#!/usr/bin/env python
# coding: utf-8

"""
Critical value polynomials and related quantities for the bounds test of

Pesaran, M. H., Shin, Y., & Smith, R. J. (2001). Bounds testing approaches
   to the analysis of level relationships. Journal of applied econometrics,
   16(3), 289-326.

These were computed using 32,000,000 simulations for each key using the
methodology of PSS, who only used 40,000. The asymptotic P-value response
functions were computed based on the simulated value. Critical values
are the point estimates for the respective quantiles. The simulation code
is contained in pss.py. The output files from this function are then
transformed using pss-process.py.

The format of the keys are (k, case, I1) where

* k is is the number of x variables included in the model (0 is an ADF)
* case is 1, 2, 3, 4 or 5 and corresponds to the PSS paper
* I1 is True if X contains I1 variables and False if X is stationary

The parameters are for polynomials of order 3 (large) or 2 (small).
stat_star is the value where the switch between large and small occurs.
Stat values less then stat_star use large_p, while values above use
small_p. In all cases the stat is logged prior to computing the p-value
so that the p-value is

1 - Phi(c[0] + c[1] * x + c[2] * x**2 + c[3] * x**3)

where x = np.log(stat) and Phi() is the normal cdf.

When this the models, the polynomial is evaluated at the natural log of the
test statistic and then the normal CDF of this value is computed to produce
the p-value.
"""

__all__ = ["large_p", "small_p", "crit_vals", "crit_percentiles", "stat_star"]

large_p = {
    (1, 1, False): [0.2231, 0.91426, 0.10102, 0.00569],
    (1, 1, True): [-0.21766, 0.85933, 0.10411, 0.00661],
    (1, 2, False): [-0.60796, 1.48713, 0.15076, 0.04453],
    (1, 2, True): [-0.96204, 1.52593, 0.15996, 0.04166],
    (1, 3, False): [-0.62883, 0.78991, 0.1, 0.00693],
    (1, 3, True): [-0.91895, 0.82086, 0.12921, 0.01076],
    (1, 4, False): [-1.50546, 1.79052, 0.05488, 0.06801],
    (1, 4, True): [-1.79654, 1.8048, 0.06573, 0.06768],
    (1, 5, False): [-1.36367, 0.94126, 0.21556, 0.02473],
    (1, 5, True): [-1.60554, 0.93305, 0.2422, 0.03241],
    (2, 1, False): [0.20576, 1.18914, 0.15731, 0.01144],
    (2, 1, True): [-0.49024, 1.16958, 0.20564, 0.02008],
    (2, 2, False): [-0.51799, 1.6368, 0.18955, 0.04317],
    (2, 2, True): [-1.13394, 1.71056, 0.20442, 0.04195],
    (2, 3, False): [-0.51712, 1.12963, 0.18936, 0.01808],
    (2, 3, True): [-1.07441, 1.14964, 0.26066, 0.03338],
    (2, 4, False): [-1.29895, 1.88501, 0.11734, 0.06615],
    (2, 4, True): [-1.82455, 1.92207, 0.13753, 0.06269],
    (2, 5, False): [-1.22263, 1.23208, 0.31401, 0.04495],
    (2, 5, True): [-1.67689, 1.17567, 0.33606, 0.05898],
    (3, 1, False): [0.1826, 1.39275, 0.19774, 0.01647],
    (3, 1, True): [-0.71889, 1.39726, 0.29712, 0.03794],
    (3, 2, False): [-0.45864, 1.77632, 0.22125, 0.04372],
    (3, 2, True): [-1.28619, 1.88107, 0.23969, 0.04414],
    (3, 3, False): [-0.45093, 1.38824, 0.26556, 0.03063],
    (3, 3, True): [-1.22712, 1.36564, 0.34942, 0.05555],
    (3, 4, False): [-1.15886, 1.99182, 0.16358, 0.06392],
    (3, 4, True): [-1.88388, 2.05362, 0.18349, 0.06501],
    (3, 5, False): [-1.11221, 1.44327, 0.3547, 0.05263],
    (3, 5, True): [-1.75354, 1.37461, 0.3882, 0.07239],
    (4, 1, False): [0.16431, 1.56391, 0.22944, 0.02067],
    (4, 1, True): [-0.90799, 1.56908, 0.34763, 0.04814],
    (4, 2, False): [-0.41568, 1.90715, 0.24783, 0.04407],
    (4, 2, True): [-1.42373, 2.03902, 0.26907, 0.04755],
    (4, 3, False): [-0.41104, 1.5716, 0.3066, 0.03842],
    (4, 3, True): [-1.36194, 1.54043, 0.40145, 0.06846],
    (4, 4, False): [-1.05651, 2.10007, 0.20201, 0.06129],
    (4, 4, True): [-1.95474, 2.18305, 0.22527, 0.06441],
    (4, 5, False): [-1.02502, 1.62605, 0.38203, 0.05565],
    (4, 5, True): [-1.83458, 1.555, 0.42888, 0.07459],
    (5, 1, False): [0.15015, 1.71718, 0.2584, 0.02507],
    (5, 1, True): [-1.0707, 1.72829, 0.39037, 0.05468],
    (5, 2, False): [-0.38277, 2.02985, 0.27139, 0.04513],
    (5, 2, True): [-1.54974, 2.18631, 0.29592, 0.04967],
    (5, 3, False): [-0.38023, 1.72586, 0.33033, 0.04188],
    (5, 3, True): [-1.48415, 1.70271, 0.44016, 0.07248],
    (5, 4, False): [-0.97676, 2.20429, 0.23233, 0.06543],
    (5, 4, True): [-2.03144, 2.31343, 0.25394, 0.0675],
    (5, 5, False): [-0.95421, 1.78775, 0.40239, 0.05642],
    (5, 5, True): [-1.91679, 1.72031, 0.46434, 0.06641],
    (6, 1, False): [0.13913, 1.8581, 0.28528, 0.02931],
    (6, 1, True): [-1.21438, 1.87638, 0.42416, 0.05485],
    (6, 2, False): [-0.35664, 2.14606, 0.29484, 0.04728],
    (6, 2, True): [-1.66532, 2.32448, 0.31723, 0.05528],
    (6, 3, False): [-0.35498, 1.86634, 0.35087, 0.04455],
    (6, 3, True): [-1.59785, 1.85278, 0.47304, 0.07114],
    (6, 4, False): [-0.91274, 2.30752, 0.26053, 0.0644],
    (6, 4, True): [-2.10956, 2.43721, 0.2852, 0.06694],
    (6, 5, False): [-0.89553, 1.9318, 0.41381, 0.05292],
    (6, 5, True): [-1.99931, 1.87789, 0.49842, 0.04135],
    (7, 1, False): [0.12974, 1.98503, 0.30606, 0.03218],
    (7, 1, True): [-1.34555, 2.01647, 0.45456, 0.05018],
    (7, 2, False): [-0.33519, 2.25631, 0.31659, 0.05016],
    (7, 2, True): [-1.77496, 2.45806, 0.3372, 0.05741],
    (7, 3, False): [-0.33377, 1.99554, 0.36742, 0.04624],
    (7, 3, True): [-1.70381, 1.99863, 0.49883, 0.05092],
    (7, 4, False): [-0.8596, 2.40762, 0.28334, 0.06401],
    (7, 4, True): [-2.18704, 2.55828, 0.30627, 0.07091],
    (7, 5, False): [-0.84606, 2.06291, 0.42505, 0.05152],
    (7, 5, True): [-2.08097, 2.02139, 0.5348, 0.02343],
    (8, 1, False): [0.12244, 2.10698, 0.32849, 0.03596],
    (8, 1, True): [-1.46632, 2.1505, 0.48168, 0.04116],
    (8, 2, False): [-0.31707, 2.36107, 0.33198, 0.04953],
    (8, 2, True): [-1.87722, 2.58105, 0.35963, 0.05848],
    (8, 3, False): [-0.31629, 2.11679, 0.38514, 0.04868],
    (8, 3, True): [-1.80483, 2.13412, 0.52935, 0.03618],
    (8, 4, False): [-0.81509, 2.50518, 0.30456, 0.06388],
    (8, 4, True): [-2.26501, 2.67227, 0.33843, 0.06554],
    (8, 5, False): [-0.80333, 2.18457, 0.42995, 0.0463],
    (8, 5, True): [-2.16125, 2.15208, 0.58319, 0.0],
    (9, 1, False): [0.11562, 2.22037, 0.34907, 0.03968],
    (9, 1, True): [-1.57878, 2.27626, 0.5124, 0.03164],
    (9, 2, False): [-0.30188, 2.46235, 0.35132, 0.05209],
    (9, 2, True): [-1.97465, 2.70256, 0.37466, 0.06205],
    (9, 3, False): [-0.30097, 2.23118, 0.39976, 0.05001],
    (9, 3, True): [-1.90164, 2.26261, 0.56431, 0.0175],
    (9, 4, False): [-0.77664, 2.59712, 0.32618, 0.06452],
    (9, 4, True): [-2.33996, 2.78253, 0.36072, 0.06644],
    (9, 5, False): [-0.76631, 2.2987, 0.43834, 0.04274],
    (9, 5, True): [-2.23753, 2.27521, 0.60763, 0.0],
    (10, 1, False): [0.10995, 2.3278, 0.36567, 0.04153],
    (10, 1, True): [-1.6849, 2.39419, 0.5433, 0.02457],
    (10, 2, False): [-0.28847, 2.55819, 0.36959, 0.05499],
    (10, 2, True): [-2.06725, 2.81756, 0.38761, 0.0676],
    (10, 3, False): [-0.28748, 2.33948, 0.41398, 0.05101],
    (10, 3, True): [-1.99259, 2.38061, 0.59433, 0.01114],
    (10, 4, False): [-0.74317, 2.68624, 0.345, 0.07032],
    (10, 4, True): [-2.41409, 2.8931, 0.37487, 0.07102],
    (10, 5, False): [-0.73464, 2.40692, 0.45153, 0.0434],
    (10, 5, True): [-2.31364, 2.39092, 0.64313, -0.01012],
}

small_p = {
    (1, 1, False): [0.2585, 0.92944, 0.25921],
    (1, 1, True): [-0.17399, 0.88425, 0.29947],
    (1, 2, False): [-0.45787, 1.15813, 0.37268],
    (1, 2, True): [-0.76388, 1.13438, 0.39908],
    (1, 3, False): [-0.57887, 0.87657, 0.32929],
    (1, 3, True): [-0.88284, 0.81513, 0.366],
    (1, 4, False): [-1.1926, 1.21061, 0.40386],
    (1, 4, True): [-1.42909, 1.16607, 0.42899],
    (1, 5, False): [-1.34428, 0.8756, 0.37809],
    (1, 5, True): [-1.56285, 0.80464, 0.40703],
    (2, 1, False): [0.23004, 1.12045, 0.31791],
    (2, 1, True): [-0.45371, 1.06577, 0.38144],
    (2, 2, False): [-0.41191, 1.36838, 0.39668],
    (2, 2, True): [-0.9488, 1.32707, 0.44808],
    (2, 3, False): [-0.49166, 1.11266, 0.36824],
    (2, 3, True): [-1.03636, 1.04019, 0.42589],
    (2, 4, False): [-1.08188, 1.42797, 0.42653],
    (2, 4, True): [-1.52152, 1.36, 0.47256],
    (2, 5, False): [-1.12408, 1.0565, 0.43505],
    (2, 5, True): [-1.58614, 1.01208, 0.46796],
    (3, 1, False): [0.20945, 1.29304, 0.36292],
    (3, 1, True): [-0.60112, 1.139, 0.47837],
    (3, 2, False): [-0.37491, 1.53959, 0.42397],
    (3, 2, True): [-1.11163, 1.50639, 0.48662],
    (3, 3, False): [-0.41411, 1.27093, 0.41524],
    (3, 3, True): [-1.14285, 1.18673, 0.4906],
    (3, 4, False): [-0.9946, 1.60793, 0.44771],
    (3, 4, True): [-1.62609, 1.54566, 0.50619],
    (3, 5, False): [-1.04988, 1.31372, 0.44802],
    (3, 5, True): [-1.68976, 1.25316, 0.49896],
    (4, 1, False): [0.18839, 1.46484, 0.39125],
    (4, 1, True): [-0.81822, 1.35949, 0.50619],
    (4, 2, False): [-0.35123, 1.705, 0.44075],
    (4, 2, True): [-1.2591, 1.67286, 0.52021],
    (4, 3, False): [-0.34716, 1.39436, 0.46391],
    (4, 3, True): [-1.30728, 1.41428, 0.51292],
    (4, 4, False): [-0.92783, 1.77056, 0.46587],
    (4, 4, True): [-1.71493, 1.69609, 0.54221],
    (4, 5, False): [-0.97468, 1.50704, 0.46661],
    (4, 5, True): [-1.7783, 1.4453, 0.53112],
    (5, 1, False): [0.17584, 1.60806, 0.424],
    (5, 1, True): [-1.00705, 1.5668, 0.52487],
    (5, 2, False): [-0.32186, 1.82909, 0.47183],
    (5, 2, True): [-1.39492, 1.83145, 0.54756],
    (5, 3, False): [-0.32204, 1.55407, 0.4884],
    (5, 3, True): [-1.43499, 1.58772, 0.54359],
    (5, 4, False): [-0.87005, 1.9128, 0.48361],
    (5, 4, True): [-1.81929, 1.8594, 0.56629],
    (5, 5, False): [-0.91534, 1.6826, 0.47972],
    (5, 5, True): [-1.86297, 1.61238, 0.56196],
    (6, 1, False): [0.16642, 1.7409, 0.45235],
    (6, 1, True): [-1.15641, 1.72534, 0.55469],
    (6, 2, False): [-0.31023, 1.97806, 0.47892],
    (6, 2, True): [-1.52248, 1.98657, 0.56855],
    (6, 3, False): [-0.30333, 1.70462, 0.50703],
    (6, 3, True): [-1.5521, 1.74539, 0.57191],
    (6, 4, False): [-0.82345, 2.04624, 0.50026],
    (6, 4, True): [-1.90659, 1.99476, 0.59394],
    (6, 5, False): [-0.85675, 1.81838, 0.50387],
    (6, 5, True): [-1.92708, 1.73629, 0.60069],
    (7, 1, False): [0.15013, 1.88779, 0.46397],
    (7, 1, True): [-1.28169, 1.85521, 0.58877],
    (7, 2, False): [-0.2904, 2.09042, 0.50233],
    (7, 2, True): [-1.62626, 2.10378, 0.6013],
    (7, 3, False): [-0.29138, 1.8506, 0.52083],
    (7, 3, True): [-1.64831, 1.87115, 0.60523],
    (7, 4, False): [-0.78647, 2.1757, 0.51247],
    (7, 4, True): [-1.98344, 2.10977, 0.62411],
    (7, 5, False): [-0.81099, 1.95374, 0.51949],
    (7, 5, True): [-1.99875, 1.86512, 0.63051],
    (8, 1, False): [0.14342, 2.00691, 0.48514],
    (8, 1, True): [-1.3933, 1.97361, 0.62074],
    (8, 2, False): [-0.27952, 2.20983, 0.51721],
    (8, 2, True): [-1.74485, 2.25435, 0.61354],
    (8, 3, False): [-0.28049, 1.98611, 0.53286],
    (8, 3, True): [-1.74116, 1.99245, 0.63511],
    (8, 4, False): [-0.74797, 2.28202, 0.53356],
    (8, 4, True): [-2.07764, 2.25027, 0.64023],
    (8, 5, False): [-0.76505, 2.06317, 0.54393],
    (8, 5, True): [-2.04872, 1.95334, 0.67177],
    (9, 1, False): [0.13505, 2.12341, 0.50439],
    (9, 1, True): [-1.49339, 2.07805, 0.65464],
    (9, 2, False): [-0.26881, 2.32256, 0.53025],
    (9, 2, True): [-1.82677, 2.34223, 0.65004],
    (9, 3, False): [-0.26657, 2.09906, 0.55384],
    (9, 3, True): [-1.80085, 2.06043, 0.68234],
    (9, 4, False): [-0.71672, 2.38896, 0.54931],
    (9, 4, True): [-2.17306, 2.39146, 0.65252],
    (9, 5, False): [-0.70907, 2.13027, 0.58668],
    (9, 5, True): [-2.14411, 2.10595, 0.68478],
    (10, 1, False): [0.12664, 2.23871, 0.51771],
    (10, 1, True): [-1.59784, 2.19509, 0.67874],
    (10, 2, False): [-0.25969, 2.4312, 0.54096],
    (10, 2, True): [-1.93843, 2.48708, 0.65741],
    (10, 3, False): [-0.25694, 2.21617, 0.56619],
    (10, 3, True): [-1.89772, 2.1894, 0.70143],
    (10, 4, False): [-0.69126, 2.49776, 0.5583],
    (10, 4, True): [-2.24685, 2.4968, 0.67598],
    (10, 5, False): [-0.6971, 2.28206, 0.57816],
    (10, 5, True): [-2.21015, 2.208, 0.71379],
}

stat_star = {
    (1, 1, False): 0.855423425047013,
    (1, 1, True): 0.9074438436193457,
    (1, 2, False): 2.3148213273461034,
    (1, 2, True): 2.727010046970744,
    (1, 3, False): 0.846390593107207,
    (1, 3, True): 1.157556027201022,
    (1, 4, False): 3.220377136548005,
    (1, 4, True): 3.6108265020012418,
    (1, 5, False): 1.7114703606421378,
    (1, 5, True): 2.066325210881278,
    (2, 1, False): 1.1268996107665314,
    (2, 1, True): 1.3332514927355072,
    (2, 2, False): 2.0512213167246456,
    (2, 2, True): 2.656191837644102,
    (2, 3, False): 1.058908331354388,
    (2, 3, True): 1.5313322825819844,
    (2, 4, False): 2.7213091542989725,
    (2, 4, True): 3.2984645209852856,
    (2, 5, False): 2.6006009671146497,
    (2, 5, True): 2.661856653261213,
    (3, 1, False): 1.263159095916295,
    (3, 1, True): 2.4151349732452863,
    (3, 2, False): 1.8886043232371843,
    (3, 2, True): 2.6028096820968405,
    (3, 3, False): 1.4879903191884682,
    (3, 3, True): 2.2926969339773926,
    (3, 4, False): 2.418527659154858,
    (3, 4, True): 3.1039322592065988,
    (3, 5, False): 1.9523612040944802,
    (3, 5, True): 2.2115727453490757,
    (4, 1, False): 1.290890114741129,
    (4, 1, True): 2.1296963408410905,
    (4, 2, False): 1.7770902061605607,
    (4, 2, True): 2.5611885327765402,
    (4, 3, False): 1.9340163095801728,
    (4, 3, True): 1.9141318638062572,
    (4, 4, False): 2.2146739201335466,
    (4, 4, True): 2.9701790485477932,
    (4, 5, False): 1.7408452994169448,
    (4, 5, True): 2.1047247176583914,
    (5, 1, False): 1.336967174239227,
    (5, 1, True): 1.9131415178585627,
    (5, 2, False): 1.6953274259688569,
    (5, 2, True): 2.52745981091846,
    (5, 3, False): 1.8124340908468068,
    (5, 3, True): 1.8520883187848405,
    (5, 4, False): 2.0675009559739297,
    (5, 4, True): 2.8728076833515552,
    (5, 5, False): 1.5978968362839456,
    (5, 5, True): 2.1017517002543418,
    (6, 1, False): 1.3810422398306446,
    (6, 1, True): 1.8993612909227247,
    (6, 2, False): 1.6324374150719114,
    (6, 2, True): 2.498801004400209,
    (6, 3, False): 1.72340094901749,
    (6, 3, True): 1.8586513178563737,
    (6, 4, False): 1.955819927102859,
    (6, 4, True): 2.797145060481245,
    (6, 5, False): 1.578613967104358,
    (6, 5, True): 2.356249534336445,
    (7, 1, False): 1.319436681229134,
    (7, 1, True): 1.9955849619883248,
    (7, 2, False): 1.5822190052675569,
    (7, 2, True): 2.4744987764453055,
    (7, 3, False): 1.65578510076754,
    (7, 3, True): 2.046536484369615,
    (7, 4, False): 1.8684573094851133,
    (7, 4, True): 2.737241392502754,
    (7, 5, False): 1.571855677342554,
    (7, 5, True): 2.6006325210258505,
    (8, 1, False): 1.3413558170956845,
    (8, 1, True): 2.182981174661154,
    (8, 2, False): 1.5416965902808288,
    (8, 2, True): 2.4538471213095594,
    (8, 3, False): 1.6021238307647196,
    (8, 3, True): 2.2031866832480778,
    (8, 4, False): 1.797595752125897,
    (8, 4, True): 2.688099837236925,
    (8, 5, False): 1.6561231184668357,
    (8, 5, True): 2.883361281576836,
    (9, 1, False): 1.3260368480749927,
    (9, 1, True): 2.359689612641543,
    (9, 2, False): 1.5074890058192492,
    (9, 2, True): 2.435592395931648,
    (9, 3, False): 1.5584090417965821,
    (9, 3, True): 2.586293446202391,
    (9, 4, False): 1.7393454428092985,
    (9, 4, True): 2.6470908946956655,
    (9, 5, False): 1.8180517504983742,
    (9, 5, True): 2.818161371392247,
    (10, 1, False): 1.3126519241806318,
    (10, 1, True): 2.3499432601613885,
    (10, 2, False): 1.4785447632683744,
    (10, 2, True): 2.4199239298786215,
    (10, 3, False): 1.5219767684407846,
    (10, 3, True): 2.55484741648857,
    (10, 4, False): 1.6902675233415512,
    (10, 4, True): 2.6119272436084637,
    (10, 5, False): 1.7372865030759366,
    (10, 5, True): 2.7644864472524904,
}

crit_percentiles = (90, 95, 99, 99.9)

crit_vals = {
    (1, 1, False): [2.4170317, 3.119659, 4.7510799, 7.0838335],
    (1, 1, True): [3.2538509, 4.0643748, 5.8825257, 8.4189144],
    (1, 2, False): [3.0235968, 3.6115364, 4.9094056, 6.6859696],
    (1, 2, True): [3.4943406, 4.1231394, 5.4961076, 7.3531815],
    (1, 3, False): [4.044319, 4.9228967, 6.8609106, 9.5203666],
    (1, 3, True): [4.7771822, 5.7217442, 7.7821227, 10.557471],
    (1, 4, False): [4.0317707, 4.6921341, 6.1259225, 8.0467248],
    (1, 4, True): [4.4725009, 5.169214, 6.668854, 8.6632132],
    (1, 5, False): [5.5958071, 6.586727, 8.7355157, 11.6171903],
    (1, 5, True): [6.2656898, 7.3133165, 9.5652229, 12.5537707],
    (2, 1, False): [2.1562308, 2.6846692, 3.8773621, 5.5425892],
    (2, 1, True): [3.1684785, 3.8003954, 5.177742, 7.0453814],
    (2, 2, False): [2.6273503, 3.0998243, 4.1327001, 5.528847],
    (2, 2, True): [3.3084134, 3.8345125, 4.9642009, 6.4657839],
    (2, 3, False): [3.1741284, 3.8022629, 5.1722882, 7.0241224],
    (2, 3, True): [4.108262, 4.8116858, 6.3220548, 8.322478],
    (2, 4, False): [3.3668869, 3.8887628, 5.0115801, 6.5052326],
    (2, 4, True): [4.0126604, 4.5835675, 5.7968684, 7.3887863],
    (2, 5, False): [4.1863149, 4.8834936, 6.3813095, 8.3781415],
    (2, 5, True): [5.053508, 5.8168869, 7.4384998, 9.565425],
    (3, 1, False): [1.998571, 2.4316514, 3.3919322, 4.709226],
    (3, 1, True): [3.0729965, 3.6016775, 4.7371358, 6.2398661],
    (3, 2, False): [2.3813866, 2.7820412, 3.6486786, 4.8089784],
    (3, 2, True): [3.1778198, 3.6364094, 4.6114583, 5.8888408],
    (3, 3, False): [2.7295224, 3.2290217, 4.3110408, 5.7599206],
    (3, 3, True): [3.7471556, 4.3222818, 5.5425521, 7.1435458],
    (3, 4, False): [2.9636218, 3.4007434, 4.3358236, 5.5729155],
    (3, 4, True): [3.7234883, 4.2135706, 5.247283, 6.5911207],
    (3, 5, False): [3.4742551, 4.0219835, 5.1911046, 6.7348191],
    (3, 5, True): [4.4323554, 5.0480574, 6.3448127, 8.0277313],
    (4, 1, False): [1.8897829, 2.2616928, 3.0771215, 4.1837434],
    (4, 1, True): [2.9925753, 3.4545032, 4.4326745, 5.7123835],
    (4, 2, False): [2.2123295, 2.5633388, 3.3177874, 4.321218],
    (4, 2, True): [3.0796353, 3.4898084, 4.3536497, 5.4747288],
    (4, 3, False): [2.4565534, 2.877209, 3.7798528, 4.9852682],
    (4, 3, True): [3.516144, 4.0104999, 5.0504684, 6.4022435],
    (4, 4, False): [2.6902225, 3.0699099, 3.877333, 4.9405835],
    (4, 4, True): [3.5231152, 3.9578931, 4.867071, 6.0403311],
    (4, 5, False): [3.0443998, 3.5009718, 4.4707539, 5.7457746],
    (4, 5, True): [4.0501255, 4.5739556, 5.6686684, 7.0814031],
    (5, 1, False): [1.8104326, 2.1394999, 2.8541086, 3.8114409],
    (5, 1, True): [2.9267613, 3.3396521, 4.2078599, 5.3342038],
    (5, 2, False): [2.0879588, 2.40264, 3.0748083, 3.9596152],
    (5, 2, True): [3.002768, 3.3764374, 4.1585099, 5.1657752],
    (5, 3, False): [2.2702787, 2.6369717, 3.4203738, 4.4521021],
    (5, 3, True): [3.3535243, 3.7914038, 4.7060983, 5.8841151],
    (5, 4, False): [2.4928973, 2.831033, 3.5478855, 4.4836677],
    (5, 4, True): [3.3756681, 3.7687148, 4.587147, 5.6351487],
    (5, 5, False): [2.7536425, 3.149282, 3.985975, 5.0799181],
    (5, 5, True): [3.7890425, 4.2501858, 5.2074857, 6.4355821],
    (6, 1, False): [1.7483313, 2.0453753, 2.685931, 3.5375009],
    (6, 1, True): [2.8719403, 3.2474515, 4.0322637, 5.0451946],
    (6, 2, False): [1.9922451, 2.2792144, 2.8891314, 3.690865],
    (6, 2, True): [2.9399824, 3.2851357, 4.0031551, 4.9247226],
    (6, 3, False): [2.1343676, 2.4620175, 3.1585901, 4.0720179],
    (6, 3, True): [3.2311014, 3.6271964, 4.4502999, 5.5018575],
    (6, 4, False): [2.3423792, 2.6488947, 3.2947623, 4.1354724],
    (6, 4, True): [3.2610813, 3.6218989, 4.3702232, 5.3232767],
    (6, 5, False): [2.5446232, 2.8951601, 3.633989, 4.5935586],
    (6, 5, True): [3.5984454, 4.0134462, 4.8709448, 5.9622726],
    (7, 1, False): [1.6985327, 1.9707636, 2.5536649, 3.3259272],
    (7, 1, True): [2.825928, 3.1725169, 3.8932738, 4.8134085],
    (7, 2, False): [1.9155946, 2.1802812, 2.7408759, 3.4710326],
    (7, 2, True): [2.8879427, 3.2093335, 3.8753322, 4.724748],
    (7, 3, False): [2.0305429, 2.3281704, 2.9569345, 3.7788337],
    (7, 3, True): [3.136325, 3.4999128, 4.2519893, 5.2075305],
    (7, 4, False): [2.2246175, 2.5055486, 3.0962182, 3.86164],
    (7, 4, True): [3.1695552, 3.5051856, 4.1974421, 5.073436],
    (7, 5, False): [2.3861201, 2.7031072, 3.3680435, 4.2305443],
    (7, 5, True): [3.4533491, 3.8323234, 4.613939, 5.6044399],
    (8, 1, False): [1.6569223, 1.9092423, 2.4470718, 3.1537838],
    (8, 1, True): [2.7862884, 3.1097259, 3.7785302, 4.6293176],
    (8, 2, False): [1.8532862, 2.0996872, 2.6186041, 3.2930359],
    (8, 2, True): [2.8435812, 3.1459955, 3.769165, 4.5623681],
    (8, 3, False): [1.9480198, 2.2215083, 2.7979659, 3.54771],
    (8, 3, True): [3.0595184, 3.3969531, 4.0923089, 4.9739178],
    (8, 4, False): [2.1289147, 2.3893773, 2.9340882, 3.6390988],
    (8, 4, True): [3.094188, 3.4085297, 4.0545165, 4.8699787],
    (8, 5, False): [2.2616596, 2.5515168, 3.1586476, 3.9422645],
    (8, 5, True): [3.3374076, 3.6880139, 4.407457, 5.3152095],
    (9, 1, False): [1.6224492, 1.8578787, 2.3580077, 3.0112501],
    (9, 1, True): [2.7520721, 3.0557346, 3.6811682, 4.4739536],
    (9, 2, False): [1.8008993, 2.0320841, 2.5170871, 3.1451424],
    (9, 2, True): [2.8053707, 3.091422, 3.6784683, 4.4205306],
    (9, 3, False): [1.8811231, 2.1353897, 2.6683796, 3.358463],
    (9, 3, True): [2.9957112, 3.3114482, 3.9596061, 4.7754473],
    (9, 4, False): [2.0498497, 2.2930641, 2.8018384, 3.4543646],
    (9, 4, True): [3.0308611, 3.3269185, 3.9347618, 4.6993614],
    (9, 5, False): [2.1610306, 2.4296727, 2.98963, 3.7067719],
    (9, 5, True): [3.2429533, 3.5699095, 4.2401975, 5.0823119],
    (10, 1, False): [1.5927907, 1.8145253, 2.2828013, 2.8927966],
    (10, 1, True): [2.7222721, 3.009471, 3.5990544, 4.3432975],
    (10, 2, False): [1.756145, 1.9744492, 2.4313123, 3.0218681],
    (10, 2, True): [2.7724339, 3.0440412, 3.6004793, 4.3015151],
    (10, 3, False): [1.8248841, 2.0628201, 2.5606728, 3.2029316],
    (10, 3, True): [2.9416094, 3.239357, 3.8484916, 4.6144906],
    (10, 4, False): [1.9833587, 2.2124939, 2.690228, 3.3020807],
    (10, 4, True): [2.9767752, 3.2574924, 3.8317161, 4.5512138],
    (10, 5, False): [2.0779589, 2.3285481, 2.8499681, 3.5195753],
    (10, 5, True): [3.1649384, 3.4725945, 4.1003673, 4.8879723],
}