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2.36533042e+02,\n -6.18928579e+02, 3.13971110e+02, 4.77378777e+02, -8.40137741e+02,\n -1.81161067e+02, -1.35736357e+02, 3.51673093e+02, -4.15976772e+02,\n -4.17525790e+02, -5.94682129e+02, -6.23928965e+02, -3.12616678e+01,\n 9.04163230e+02, -3.65440396e+01, -7.72800491e+01, 6.38106050e+01,\n -4.61865517e+02, 2.12718358e+02, -1.37706191e+02, -2.93297383e+02,\n 7.81554117e+02, -5.48071487e+02, 4.86865782e+02, 2.94444288e+02,\n -9.68697955e+02, -9.98130997e+02]), 'code': 0, 'n_cond': 0, 'nobs': np.int64(240), 'model': {'phi': array([], dtype=float64), 'theta': array([-0.74649791]), 'delta': array([ 2., -1.]), 'Z': array([ 1., 0., 2., -1.]), 'a': array([-275. , 745.10270201, 6678.5 , 8044.5 ]), 'P': array([[-6.66133815e-16, 2.22044605e-16, 2.86316862e-16,\n -4.10845389e-17],\n [ 2.22044605e-16, -1.11022302e-16, -1.42859274e-16,\n 3.91673893e-17],\n [ 2.86316862e-16, -1.42859274e-16, -1.43158431e-16,\n 6.00645248e-33],\n [-4.10845389e-17, 3.91673893e-17, 6.00645248e-33,\n -4.10845389e-17]]), 'T': array([[ 0., 1., 0., 0.],\n [ 0., 0., 0., 0.],\n [ 1., 0., 2., -1.],\n [ 0., 0., 1., 0.]]), 'V': array([[ 1. , -0.74649791, 0. , 0. ],\n [-0.74649791, 0.55725913, -0. , -0. ],\n [ 0. , -0. , 0. , 0. ],\n [ 0. , -0. , 0. , 0. ]]), 'h': 0.0, 'Pn': array([[ 1.00000000e+00, -7.46497909e-01, 9.49442238e-17,\n 1.13836447e-17],\n [-7.46497909e-01, 5.57259127e-01, 0.00000000e+00,\n 0.00000000e+00],\n [ 9.49442238e-17, 0.00000000e+00, -1.43158431e-16,\n -4.03452224e-33],\n [ 1.13836447e-17, 0.00000000e+00, -4.03452224e-33,\n -4.10845389e-17]])}, 'bic': np.float64(3278.846242660075), 'aicc': np.float64(3271.9355977247833), 'ic': None, 'xreg': None, 'x': array([ 162. , 164. , 179. , 182. , 187.5, 189.5, 193.5,\n 236.5, 282. , 317. , 326. , 328. , 353. , 338. ,\n 361.5, 392. , 425. , 432.5, 479. , 498.5, 506.5,\n 554. , 602. , 603.5, 683. , 727.5, 866.5, 889. ,\n 943.5, 961.5, 975. , 1064.5, 1067. , 1059. , 1130.5,\n 1198.5, 1193. , 1229.5, 1269. , 1277. , 1287. , 1295.5,\n 1345. , 1450. , 1582. , 1613. , 1693.5, 1747.5, 1740. ,\n 1751. , 1788.5, 1877. , 1854. , 1871. , 1843. , 1962.5,\n 1993.5, 2017.5, 2108.5, 2175.5, 2163. , 2138. , 2252.5,\n 2290.5, 2336.5, 2376.5, 2374.5, 2361.5, 2435.5, 2507.5,\n 2590. , 2687. , 2680.5, 2686.5, 2739. , 2725.5, 2880.5,\n 3345. , 3549.5, 3583.5, 3693. , 3700.5, 3740. , 3791.5,\n 3943.5, 3993. , 4058.5, 4053. , 4020.5, 4057. , 4237.5,\n 4268.5, 4305.5, 4421. , 4323. , 4282.5, 4184. , 4472.5,\n 4560.5, 4565.5, 4670. , 4666. , 4700. , 4729. , 4716. ,\n 4824. , 4863.5, 5018.5, 5159.5, 5297.5, 5512.5, 5620. ,\n 5648.5, 5706.5, 5739.5, 5812. , 5802.5, 5781.5, 5677.5,\n 5756.5, 5894. , 5983.5, 6046.5, 6233. , 6355. , 6390. ,\n 6671.5, 6993.5, 7403. , 7451.5, 7734.5, 7954.5, 7702.5,\n 7743.5, 7740.5, 7852.5, 7848. , 7768. , 7811.5, 7827. ,\n 7849. , 7901. , 7914. , 8002.5, 8045. , 8261. , 8389. ,\n 8439. , 8566. , 8556. , 8414.5, 8616. , 8655. , 8896.5,\n 9284. , 9501.5, 9669.5, 9664.5, 9603.5, 9680.5, 9850. ,\n 9860. , 9861.5, 9916. , 9979.5, 9997.5, 9800.5, 9840.5,\n 10088. , 10511.5, 10954.5, 11148.5, 11242.5, 11032.5, 11179. ,\n 11075.5, 10952.5, 10971. , 11054. , 11030. , 11026. , 11197.5,\n 11575.5, 11808.5, 12087.5, 12161. , 12446. , 12427. , 12756.5,\n 12982. , 13353. , 13879.5, 14435.5, 15058. , 15724. , 16344. ,\n 16814.5, 17640. , 17733. , 18356. , 18597. , 18521. , 18633.5,\n 18725.5, 18831. , 18801.5, 18866. , 18851. , 19153. , 19351. ,\n 19109. , 19190.5, 19103. , 19521. , 18882.5, 19049. , 18420. ,\n 18567. , 18957. , 18150.5, 17790. , 17429. , 17521. , 16934.5,\n 16241. , 15264.5, 14108. , 13386. , 13591.5, 13085.5, 12529.5,\n 12095. , 11151. , 10764.5, 10081.5, 9208. , 9335. , 8330.5,\n 8222. , 8044.5, 6678.5, 5037.5]), 'lambda': None}",
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2349.8081060357817,
1453.910808047709,
558.0135100596362,
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},
"D2277": {
"n": 4196,
"mae": 197.99204072347175,
"model": "{'coef': {'ar1': np.float64(1.4142429947200181), 'ar2': np.float64(-0.8844290319024987), 'ma1': np.float64(-1.3917972079815466), 'ma2': np.float64(0.881761065519493), 'sar1': np.float64(-0.1115036048363075), 'sma1': np.float64(0.11950928883678319), 'sma2': np.float64(0.03850953537373507)}, 'sigma2': np.float64(26016.110045046524), 'var_coef': array([[ 1.67619984e-04, -8.50036580e-06, 0.00000000e+00,\n 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n 0.00000000e+00],\n [-8.50036580e-06, 1.13264384e-05, 0.00000000e+00,\n 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n 0.00000000e+00],\n [ 0.00000000e+00, 0.00000000e+00, 2.38379023e-04,\n 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n 0.00000000e+00],\n [ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n 2.38379023e-04, 0.00000000e+00, 0.00000000e+00,\n 0.00000000e+00],\n [ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n 0.00000000e+00, 2.32540013e-04, 0.00000000e+00,\n 0.00000000e+00],\n [ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n 0.00000000e+00, 0.00000000e+00, 2.38379023e-04,\n 0.00000000e+00],\n [ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n 2.38379023e-04]]), 'mask': array([ True, True, True, True, True, True, True]), 'loglik': np.float64(-27273.138294258217), 'aic': np.float64(54562.27658851643), 'arma': (2, 2, 1, 2, 7, 1, 0), 'residuals': array([ 2.55629872, -242.12278956, -187.3914315 , ..., -223.47282917,\n 165.3005486 , 45.63140215], shape=(4196,)), 'code': 2, 'n_cond': 0, 'nobs': np.int64(4195), 'model': {'phi': array([ 1.41424299, -0.88442903, 0. , 0. , 0. ,\n 0. , -0.1115036 , 0.15769319, -0.09861703]), 'theta': array([-1.39179721, 0.88176107, 0. , 0. , 0. ,\n 0. , 0.11950929, -0.16633269, 0.10537864, 0. ,\n 0. , 0. , 0. , 0.03850954, -0.05359746,\n 0.03395621]), 'delta': array([1.]), 'Z': array([1., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n 1.]), 'a': array([ 5.05000000e+01, 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-1.88172395e-17, -9.56206062e-18,\n 2.58633725e-17, 4.16333634e-17, -1.66533454e-16,\n 1.66533454e-16, -9.59431944e-18, 2.69476010e-18,\n -1.27288523e-17, -1.93277606e-18, 6.93889390e-18,\n -6.24500451e-17, 5.20417043e-17, 5.33095540e-17],\n [ 0.00000000e+00, 4.29121896e-17, -2.35646747e-17,\n -3.46944695e-18, 3.15196682e-18, 2.46535645e-19,\n 4.65835388e-21, 7.50082381e-21, 4.19761146e-18,\n -3.32532809e-18, -1.82837353e-18, 2.07669304e-18,\n 2.17732888e-19, -5.42528267e-20, 1.79391043e-22,\n 1.65770644e-18, -1.03569117e-18, 1.84730472e-33],\n [ 0.00000000e+00, 1.46716295e-17, -1.88172395e-17,\n 3.15196682e-18, -1.73472348e-18, -6.92620947e-18,\n 5.82600524e-20, -4.65835388e-21, 1.74589519e-18,\n -1.99797378e-18, 1.11196483e-19, 9.36500541e-20,\n 6.10156061e-20, -6.20718054e-19, 5.42528267e-20,\n 5.64818245e-19, -6.57148937e-19, 3.28860608e-34],\n [ 1.54074396e-33, -9.37637731e-18, -9.56206062e-18,\n 2.46535645e-19, -6.92620947e-18, -9.78319618e-34,\n 1.39713415e-19, -1.34458977e-19, 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