01, -7.65175070e-01, -7.65175070e-01, ..., -6.25960554e-01, -6.25960554e-01, -7.65175070e-01], [-1.43514782e+00, -2.71913935e-01, -2.71913935e-01, ..., -1.43514782e+00, -2.71913935e-01, -2.71913935e-01], [-5.01668498e-01, -5.01668498e-01, -5.01668498e-01, ..., -9.30185591e-01, -9.30185591e-01, -9.30185591e-01]], [[-7.42355284e-01, -7.42355284e-01, -6.46247372e-01, ..., -6.46247372e-01, -7.42355284e-01, -6.46247372e-01], [-3.30193938e-01, -3.30193938e-01, -1.26863336e+00, ..., -3.30193938e-01, -3.30193938e-01, -3.30193938e-01], [-6.51272417e-01, -6.51272417e-01, -6.51272417e-01, ..., -7.36852368e-01, -7.36852368e-01, -6.51272417e-01], [-4.20351473e-01, -4.20351473e-01, -1.06948832e+00, ..., -1.06948832e+00, -4.20351473e-01, -4.20351473e-01]], [[-2.84545106e-01, -1.39576474e+00, -2.84545106e-01, ..., -2.84545106e-01, -1.39576474e+00, -2.84545106e-01], [-1.32579455e-01, -1.32579455e-01, -2.08613060e+00, ..., -1.32579455e-01, -1.32579455e-01, -1.32579455e-01], [-3.32706940e-01, -3.32706940e-01, -3.32706940e-01, ..., -3.32706940e-01, -3.32706940e-01, -3.32706940e-01], [-1.73392542e-01, -1.73392542e-01, -1.73392542e-01, ..., -1.73392542e-01, -1.73392542e-01, -1.73392542e-01]]], ..., [[[-5.35976703e-01, -8.79711833e-01, -5.35976703e-01, ..., -5.35976703e-01, -5.35976703e-01, -5.35976703e-01], [-8.78282662e-01, -5.36991391e-01, -5.36991391e-01, ..., -5.36991391e-01, -5.36991391e-01, -5.36991391e-01], [-9.92800266e-01, -4.62889210e-01, -4.62889210e-01, ..., -4.62889210e-01, -4.62889210e-01, -4.62889210e-01], [-7.87392545e-01, -7.87392545e-01, -7.87392545e-01, ..., -7.87392545e-01, -7.87392545e-01, -6.07024017e-01]], [[-1.12958285e-02, -1.12958285e-02, -1.12958285e-02, ..., -1.12958285e-02, -1.12958285e-02, -1.12958285e-02], [-5.70991428e-03, -5.70991428e-03, -5.70991428e-03, ..., -5.70991428e-03, -5.70991428e-03, -5.70991428e-03], [-1.35916972e-02, -1.35916972e-02, -1.35916972e-02, ..., -1.35916972e-02, -1.35916972e-02, -1.35916972e-02], [-6.70349779e-03, -6.70349779e-03, -6.70349779e-03, ..., -6.70349779e-03, -6.70349779e-03, -6.70349779e-03]], [[-5.63657933e-01, -5.63657933e-01, -8.41933625e-01, ..., -5.63657933e-01, -8.41933625e-01, -8.41933625e-01], [-9.17062290e-01, -9.17062290e-01, -9.17062290e-01, ..., -5.10311582e-01, -5.10311582e-01, -5.10311582e-01], [-4.87646853e-01, -4.87646853e-01, -9.52098473e-01, ..., -4.87646853e-01, -9.52098473e-01, -4.87646853e-01], [-8.23596142e-01, -8.23596142e-01, -8.23596142e-01, ..., -5.77768177e-01, -8.23596142e-01, -5.77768177e-01]], ..., [[-5.78394663e-01, -8.22795639e-01, -5.78394663e-01, ..., -5.78394663e-01, -8.22795639e-01, -5.78394663e-01], [-4.96909493e-01, -4.96909493e-01, -4.96909493e-01, ..., -9.37534916e-01, -9.37534916e-01, -4.96909493e-01], [-9.31433353e-01, -5.00856449e-01, -5.00856449e-01, ..., -9.31433353e-01, -5.00856449e-01, -5.00856449e-01], [-8.42746008e-01, -8.42746008e-01, -8.42746008e-01, ..., -5.63043326e-01, -5.63043326e-01, -5.63043326e-01]], [[-9.74818292e-01, -9.74818292e-01, -4.73627626e-01, ..., -4.73627626e-01, -9.74818292e-01, -4.73627626e-01], [-2.66489814e-01, -2.66489814e-01, -1.45270688e+00, ..., -2.66489814e-01, -2.66489814e-01, -2.66489814e-01], [-8.63007884e-01, -8.63007884e-01, -8.63007884e-01, ..., -5.47993144e-01, -5.47993144e-01, -8.63007884e-01], [-3.06521647e-01, -3.06521647e-01, -1.33181597e+00, ..., -1.33181597e+00, -3.06521647e-01, -3.06521647e-01]], [[-2.02597281e-01, -1.69612410e+00, -2.02597281e-01, ..., -2.02597281e-01, -1.69612410e+00, -2.02597281e-01], [-1.07243418e-01, -1.07243418e-01, -2.28579663e+00, ..., -1.07243418e-01, -1.07243418e-01, -1.07243418e-01], [-2.39438692e-01, -2.39438692e-01, -2.39438692e-01, ..., -2.39438692e-01, -2.39438692e-01, -2.39438692e-01], [-1.24842652e-01, -1.24842652e-01, -1.24842652e-01, ..., -1.24842652e-01, -1.24842652e-01, -1.24842652e-01]]], [[[-3.94608627e-01, -1.12068537e+00, -3.94608627e-01, ..., -3.94608627e-01, -3.94608627e-01, -3.94608627e-01], [-8.20034825e-01, -5.80562194e-01, -5.80562194e-01, ..., -5.80562194e-01, -5.80562194e-01, -5.80562194e-01], [-1.09158710e+00, -4.08996298e-01, -4.08996298e-01, ..., -4.08996298e-01, -4.08996298e-01, -4.08996298e-01], [-5.86668498e-01, -5.86668498e-01, -5.86668498e-01, ..., -5.86668498e-01, -5.86668498e-01, -8.12329686e-01]], [[-9.12151044e-03, -9.12151044e-03, -9.12151044e-03, ..., -9.12151044e-03, -9.12151044e-03, -9.12151044e-03], [-3.48304958e-03, -3.48304958e-03, -3.48304958e-03, ..., -3.48304958e-03, -3.48304958e-03, -3.48304958e-03], [-8.73504407e-03, -8.73504407e-03, -8.73504407e-03, ..., -8.73504407e-03, -8.73504407e-03, -8.73504407e-03], [-5.54010109e-03, -5.54010109e-03, -5.54010109e-03, ..., -5.54010109e-03, -5.54010109e-03, -5.54010109e-03]], [[-4.07185589e-01, -4.07185589e-01, -1.09518018e+00, ..., -4.07185589e-01, -1.09518018e+00, -1.09518018e+00], [-8.41523401e-01, -8.41523401e-01, -8.41523401e-01, ..., -5.63968621e-01, -5.63968621e-01, -5.63968621e-01], [-4.21942210e-01, -4.21942210e-01, -1.06645086e+00, ..., -4.21942210e-01, -1.06645086e+00, -4.21942210e-01], [-6.03749465e-01, -6.03749465e-01, -6.03749465e-01, ..., -7.91328504e-01, -6.03749465e-01, -7.91328504e-01]], ..., [[-3.25616235e-01, -1.28043005e+00, -3.25616235e-01, ..., -3.25616235e-01, -1.28043005e+00, -3.25616235e-01], [-6.87793808e-01, -6.87793808e-01, -6.87793808e-01, ..., -6.98529366e-01, -6.98529366e-01, -6.87793808e-01], [-1.24922059e+00, -3.37892711e-01, -3.37892711e-01, ..., -1.24922059e+00, -3.37892711e-01, -3.37892711e-01], [-4.91538734e-01, -4.91538734e-01, -4.91538734e-01, ..., -9.45936996e-01, -9.45936996e-01, -9.45936996e-01]], [[-8.58759056e-01, -8.58759056e-01, -5.51105281e-01, ..., -5.51105281e-01, -8.58759056e-01, -5.51105281e-01], [-2.46808136e-01, -2.46808136e-01, -1.52001128e+00, ..., -2.46808136e-01, -2.46808136e-01, -2.46808136e-01], [-8.84050890e-01, -8.84050890e-01, -8.84050890e-01, ..., -5.32911174e-01, -5.32911174e-01, -8.84050890e-01], [-3.68605925e-01, -3.68605925e-01, -1.17667525e+00, ..., -1.17667525e+00, -3.68605925e-01, -3.68605925e-01]], [[-1.55970807e-01, -1.93505841e+00, -1.55970807e-01, ..., -1.55970807e-01, -1.93505841e+00, -1.55970807e-01], [-6.22906484e-02, -6.22906484e-02, -2.80692763e+00, ..., -6.22906484e-02, -6.22906484e-02, -6.22906484e-02], [-1.49806377e-01, -1.49806377e-01, -1.49806377e-01, ..., -1.49806377e-01, -1.49806377e-01, -1.49806377e-01], [-9.74306919e-02, -9.74306919e-02, -9.74306919e-02, ..., -9.74306919e-02, -9.74306919e-02, -9.74306919e-02]]], [[[-5.78383750e-01, -8.22809573e-01, -5.78383750e-01, ..., -5.78383750e-01, -5.78383750e-01, -5.78383750e-01], [-6.11222364e-01, -7.82387445e-01, -7.82387445e-01, ..., -7.82387445e-01, -7.82387445e-01, -7.82387445e-01], [-1.28666998e+00, -3.23224926e-01, -3.23224926e-01, ..., -3.23224926e-01, -3.23224926e-01, -3.23224926e-01], [-7.25410463e-01, -7.25410463e-01, -7.25410463e-01, ..., -7.25410463e-01, -7.25410463e-01, -6.61892365e-01]], [[-3.56713513e-02, -3.56713513e-02, -3.56713513e-02, ..., -3.56713513e-02, -3.56713513e-02, -3.56713513e-02], [-3.31928177e-02, -3.31928177e-02, -3.31928177e-02, ..., -3.31928177e-02, -3.31928177e-02, -3.31928177e-02], [-7.18871076e-02, -7.18871076e-02, -7.18871076e-02, ..., -7.18871076e-02, -7.18871076e-02, -7.18871076e-02], [-2.63401313e-02, -2.63401313e-02, -2.63401313e-02, ..., -2.63401313e-02, -2.63401313e-02, -2.63401313e-02]], [[-3.31638177e-01, -3.31638177e-01, -1.26495135e+00, ..., -3.31638177e-01, -1.26495135e+00, -1.26495135e+00], [-3.52865624e-01, -3.52865624e-01, -3.52865624e-01, ..., -1.21291806e+00, -1.21291806e+00, -1.21291806e+00], [-1.75299033e-01, -1.75299033e-01, -1.82763144e+00, ..., -1.75299033e-01, -1.82763144e+00, -1.75299033e-01], [-4.28571955e-01, -4.28571955e-01, -4.28571955e-01, ..., -1.05394121e+00, -4.28571955e-01, -1.05394121e+00]], ..., [[-6.69397379e-01, -7.17474786e-01, -6.69397379e-01, ..., -6.69397379e-01, -7.17474786e-01, -6.69397379e-01], [-6.80634786e-01, -6.80634786e-01, -6.80634786e-01, ..., -7.05818121e-01, -7.05818121e-01, -6.80634786e-01], [-1.14851446e+00, -3.81417820e-01, -3.81417820e-01, ..., -1.14851446e+00, -3.81417820e-01, -3.81417820e-01], [-8.31498118e-01, -8.31498118e-01, -8.31498118e-01, ..., -5.71631604e-01, -5.71631604e-01, -5.71631604e-01]], [[-9.79444184e-01, -9.79444184e-01, -4.70835592e-01, ..., -4.70835592e-01, -9.79444184e-01, -4.70835592e-01], [-4.43950107e-01, -4.43950107e-01, -1.02581944e+00, ..., -4.43950107e-01, -4.43950107e-01, -4.43950107e-01], [-5.93465761e-01, -5.93465761e-01, -5.93465761e-01, ..., -8.03876402e-01, -8.03876402e-01, -5.93465761e-01], [-3.65998207e-01, -3.65998207e-01, -1.18255072e+00, ..., -1.18255072e+00, -3.65998207e-01, -3.65998207e-01]], [[-1.24951205e-01, -2.14165713e+00, -1.24951205e-01, ..., -1.24951205e-01, -2.14165713e+00, -1.24951205e-01], [-1.16619033e-01, -1.16619033e-01, -2.20658570e+00, ..., -1.16619033e-01, -1.16619033e-01, -1.16619033e-01], [-2.41504333e-01, -2.41504333e-01, -2.41504333e-01, ..., -2.41504333e-01, -2.41504333e-01, -2.41504333e-01], [-9.33242902e-02, -9.33242902e-02, -9.33242902e-02, ..., -9.33242902e-02, -9.33242902e-02, -9.33242902e-02]]]], [[[[-4.13740122e-01, -1.08226490e+00, -4.13740122e-01, ..., -4.13740122e-01, -4.13740122e-01, -4.13740122e-01], [-8.45812650e-01, -5.60731145e-01, -5.60731145e-01, ..., -5.60731145e-01, -5.60731145e-01, -5.60731145e-01], [-1.07271615e+00, -4.18669077e-01, -4.18669077e-01, ..., -4.18669077e-01, -4.18669077e-01, -4.18669077e-01], [-6.14140845e-01, -6.14140845e-01, -6.14140845e-01, ..., -6.14140845e-01, -6.14140845e-01, -7.78935137e-01]], [[-3.35026954e-02, -3.35026954e-02, -3.35026954e-02, ..., -3.35026954e-02, -3.35026954e-02, -3.35026954e-02], [-1.30434866e-02, -1.30434866e-02, -1.30434866e-02, ..., -1.30434866e-02, -1.30434866e-02, -1.30434866e-02], [-3.30290126e-02, -3.30290126e-02, -3.30290126e-02, ..., -3.30290126e-02, -3.30290126e-02, -3.30290126e-02], [-2.03786321e-02, -2.03786321e-02, -2.03786321e-02, ..., -2.03786321e-02, -2.03786321e-02, -2.03786321e-02]], [[-3.88139638e-01, -3.88139638e-01, -1.13419061e+00, ..., -3.88139638e-01, -1.13419061e+00, -1.13419061e+00], [-8.02300098e-01, -8.02300098e-01, -8.02300098e-01, ..., -5.94744789e-01, -5.94744789e-01, -5.94744789e-01], [-3.92819768e-01, -3.92819768e-01, -1.12439304e+00, ..., -3.92819768e-01, -1.12439304e+00, -3.92819768e-01], [-5.79308951e-01, -5.79308951e-01, -5.79308951e-01, ..., -8.21629439e-01, -5.79308951e-01, -8.21629439e-01]], ..., [[-4.69539801e-01, -9.81602778e-01, -4.69539801e-01, ..., -4.69539801e-01, -9.81602778e-01, -4.69539801e-01], [-4.96550158e-01, -4.96550158e-01, -4.96550158e-01, ..., -9.38093463e-01, -9.38093463e-01, -4.96550158e-01], [-9.72574599e-01, -4.74989328e-01, -4.74989328e-01, ..., -9.72574599e-01, -4.74989328e-01, -4.74989328e-01], [-6.88989614e-01, -6.88989614e-01, -6.88989614e-01, ..., -6.97322105e-01, -6.97322105e-01, -6.97322105e-01]], [[-8.15969534e-01, -8.15969534e-01, -5.83773415e-01, ..., -5.83773415e-01, -8.15969534e-01, -5.83773415e-01], [-2.66586834e-01, -2.66586834e-01, -1.45238924e+00, ..., -2.66586834e-01, -2.66586834e-01, -2.66586834e-01], [-8.24070884e-01, -8.24070884e-01, -8.24070884e-01, ..., -5.77397059e-01, -5.77397059e-01, -8.24070884e-01], [-3.91407666e-01, -3.91407666e-01, -1.12733427e+00, ..., -1.12733427e+00, -3.91407666e-01, -3.91407666e-01]], [[-2.72124593e-01, -1.43447396e+00, -2.72124593e-01, ..., -2.72124593e-01, -1.43447396e+00, -2.72124593e-01], [-1.13791133e-01, -1.13791133e-01, -2.22974678e+00, ..., -1.13791133e-01, -1.13791133e-01, -1.13791133e-01], [-2.68694387e-01, -2.68694387e-01, -2.68694387e-01, ..., -2.68694387e-01, -2.68694387e-01, -2.68694387e-01], [-1.73101238e-01, -1.73101238e-01, -1.73101238e-01, ..., -1.73101238e-01, -1.73101238e-01, -1.73101238e-01]]], [[[-6.24521061e-01, -7.66832145e-01, -6.24521061e-01, ..., -6.24521061e-01, -6.24521061e-01, -6.24521061e-01], [-8.79500541e-01, -5.36126561e-01, -5.36126561e-01, ..., -5.36126561e-01, -5.36126561e-01, -5.36126561e-01], [-1.21563045e+00, -3.51720116e-01, -3.51720116e-01, ..., -3.51720116e-01, -3.51720116e-01, -3.51720116e-01], [-8.08580497e-01, -8.08580497e-01, -8.08580497e-01, ..., -8.08580497e-01, -8.08580497e-01, -5.89670424e-01]], [[-1.07796896e-02, -1.07796896e-02, -1.07796896e-02, ..., -1.07796896e-02, -1.07796896e-02, -1.07796896e-02], [-6.64622111e-03, -6.64622111e-03, -6.64622111e-03, ..., -6.64622111e-03, -6.64622111e-03, -6.64622111e-03], [-2.20565401e-02, -2.20565401e-02, -2.20565401e-02, ..., -2.20565401e-02, -2.20565401e-02, -2.20565401e-02], [-7.52381281e-03, -7.52381281e-03, -7.52381281e-03, ..., -7.52381281e-03, -7.52381281e-03, -7.52381281e-03]], [[-3.28662143e-01, -3.28662143e-01, -1.27255931e+00, ..., -3.28662143e-01, -1.27255931e+00, -1.27255931e+00], [-4.90059488e-01, -4.90059488e-01, -4.90059488e-01, ..., -9.48271589e-01, -9.48271589e-01, -9.48271589e-01], [-1.73193998e-01, -1.73193998e-01, -1.83869041e+00, ..., -1.73193998e-01, -1.83869041e+00, -1.73193998e-01], [-4.43660987e-01, -4.43660987e-01, -4.43660987e-01, ..., -1.02633699e+00, -4.43660987e-01, -1.02633699e+00]], ..., [[-5.31528885e-01, -8.86017980e-01, -5.31528885e-01, ..., -5.31528885e-01, -8.86017980e-01, -5.31528885e-01], [-6.29699203e-01, -6.29699203e-01, -6.29699203e-01, ..., -7.60895171e-01, -7.60895171e-01, -6.29699203e-01], [-1.36944914e+00, -2.93360800e-01, -2.93360800e-01, ..., -1.36944914e+00, -2.93360800e-01, -2.93360800e-01], [-6.96518877e-01, -6.96518877e-01, -6.96518877e-01, ..., -6.89786815e-01, -6.89786815e-01, -6.89786815e-01]], [[-6.61687263e-01, -6.61687263e-01, -7.25629063e-01, ..., -7.25629063e-01, -6.61687263e-01, -7.25629063e-01], [-5.04346124e-01, -5.04346124e-01, -9.26089388e-01, ..., -5.04346124e-01, -5.04346124e-01, -5.04346124e-01], [-3.75605712e-01, -3.75605712e-01, -3.75605712e-01, ..., -1.16114676e+00, -1.16114676e+00, -3.75605712e-01], [-5.55513939e-01, -5.55513939e-01, -8.52793297e-01, ..., -8.52793297e-01, -5.55513939e-01, -5.55513939e-01]], [[-6.53711845e-02, -2.76018126e+00, -6.53711845e-02, ..., -6.53711845e-02, -2.76018126e+00, -6.53711845e-02], [-4.07244564e-02, -4.07244564e-02, -3.22121960e+00, ..., -4.07244564e-02, -4.07244564e-02, -4.07244564e-02], [-1.30159290e-01, -1.30159290e-01, -1.30159290e-01, ..., -1.30159290e-01, -1.30159290e-01, -1.30159290e-01], [-4.59997520e-02, -4.59997520e-02, -4.59997520e-02, ..., -4.59997520e-02, -4.59997520e-02, -4.59997520e-02]]], [[[-5.65937621e-01, -8.38930442e-01, -5.65937621e-01, ..., -5.65937621e-01, -5.65937621e-01, -5.65937621e-01], [-8.46682900e-01, -5.60077256e-01, -5.60077256e-01, ..., -5.60077256e-01, -5.60077256e-01, -5.60077256e-01], [-1.26894575e+00, -3.30071746e-01, -3.30071746e-01, ..., -3.30071746e-01, -3.30071746e-01, -3.30071746e-01], [-8.90473422e-01, -8.90473422e-01, -8.90473422e-01, ..., -8.90473422e-01, -8.90473422e-01, -5.28415057e-01]], [[-1.81765257e-02, -1.81765257e-02, -1.81765257e-02, ..., -1.81765257e-02, -1.81765257e-02, -1.81765257e-02], [-1.04271857e-02, -1.04271857e-02, -1.04271857e-02, ..., -1.04271857e-02, -1.04271857e-02, -1.04271857e-02], [-3.50762680e-02, -3.50762680e-02, -3.50762680e-02, ..., -3.50762680e-02, -3.50762680e-02, -3.50762680e-02], [-9.67302801e-03, -9.67302801e-03, -9.67302801e-03, ..., -9.67302801e-03, -9.67302801e-03, -9.67302801e-03]], [[-2.77326538e-01, -2.77326538e-01, -1.41802037e+00, ..., -2.77326538e-01, -1.41802037e+00, -1.41802037e+00], [-4.44227646e-01, -4.44227646e-01, -4.44227646e-01, ..., -1.02532301e+00, -1.02532301e+00, -1.02532301e+00], [-1.52047566e-01, -1.52047566e-01, -1.95862257e+00, ..., -1.52047566e-01, -1.95862257e+00, -1.52047566e-01], [-4.71950397e-01, -4.71950397e-01, -4.71950397e-01, ..., -9.77593039e-01, -4.71950397e-01, -9.77593039e-01]], ..., [[-3.77294547e-01, -1.15745210e+00, -3.77294547e-01, ..., -3.77294547e-01, -1.15745210e+00, -3.77294547e-01], [-8.09495228e-01, -8.09495228e-01, -8.09495228e-01, ..., -5.88936140e-01, -5.88936140e-01, -8.09495228e-01], [-1.65751555e+00, -2.11476820e-01, -2.11476820e-01, ..., -1.65751555e+00, -2.11476820e-01, -2.11476820e-01], [-6.23223673e-01, -6.23223673e-01, -6.23223673e-01, ..., -7.68330041e-01, -7.68330041e-01, -7.68330041e-01]], [[-4.86167479e-01, -4.86167479e-01, -9.54456888e-01, ..., -9.54456888e-01, -4.86167479e-01, -9.54456888e-01], [-6.48534458e-01, -6.48534458e-01, -7.39843515e-01, ..., -6.48534458e-01, -6.48534458e-01, -6.48534458e-01], [-2.78910330e-01, -2.78910330e-01, -2.78910330e-01, ..., -1.41308092e+00, -1.41308092e+00, -2.78910330e-01], [-6.13238458e-01, -6.13238458e-01, -7.80000235e-01, ..., -7.80000235e-01, -6.13238458e-01, -6.13238458e-01]], [[-7.15689624e-02, -2.67266485e+00, -7.15689624e-02, ..., -7.15689624e-02, -2.67266485e+00, -7.15689624e-02], [-4.15221903e-02, -4.15221903e-02, -3.20221655e+00, ..., -4.15221903e-02, -4.15221903e-02, -4.15221903e-02], [-1.34874595e-01, -1.34874595e-01, -1.34874595e-01, ..., -1.34874595e-01, -1.34874595e-01, -1.34874595e-01], [-3.85619208e-02, -3.85619208e-02, -3.85619208e-02, ..., -3.85619208e-02, -3.85619208e-02, -3.85619208e-02]]], ..., [[[-4.46126986e-01, -1.02193596e+00, -4.46126986e-01, ..., -4.46126986e-01, -4.46126986e-01, -4.46126986e-01], [-6.33787356e-01, -7.56254196e-01, -7.56254196e-01, ..., -7.56254196e-01, -7.56254196e-01, -7.56254196e-01], [-1.26487413e+00, -3.31668546e-01, -3.31668546e-01, ..., -3.31668546e-01, -3.31668546e-01, -3.31668546e-01], [-5.64308930e-01, -5.64308930e-01, -5.64308930e-01, ..., -5.64308930e-01, -5.64308930e-01, -8.41074405e-01]], [[-4.55093595e-02, -4.55093595e-02, -4.55093595e-02, ..., -4.55093595e-02, -4.55093595e-02, -4.55093595e-02], [-2.91601008e-02, -2.91601008e-02, -2.91601008e-02, ..., -2.91601008e-02, -2.91601008e-02, -2.91601008e-02], [-6.44417484e-02, -6.44417484e-02, -6.44417484e-02, ..., -6.44417484e-02, -6.44417484e-02, -6.44417484e-02], [-3.39434448e-02, -3.39434448e-02, -3.39434448e-02, ..., -3.39434448e-02, -3.39434448e-02, -3.39434448e-02]], [[-5.09597906e-01, -5.09597906e-01, -9.18135139e-01, ..., -5.09597906e-01, -9.18135139e-01, -9.18135139e-01], [-7.15800547e-01, -7.15800547e-01, -7.15800547e-01, ..., -6.70995642e-01, -6.70995642e-01, -6.70995642e-01], [-3.81786699e-01, -3.81786699e-01, -1.14772054e+00, ..., -3.81786699e-01, -1.14772054e+00, -3.81786699e-01], [-6.39898177e-01, -6.39898177e-01, -6.39898177e-01, ..., -7.49391907e-01, -6.39898177e-01, -7.49391907e-01]], ..., [[-4.76364269e-01, -9.70317275e-01, -4.76364269e-01, ..., -4.76364269e-01, -9.70317275e-01, -4.76364269e-01], [-7.13658756e-01, -7.13658756e-01, -7.13658756e-01, ..., -6.73047888e-01, -6.73047888e-01, -7.13658756e-01], [-1.20681075e+00, -3.55461141e-01, -3.55461141e-01, ..., -1.20681075e+00, -3.55461141e-01, -3.55461141e-01], [-6.00433645e-01, -6.00433645e-01, -6.00433645e-01, ..., -7.95343149e-01, -7.95343149e-01, -7.95343149e-01]], [[-1.22089856e+00, -1.22089856e+00, -3.49507837e-01, ..., -3.49507837e-01, -1.22089856e+00, -3.49507837e-01], [-2.35762772e-01, -2.35762772e-01, -1.56049564e+00, ..., -2.35762772e-01, -2.35762772e-01, -2.35762772e-01], [-9.82810739e-01, -9.82810739e-01, -9.82810739e-01, ..., -4.68816619e-01, -4.68816619e-01, -9.82810739e-01], [-2.70204374e-01, -2.70204374e-01, -1.44063860e+00, ..., -1.44063860e+00, -2.70204374e-01, -2.70204374e-01]], [[-8.78101394e-02, -2.47616212e+00, -8.78101394e-02, ..., -8.78101394e-02, -2.47616212e+00, -8.78101394e-02], [-5.66891421e-02, -5.66891421e-02, -2.89838326e+00, ..., -5.66891421e-02, -5.66891421e-02, -5.66891421e-02], [-1.23287951e-01, -1.23287951e-01, -1.23287951e-01, ..., -1.23287951e-01, -1.23287951e-01, -1.23287951e-01], [-6.58420154e-02, -6.58420154e-02, -6.58420154e-02, ..., -6.58420154e-02, -6.58420154e-02, -6.58420154e-02]]], [[[-2.87509441e-01, -1.38681243e+00, -2.87509441e-01, ..., -2.87509441e-01, -2.87509441e-01, -2.87509441e-01], [-5.27140561e-01, -8.92306805e-01, -8.92306805e-01, ..., -8.92306805e-01, -8.92306805e-01, -8.92306805e-01], [-1.49411022e+00, -2.54180536e-01, -2.54180536e-01, ..., -2.54180536e-01, -2.54180536e-01, -2.54180536e-01], [-4.78708532e-01, -4.78708532e-01, -4.78708532e-01, ..., -4.78708532e-01, -4.78708532e-01, -9.66487383e-01]], [[-1.30613491e-02, -1.30613491e-02, -1.30613491e-02, ..., -1.30613491e-02, -1.30613491e-02, -1.30613491e-02], [-6.28969111e-03, -6.28969111e-03, -6.28969111e-03, ..., -6.28969111e-03, -6.28969111e-03, -6.28969111e-03], [-1.50188052e-02, -1.50188052e-02, -1.50188052e-02, ..., -1.50188052e-02, -1.50188052e-02, -1.50188052e-02], [-7.10724959e-03, -7.10724959e-03, -7.10724959e-03, ..., -7.10724959e-03, -7.10724959e-03, -7.10724959e-03]], [[-3.13980796e-01, -3.13980796e-01, -1.31130956e+00, ..., -3.13980796e-01, -1.31130956e+00, -1.31130956e+00], [-5.70185051e-01, -5.70185051e-01, -5.70185051e-01, ..., -8.33377066e-01, -8.33377066e-01, -8.33377066e-01], [-2.77990442e-01, -2.77990442e-01, -1.41594590e+00, ..., -2.77990442e-01, -1.41594590e+00, -2.77990442e-01], [-5.18736263e-01, -5.18736263e-01, -5.18736263e-01, ..., -9.04540884e-01, -5.18736263e-01, -9.04540884e-01]], ..., [[-4.54676451e-01, -1.00690845e+00, -4.54676451e-01, ..., -4.54676451e-01, -1.00690845e+00, -4.54676451e-01], [-6.06325283e-01, -6.06325283e-01, -6.06325283e-01, ..., -7.88230033e-01, -7.88230033e-01, -6.06325283e-01], [-1.09841997e+00, -4.05561281e-01, -4.05561281e-01, ..., -1.09841997e+00, -4.05561281e-01, -4.05561281e-01], [-7.23232633e-01, -7.23232633e-01, -7.23232633e-01, ..., -6.63940489e-01, -6.63940489e-01, -6.63940489e-01]], [[-7.38247151e-01, -7.38247151e-01, -6.49993745e-01, ..., -6.49993745e-01, -7.38247151e-01, -6.49993745e-01], [-3.64212613e-01, -3.64212613e-01, -1.18660277e+00, ..., -3.64212613e-01, -3.64212613e-01, -3.64212613e-01], [-6.67303368e-01, -6.67303368e-01, -6.67303368e-01, ..., -7.19676655e-01, -7.19676655e-01, -6.67303368e-01], [-4.03259867e-01, -4.03259867e-01, -1.10303741e+00, ..., -1.10303741e+00, -4.03259867e-01, -4.03259867e-01]], [[-2.43336555e-01, -1.53251209e+00, -2.43336555e-01, ..., -2.43336555e-01, -1.53251209e+00, -2.43336555e-01], [-1.24177480e-01, -1.24177480e-01, -2.14748977e+00, ..., -1.24177480e-01, -1.24177480e-01, -1.24177480e-01], [-2.75429762e-01, -2.75429762e-01, -2.75429762e-01, ..., -2.75429762e-01, -2.75429762e-01, -2.75429762e-01], [-1.39295752e-01, -1.39295752e-01, -1.39295752e-01, ..., -1.39295752e-01, -1.39295752e-01, -1.39295752e-01]]], [[[-4.91354503e-01, -9.46227270e-01, -4.91354503e-01, ..., -4.91354503e-01, -4.91354503e-01, -4.91354503e-01], [-8.16170853e-01, -5.83613840e-01, -5.83613840e-01, ..., -5.83613840e-01, -5.83613840e-01, -5.83613840e-01], [-1.15247046e+00, -3.79586123e-01, -3.79586123e-01, ..., -3.79586123e-01, -3.79586123e-01, -3.79586123e-01], [-6.82774436e-01, -6.82774436e-01, -6.82774436e-01, ..., -6.82774436e-01, -6.82774436e-01, -7.03628647e-01]], [[-5.93189866e-02, -5.93189866e-02, -5.93189866e-02, ..., -5.93189866e-02, -5.93189866e-02, -5.93189866e-02], [-3.02692682e-02, -3.02692682e-02, -3.02692682e-02, ..., -3.02692682e-02, -3.02692682e-02, -3.02692682e-02], [-8.06525024e-02, -8.06525024e-02, -8.06525024e-02, ..., -8.06525024e-02, -8.06525024e-02, -8.06525024e-02], [-3.88317525e-02, -3.88317525e-02, -3.88317525e-02, ..., -3.88317525e-02, -3.88317525e-02, -3.88317525e-02]], [[-4.10444307e-01, -4.10444307e-01, -1.08872766e+00, ..., -4.10444307e-01, -1.08872766e+00, -1.08872766e+00], [-6.97730853e-01, -6.97730853e-01, -6.97730853e-01, ..., -6.88584423e-01, -6.88584423e-01, -6.88584423e-01], [-3.14259488e-01, -3.14259488e-01, -1.31055440e+00, ..., -3.14259488e-01, -1.31055440e+00, -3.14259488e-01], [-5.78454477e-01, -5.78454477e-01, -5.78454477e-01, ..., -8.22719271e-01, -5.78454477e-01, -8.22719271e-01]], ..., [[-4.67861581e-01, -9.84409561e-01, -4.67861581e-01, ..., -4.67861581e-01, -9.84409561e-01, -4.67861581e-01], [-6.11351922e-01, -6.11351922e-01, -6.11351922e-01, ..., -7.82233722e-01, -7.82233722e-01, -6.11351922e-01], [-1.19507305e+00, -3.60513505e-01, -3.60513505e-01, ..., -1.19507305e+00, -3.60513505e-01, -3.60513505e-01], [-6.52733615e-01, -6.52733615e-01, -6.52733615e-01, ..., -7.35263039e-01, -7.35263039e-01, -7.35263039e-01]], [[-1.08422633e+00, -1.08422633e+00, -4.12736448e-01, ..., -4.12736448e-01, -1.08422633e+00, -4.12736448e-01], [-2.28678770e-01, -2.28678770e-01, -1.58759843e+00, ..., -2.28678770e-01, -2.28678770e-01, -2.28678770e-01], [-8.85424063e-01, -8.85424063e-01, -8.85424063e-01, ..., -5.31945748e-01, -5.31945748e-01, -8.85424063e-01], [-2.85962489e-01, -2.85962489e-01, -1.39147093e+00, ..., -1.39147093e+00, -2.85962489e-01, -2.85962489e-01]], [[-9.22478147e-02, -2.42904605e+00, -9.22478147e-02, ..., -9.22478147e-02, -2.42904605e+00, -9.22478147e-02], [-4.74514797e-02, -4.74514797e-02, -3.07167949e+00, ..., -4.74514797e-02, -4.74514797e-02, -4.74514797e-02], [-1.24707025e-01, -1.24707025e-01, -1.24707025e-01, ..., -1.24707025e-01, -1.24707025e-01, -1.24707025e-01], [-6.07289401e-02, -6.07289401e-02, -6.07289401e-02, ..., -6.07289401e-02, -6.07289401e-02, -6.07289401e-02]]]]])