{ "thresholds": [ 0.0, 0.001, 0.002, 0.005, 0.01, 0.015, 0.02, 0.03, 0.05, 0.1 ], "all_feature_names_front": [ "u_m", "u_a", "u_c", "v_a", "Cd_tot", "Cd_rear", "Cl_tot", "Cl_diff", "sin_ua", "cos_ua", "aF_lag1", "aB_lag1", "aT_lag1", "daF", "daB", "daT", "mu", "mu_u_a", "mu_v_a", "mu_Cd_tot", "mu_Cl_diff" ], "all_feature_names_rear": [ "bias", "u_m", "u_a", "u_c", "v_a", "Cd_tot", "Cd_rear", "Cl_tot", "Cl_diff", "sin_ua", "cos_ua", "aF_lag1", "aB_lag1", "aT_lag1", "daF", "daB", "daT", "mu", "mu_u_a", "mu_v_a", "mu_Cd_tot", "mu_Cl_diff" ], "per_scene": { "karman_re50": { "scene": "karman_re50", "re_code": 50, "mu": 0.04, "n_samples": 198, "n_features_front": 21, "n_features_rear": 22, "feature_names_front": [ "u_m", "u_a", "u_c", "v_a", "Cd_tot", "Cd_rear", "Cl_tot", "Cl_diff", "sin_ua", "cos_ua", "aF_lag1", "aB_lag1", "aT_lag1", "daF", "daB", "daT", "mu", "mu_u_a", "mu_v_a", "mu_Cd_tot", "mu_Cl_diff" ], "feature_names_rear": [ "bias", "u_m", "u_a", "u_c", "v_a", "Cd_tot", "Cd_rear", "Cl_tot", "Cl_diff", "sin_ua", "cos_ua", "aF_lag1", "aB_lag1", "aT_lag1", "daF", "daB", "daT", "mu", "mu_u_a", "mu_v_a", "mu_Cd_tot", "mu_Cl_diff" ], "front": { "results": [ { "threshold": 0.0, "nz": 21, "r2": 0.998319769966323, "mae": 0.007229121645243238 }, { "threshold": 0.001, "nz": 19, "r2": 0.9983129034537462, "mae": 0.00723533900123122 }, { "threshold": 0.002, "nz": 18, "r2": 0.9982861124400884, "mae": 0.00729235470189541 }, { "threshold": 0.005, "nz": 4, "r2": 0.9974439573320747, "mae": 0.008776250231333573 }, { "threshold": 0.01, "nz": 3, "r2": 0.9967827391886754, "mae": 0.010102579672034205 }, { "threshold": 0.015, "nz": 3, "r2": 0.9967827391886754, "mae": 0.010102579672034205 }, { "threshold": 0.02, "nz": 3, "r2": 0.9967827391886754, "mae": 0.010102579672034205 }, { "threshold": 0.03, "nz": 3, "r2": 0.9967827391886754, "mae": 0.010102579672034205 }, { "threshold": 0.05, "nz": 3, "r2": 0.9967827391886754, "mae": 0.010102579672034205 }, { "threshold": 0.1, "nz": 1, "r2": 0.9213114343048161, "mae": 0.05630183130409067 } ], "best": { "threshold": 0.0, "nz": 21, "r2": 0.998319769966323, "mae": 0.007229121645243238 }, "best_coef": [ -0.0031319599705785356, 0.0009005213487458124, 0.0021387422607032666, -0.0005899816205869717, 0.008569841953090828, -0.009200996175780681, 0.00613986870304347, -0.0049747369106812895, 0.0016847031130064957, -0.0008914713562130392, 0.009136994459848035, -0.0015464725053784005, 0.0002406988360957919, 0.008618191191472493, 3.5643410959938684e-05, -0.0012826092968625834, 0.5373930579297568, 0.02251303312255063, -0.01474954032019323, 0.21424605058608626, -0.12436843773164996 ], "sparsity_curve": [ [ 0.0, 21, 0.998319769966323 ], [ 0.001, 19, 0.9983129034537462 ], [ 0.002, 18, 0.9982861124400884 ], [ 0.005, 4, 0.9974439573320747 ], [ 0.01, 3, 0.9967827391886754 ], [ 0.015, 3, 0.9967827391886754 ], [ 0.02, 3, 0.9967827391886754 ], [ 0.03, 3, 0.9967827391886754 ], [ 0.05, 3, 0.9967827391886754 ], [ 0.1, 1, 0.9213114343048161 ] ] }, "top": { "results": [ { "threshold": 0.0, "nz": 22, "r2": 0.9893628989724597, "mae": 0.008399062895981057 }, { "threshold": 0.001, "nz": 18, "r2": 0.9893537060208671, "mae": 0.008403249019293277 }, { "threshold": 0.002, "nz": 18, "r2": 0.9893537060208671, "mae": 0.008403249019293277 }, { "threshold": 0.005, "nz": 15, "r2": 0.9887822320892092, "mae": 0.008699231098152847 }, { "threshold": 0.01, "nz": 2, "r2": 0.9434555237401117, "mae": 0.020489945342854143 }, { "threshold": 0.015, "nz": 2, "r2": 0.9434555237401117, "mae": 0.020489945342854143 }, { "threshold": 0.02, "nz": 2, "r2": 0.9434555237401117, "mae": 0.020489945342854143 }, { "threshold": 0.03, "nz": 1, "r2": 0.767474266747063, "mae": 0.04368785439174068 }, { "threshold": 0.05, "nz": 1, "r2": 0.767474266747063, "mae": 0.04368785439174068 }, { "threshold": 0.1, "nz": 0, "r2": -0.24002106699459924, "mae": 0.09447869485375857 } ], "best": { "threshold": 0.0, "nz": 22, "r2": 0.9893628989724597, "mae": 0.008399062895981057 }, "best_coef": [ 0.009006304945500938, -0.0013656895504682409, 0.0009413896509799071, -0.00039458277456129134, -0.003513369230902717, -0.01007127794832462, 0.03628955219839411, 0.005437814717321779, -0.010370704341076153, -6.79650067476857e-05, 0.00024014904867861983, -0.0003024802497459079, -0.00022386382334619865, 0.0060467393319888684, -0.00012099892398619243, 0.0024340238439430804, 0.004483434102350851, 0.00036025218585711294, 0.023534741132533694, -0.08783423089354239, -0.25178195059980246, -0.25926759753886264 ], "sparsity_curve": [ [ 0.0, 22, 0.9893628989724597 ], [ 0.001, 18, 0.9893537060208671 ], [ 0.002, 18, 0.9893537060208671 ], [ 0.005, 15, 0.9887822320892092 ], [ 0.01, 2, 0.9434555237401117 ], [ 0.015, 2, 0.9434555237401117 ], [ 0.02, 2, 0.9434555237401117 ], [ 0.03, 1, 0.767474266747063 ], [ 0.05, 1, 0.767474266747063 ], [ 0.1, 0, -0.24002106699459924 ] ] }, "bottom": { "results": [ { "threshold": 0.0, "nz": 22, "r2": 0.9964975415527493, "mae": 0.0064379526638040155 }, { "threshold": 0.001, "nz": 20, "r2": 0.996489370927338, "mae": 0.00645906250002319 }, { "threshold": 0.002, "nz": 16, "r2": 0.9964291093418592, "mae": 0.0065655743861391825 }, { "threshold": 0.005, "nz": 10, "r2": 0.9953098170863071, "mae": 0.007493523579985216 }, { "threshold": 0.01, "nz": 4, "r2": 0.9892509229731086, "mae": 0.011711342942241802 }, { "threshold": 0.015, "nz": 3, "r2": 0.9864981790968609, "mae": 0.01350374385082598 }, { "threshold": 0.02, "nz": 2, "r2": 0.9764723466980298, "mae": 0.019381200759336845 }, { "threshold": 0.03, "nz": 1, "r2": 0.8506889998403568, "mae": 0.044906642626509306 }, { "threshold": 0.05, "nz": 1, "r2": 0.8506889998403568, "mae": 0.044906642626509306 }, { "threshold": 0.1, "nz": 0, "r2": -0.1924891558656865, "mae": 0.12604671778307872 } ], "best": { "threshold": 0.0, "nz": 22, "r2": 0.9964975415527493, "mae": 0.0064379526638040155 }, "best_coef": [ -0.05202015913990901, 0.003985033852842102, 0.0006739594919587617, -0.002812076318050239, 0.003286418720861537, -0.0014206057573313623, 0.0041256725776505215, 0.010138751465280819, 0.0035878309521334235, 0.0003261963639967548, 0.0005596011621300944, -0.0005079578594815991, 0.006109843511268079, -0.00046788962018232675, -0.003415058638294254, 0.004795594046438008, 0.001080165195723476, -0.00208080634455238, 0.016848987253660148, 0.08216046763939658, -0.03551514238315014, 0.08969580568091838 ], "sparsity_curve": [ [ 0.0, 22, 0.9964975415527493 ], [ 0.001, 20, 0.996489370927338 ], [ 0.002, 16, 0.9964291093418592 ], [ 0.005, 10, 0.9953098170863071 ], [ 0.01, 4, 0.9892509229731086 ], [ 0.015, 3, 0.9864981790968609 ], [ 0.02, 2, 0.9764723466980298 ], [ 0.03, 1, 0.8506889998403568 ], [ 0.05, 1, 0.8506889998403568 ], [ 0.1, 0, -0.1924891558656865 ] ] } }, "karman_re100": { "scene": "karman_re100", "re_code": 100, "mu": 0.02, "n_samples": 198, "n_features_front": 21, "n_features_rear": 22, "feature_names_front": [ "u_m", "u_a", "u_c", "v_a", "Cd_tot", "Cd_rear", "Cl_tot", "Cl_diff", "sin_ua", "cos_ua", "aF_lag1", "aB_lag1", "aT_lag1", "daF", "daB", "daT", "mu", "mu_u_a", "mu_v_a", "mu_Cd_tot", "mu_Cl_diff" ], "feature_names_rear": [ "bias", "u_m", "u_a", "u_c", "v_a", "Cd_tot", "Cd_rear", "Cl_tot", "Cl_diff", "sin_ua", "cos_ua", "aF_lag1", "aB_lag1", "aT_lag1", "daF", "daB", "daT", "mu", "mu_u_a", "mu_v_a", "mu_Cd_tot", "mu_Cl_diff" ], "front": { "results": [ { "threshold": 0.0, "nz": 21, "r2": 0.9950013415086292, "mae": 0.009297861947373046 }, { "threshold": 0.001, "nz": 18, "r2": 0.9949963098276752, "mae": 0.009274493189192809 }, { "threshold": 0.002, "nz": 13, "r2": 0.9947660566975605, "mae": 0.00982566021256978 }, { "threshold": 0.005, "nz": 12, "r2": 0.9939890287801123, "mae": 0.011077058192444884 }, { "threshold": 0.01, "nz": 6, "r2": 0.9908017426802015, "mae": 0.013580429645776177 }, { "threshold": 0.015, "nz": 4, "r2": 0.989378747581318, "mae": 0.014496650604934345 }, { "threshold": 0.02, "nz": 3, "r2": 0.9692414821446799, "mae": 0.02439129142750941 }, { "threshold": 0.03, "nz": 3, "r2": 0.9692414821446799, "mae": 0.02439129142750941 }, { "threshold": 0.05, "nz": 3, "r2": 0.9692414821446799, "mae": 0.02439129142750941 }, { "threshold": 0.1, "nz": 2, "r2": 0.8681678005649112, "mae": 0.05348411227986087 } ], "best": { "threshold": 0.0, "nz": 21, "r2": 0.9950013415086292, "mae": 0.009297861947373046 }, "best_coef": [ 0.002913453467073268, -0.0010034473094889056, -0.00015119435077007708, 0.0012453743753331277, 0.003746067771916422, 0.012365721744701548, -0.004422233294377436, 0.016310385466661095, -0.0003123427809473034, 0.0004968569560360933, 0.006918585044605247, 0.0013427595425374512, -0.003486854051080906, 0.002723391394259924, -0.0021322606391810995, 0.0015689229718389174, 0.9234972689284461, -0.050172366027705036, 0.0622687182995332, 0.18730338573081926, 0.8155192599082862 ], "sparsity_curve": [ [ 0.0, 21, 0.9950013415086292 ], [ 0.001, 18, 0.9949963098276752 ], [ 0.002, 13, 0.9947660566975605 ], [ 0.005, 12, 0.9939890287801123 ], [ 0.01, 6, 0.9908017426802015 ], [ 0.015, 4, 0.989378747581318 ], [ 0.02, 3, 0.9692414821446799 ], [ 0.03, 3, 0.9692414821446799 ], [ 0.05, 3, 0.9692414821446799 ], [ 0.1, 2, 0.8681678005649112 ] ] }, "top": { "results": [ { "threshold": 0.0, "nz": 22, "r2": 0.9928439394510484, "mae": 0.014260238272228571 }, { "threshold": 0.001, "nz": 20, "r2": 0.992824536423302, "mae": 0.014349208218446834 }, { "threshold": 0.002, "nz": 17, "r2": 0.9927843560231949, "mae": 0.01439557962946284 }, { "threshold": 0.005, "nz": 17, "r2": 0.9927843560231949, "mae": 0.01439557962946284 }, { "threshold": 0.01, "nz": 12, "r2": 0.9909377708950154, "mae": 0.0157296791540154 }, { "threshold": 0.015, "nz": 12, "r2": 0.9909377708950154, "mae": 0.0157296791540154 }, { "threshold": 0.02, "nz": 12, "r2": 0.9909377708950154, "mae": 0.0157296791540154 }, { "threshold": 0.03, "nz": 6, "r2": 0.9812946866555053, "mae": 0.02411761595354287 }, { "threshold": 0.05, "nz": 2, "r2": 0.9285296099294669, "mae": 0.04588409913352275 }, { "threshold": 0.1, "nz": 1, "r2": 0.44188145385324007, "mae": 0.12621912517460543 } ], "best": { "threshold": 0.0, "nz": 22, "r2": 0.9928439394510484, "mae": 0.014260238272228571 }, "best_coef": [ 0.9660827819346605, -0.008297125761372143, -0.003911945137930959, 0.0034814956807657227, -0.0007517110088463216, -0.02136581381381709, 0.033416355828994854, 0.09090888202182665, 0.021342153859962566, -0.0008885042212805717, 0.0011163004543444928, 0.003413122761270848, 0.009655389486436414, 0.0031436366855075283, -0.00041107548453157643, -0.003568754683600915, 0.0051461956943505425, 0.019321655644143756, -0.19559725673163528, -0.03758555104936961, -1.0682906975825734, 1.0671077959431223 ], "sparsity_curve": [ [ 0.0, 22, 0.9928439394510484 ], [ 0.001, 20, 0.992824536423302 ], [ 0.002, 17, 0.9927843560231949 ], [ 0.005, 17, 0.9927843560231949 ], [ 0.01, 12, 0.9909377708950154 ], [ 0.015, 12, 0.9909377708950154 ], [ 0.02, 12, 0.9909377708950154 ], [ 0.03, 6, 0.9812946866555053 ], [ 0.05, 2, 0.9285296099294669 ], [ 0.1, 1, 0.44188145385324007 ] ] }, "bottom": { "results": [ { "threshold": 0.0, "nz": 22, "r2": 0.9965335484991993, "mae": 0.011523372809828718 }, { "threshold": 0.001, "nz": 18, "r2": 0.9965311727162228, "mae": 0.011494093354528386 }, { "threshold": 0.002, "nz": 16, "r2": 0.9964335809851655, "mae": 0.011697604600527748 }, { "threshold": 0.005, "nz": 13, "r2": 0.9963877299663628, "mae": 0.011836893357054774 }, { "threshold": 0.01, "nz": 10, "r2": 0.9962551509064745, "mae": 0.012131237037309098 }, { "threshold": 0.015, "nz": 10, "r2": 0.9962551509064745, "mae": 0.012131237037309098 }, { "threshold": 0.02, "nz": 8, "r2": 0.9947803148283133, "mae": 0.015270565294053379 }, { "threshold": 0.03, "nz": 8, "r2": 0.9918438643725791, "mae": 0.01736415070626163 }, { "threshold": 0.05, "nz": 2, "r2": 0.9030386794798415, "mae": 0.06608098355156587 }, { "threshold": 0.1, "nz": 1, "r2": 0.8456588970543057, "mae": 0.08685250875748249 } ], "best": { "threshold": 0.0, "nz": 22, "r2": 0.9965335484991993, "mae": 0.011523372809828718 }, "best_coef": [ -0.22933046011719774, 0.00441915928491626, -0.0020938732373856363, -0.0029770176320210247, 0.00021839723288964485, -0.005410413891374701, -0.016521988203524282, 0.061471417818599695, -0.00320616015626958, -0.00022241266774999688, 7.600088428371662e-05, 0.0032437831416083558, 0.00994611146006311, 0.0019356852272298807, -0.00287614144408484, 0.004118949072765166, -0.0026572329887406816, -0.004586609213013399, -0.10469366140552798, 0.010919861645215943, -0.2705206993407136, -0.16030801380832282 ], "sparsity_curve": [ [ 0.0, 22, 0.9965335484991993 ], [ 0.001, 18, 0.9965311727162228 ], [ 0.002, 16, 0.9964335809851655 ], [ 0.005, 13, 0.9963877299663628 ], [ 0.01, 10, 0.9962551509064745 ], [ 0.015, 10, 0.9962551509064745 ], [ 0.02, 8, 0.9947803148283133 ], [ 0.03, 8, 0.9918438643725791 ], [ 0.05, 2, 0.9030386794798415 ], [ 0.1, 1, 0.8456588970543057 ] ] } }, "karman_re200": { "scene": "karman_re200", "re_code": 200, "mu": 0.01, "n_samples": 198, "n_features_front": 21, "n_features_rear": 22, "feature_names_front": [ "u_m", "u_a", "u_c", "v_a", "Cd_tot", "Cd_rear", "Cl_tot", "Cl_diff", "sin_ua", "cos_ua", "aF_lag1", "aB_lag1", "aT_lag1", "daF", "daB", "daT", "mu", "mu_u_a", "mu_v_a", "mu_Cd_tot", "mu_Cl_diff" ], "feature_names_rear": [ "bias", "u_m", "u_a", "u_c", "v_a", "Cd_tot", "Cd_rear", "Cl_tot", "Cl_diff", "sin_ua", "cos_ua", "aF_lag1", "aB_lag1", "aT_lag1", "daF", "daB", "daT", "mu", "mu_u_a", "mu_v_a", "mu_Cd_tot", "mu_Cl_diff" ], "front": { "results": [ { "threshold": 0.0, "nz": 21, "r2": 0.9565565952948164, "mae": 0.048992270309083256 }, { "threshold": 0.001, "nz": 21, "r2": 0.9565565952948164, "mae": 0.048992270309083256 }, { "threshold": 0.002, "nz": 21, "r2": 0.9565565952948164, "mae": 0.048992270309083256 }, { "threshold": 0.005, "nz": 16, "r2": 0.9556995055314772, "mae": 0.049235757837804 }, { "threshold": 0.01, "nz": 13, "r2": 0.9534652153648002, "mae": 0.05019629912762377 }, { "threshold": 0.015, "nz": 12, "r2": 0.9528134556742605, "mae": 0.0506080965623989 }, { "threshold": 0.02, "nz": 10, "r2": 0.9438381771460185, "mae": 0.053768522266514816 }, { "threshold": 0.03, "nz": 6, "r2": 0.9207971555743621, "mae": 0.059392328951668336 }, { "threshold": 0.05, "nz": 3, "r2": 0.8886657714941744, "mae": 0.07146255905466381 }, { "threshold": 0.1, "nz": 3, "r2": 0.8886657714941744, "mae": 0.07146255905466381 } ], "best": { "threshold": 0.0, "nz": 21, "r2": 0.9565565952948164, "mae": 0.048992270309083256 }, "best_coef": [ 0.0025250328345394857, -0.00030552517099191216, -0.0005157197565304931, -0.0009358937691519228, 0.00811834023902148, 0.004698768808610153, -0.013179199045188592, 0.008022774095407696, 0.005748990258117735, -0.014393040251094861, 0.00404638728191461, -0.0036851254015715326, 0.0008965462342368713, 0.007272101305605151, 0.004468137310301827, -0.0011281026248114966, -2.0964314329520084, -0.030552516911066304, -0.09358937546373172, 0.8118340246648522, 0.8022774000432843 ], "sparsity_curve": [ [ 0.0, 21, 0.9565565952948164 ], [ 0.001, 21, 0.9565565952948164 ], [ 0.002, 21, 0.9565565952948164 ], [ 0.005, 16, 0.9556995055314772 ], [ 0.01, 13, 0.9534652153648002 ], [ 0.015, 12, 0.9528134556742605 ], [ 0.02, 10, 0.9438381771460185 ], [ 0.03, 6, 0.9207971555743621 ], [ 0.05, 3, 0.8886657714941744 ], [ 0.1, 3, 0.8886657714941744 ] ] }, "top": { "results": [ { "threshold": 0.0, "nz": 22, "r2": 0.9136716302531197, "mae": 0.13271717446398762 }, { "threshold": 0.001, "nz": 22, "r2": 0.9136716302531197, "mae": 0.13271717446398762 }, { "threshold": 0.002, "nz": 22, "r2": 0.9136716302531197, "mae": 0.13271717446398762 }, { "threshold": 0.005, "nz": 21, "r2": 0.9136497787734177, "mae": 0.1326615832490538 }, { "threshold": 0.01, "nz": 18, "r2": 0.9127667005882467, "mae": 0.13294926009165733 }, { "threshold": 0.015, "nz": 16, "r2": 0.9123943175152608, "mae": 0.13340774414743775 }, { "threshold": 0.02, "nz": 15, "r2": 0.9119635062655607, "mae": 0.13360066993766545 }, { "threshold": 0.03, "nz": 14, "r2": 0.9095049725410859, "mae": 0.13476999297969008 }, { "threshold": 0.05, "nz": 11, "r2": 0.8970840818843505, "mae": 0.14441084992627343 }, { "threshold": 0.1, "nz": 7, "r2": 0.8674848759406946, "mae": 0.16355708965721857 } ], "best": { "threshold": 0.0, "nz": 22, "r2": 0.9136716302531197, "mae": 0.13271717446398762 }, "best_coef": [ 0.6033643953730624, -0.013001318623264728, -0.0006888231500980483, 0.002963263039873873, 0.002162667508855548, -0.017487929496577476, -0.007804043064953329, 0.0622637004757959, -0.0171539523606414, 0.0036374475559951282, 0.04268070514006053, 0.008784345015259603, 0.008202019029225465, 0.0035048209369071123, -0.013928400471627302, -0.010661946445881886, 0.004826772877718546, 0.006033643934077788, -0.06888231591094213, 0.21626674897761955, -1.7487929508371736, -1.7153951478157978 ], "sparsity_curve": [ [ 0.0, 22, 0.9136716302531197 ], [ 0.001, 22, 0.9136716302531197 ], [ 0.002, 22, 0.9136716302531197 ], [ 0.005, 21, 0.9136497787734177 ], [ 0.01, 18, 0.9127667005882467 ], [ 0.015, 16, 0.9123943175152608 ], [ 0.02, 15, 0.9119635062655607 ], [ 0.03, 14, 0.9095049725410859 ], [ 0.05, 11, 0.8970840818843505 ], [ 0.1, 7, 0.8674848759406946 ] ] }, "bottom": { "results": [ { "threshold": 0.0, "nz": 22, "r2": 0.918041512638942, "mae": 0.09546886302890771 }, { "threshold": 0.001, "nz": 22, "r2": 0.918041512638942, "mae": 0.09546886302890771 }, { "threshold": 0.002, "nz": 22, "r2": 0.918041512638942, "mae": 0.09546886302890771 }, { "threshold": 0.005, "nz": 20, "r2": 0.9180326957867992, "mae": 0.09546002257462356 }, { "threshold": 0.01, "nz": 16, "r2": 0.9163833397981528, "mae": 0.09655749047162396 }, { "threshold": 0.015, "nz": 13, "r2": 0.9144139186225387, "mae": 0.09821641028624538 }, { "threshold": 0.02, "nz": 13, "r2": 0.9144139186225387, "mae": 0.09821641028624538 }, { "threshold": 0.03, "nz": 8, "r2": 0.9073317807110457, "mae": 0.10069456239205128 }, { "threshold": 0.05, "nz": 8, "r2": 0.9073317807110457, "mae": 0.10069456239205128 }, { "threshold": 0.1, "nz": 3, "r2": 0.8132853582236775, "mae": 0.1444794079589489 } ], "best": { "threshold": 0.0, "nz": 22, "r2": 0.918041512638942, "mae": 0.09546886302890771 }, "best_coef": [ 0.5194681644420974, -0.007268574871488442, -0.0001382882015259102, 0.0014122761737770733, 0.0019941493569474024, -0.02173278599186409, 0.005402769951884052, 0.039885891947331276, -0.00479604352418292, -0.007473801916727194, 0.029612326854934444, 0.006640105319541523, 0.01211780817575797, -0.001886710806821879, -0.01013667114742123, -0.004177246747561825, 0.0009568252957939229, 0.005194681632060589, -0.013828820328458407, 0.19941493407141364, -2.1732785992241563, -0.4796043074818968 ], "sparsity_curve": [ [ 0.0, 22, 0.918041512638942 ], [ 0.001, 22, 0.918041512638942 ], [ 0.002, 22, 0.918041512638942 ], [ 0.005, 20, 0.9180326957867992 ], [ 0.01, 16, 0.9163833397981528 ], [ 0.015, 13, 0.9144139186225387 ], [ 0.02, 13, 0.9144139186225387 ], [ 0.03, 8, 0.9073317807110457 ], [ 0.05, 8, 0.9073317807110457 ], [ 0.1, 3, 0.8132853582236775 ] ] } }, "karman_re400": { "scene": "karman_re400", "re_code": 400, "mu": 0.005, "n_samples": 148, "n_features_front": 21, "n_features_rear": 22, "feature_names_front": [ "u_m", "u_a", "u_c", "v_a", "Cd_tot", "Cd_rear", "Cl_tot", "Cl_diff", "sin_ua", "cos_ua", "aF_lag1", "aB_lag1", "aT_lag1", "daF", "daB", "daT", "mu", "mu_u_a", "mu_v_a", "mu_Cd_tot", "mu_Cl_diff" ], "feature_names_rear": [ "bias", "u_m", "u_a", "u_c", "v_a", "Cd_tot", "Cd_rear", "Cl_tot", "Cl_diff", "sin_ua", "cos_ua", "aF_lag1", "aB_lag1", "aT_lag1", "daF", "daB", "daT", "mu", "mu_u_a", "mu_v_a", "mu_Cd_tot", "mu_Cl_diff" ], "front": { "results": [ { "threshold": 0.0, "nz": 21, "r2": 0.9910766698736291, "mae": 0.011629558855658013 }, { "threshold": 0.001, "nz": 19, "r2": 0.9910498397066849, "mae": 0.011571370408140063 }, { "threshold": 0.002, "nz": 16, "r2": 0.9907584709220429, "mae": 0.011474480357144053 }, { "threshold": 0.005, "nz": 10, "r2": 0.9884902032543673, "mae": 0.012859069934565787 }, { "threshold": 0.01, "nz": 8, "r2": 0.9865445971795084, "mae": 0.013656070741254706 }, { "threshold": 0.015, "nz": 4, "r2": 0.9754219455809757, "mae": 0.017727590048987045 }, { "threshold": 0.02, "nz": 4, "r2": 0.9754219455809757, "mae": 0.017727590048987045 }, { "threshold": 0.03, "nz": 3, "r2": 0.9703483630041645, "mae": 0.019892056694056134 }, { "threshold": 0.05, "nz": 2, "r2": 0.8086045777820393, "mae": 0.05911817904399702 }, { "threshold": 0.1, "nz": 1, "r2": -1.1864322013721562e-07, "mae": 0.13795475986425845 } ], "best": { "threshold": 0.0, "nz": 21, "r2": 0.9910766698736291, "mae": 0.011629558855658013 }, "best_coef": [ 0.00012236151003792048, 0.0005527515683824865, 0.0001884345591579067, -0.00019884208585139524, -0.003254090054098988, 0.004501560609074065, 0.004254394757178572, 0.0010083415349592146, -0.0011145408470664684, -0.00027208919025581185, 0.004903963122854036, -0.0008667057347028575, -0.0009156023532667489, -0.002244069252286602, -0.0007849054200991619, -0.0006688340291467981, -0.3783093474577987, 0.11055031386114175, -0.03976841722790901, -0.6508180110262577, 0.20166830270639363 ], "sparsity_curve": [ [ 0.0, 21, 0.9910766698736291 ], [ 0.001, 19, 0.9910498397066849 ], [ 0.002, 16, 0.9907584709220429 ], [ 0.005, 10, 0.9884902032543673 ], [ 0.01, 8, 0.9865445971795084 ], [ 0.015, 4, 0.9754219455809757 ], [ 0.02, 4, 0.9754219455809757 ], [ 0.03, 3, 0.9703483630041645 ], [ 0.05, 2, 0.8086045777820393 ], [ 0.1, 1, -1.1864322013721562e-07 ] ] }, "top": { "results": [ { "threshold": 0.0, "nz": 22, "r2": 0.9791617707213738, "mae": 0.04494529906498399 }, { "threshold": 0.001, "nz": 21, "r2": 0.979161770721373, "mae": 0.044945299064320744 }, { "threshold": 0.002, "nz": 20, "r2": 0.9791418532403751, "mae": 0.0450021479471988 }, { "threshold": 0.005, "nz": 15, "r2": 0.9788691394557797, "mae": 0.04504818600796471 }, { "threshold": 0.01, "nz": 11, "r2": 0.9778604380183816, "mae": 0.04673322295463206 }, { "threshold": 0.015, "nz": 10, "r2": 0.9749252195935764, "mae": 0.048414314214308786 }, { "threshold": 0.02, "nz": 10, "r2": 0.9749252195935764, "mae": 0.048414314214308786 }, { "threshold": 0.03, "nz": 6, "r2": 0.9696026027584206, "mae": 0.05150605405202583 }, { "threshold": 0.05, "nz": 3, "r2": 0.9550986794209745, "mae": 0.06435430676226091 }, { "threshold": 0.1, "nz": 2, "r2": 0.9259624571185212, "mae": 0.0837515425066929 } ], "best": { "threshold": 0.0, "nz": 22, "r2": 0.9791617707213738, "mae": 0.04494529906498399 }, "best_coef": [ 0.08671233316981866, -0.0014078616575270183, -0.0011893114948202201, -0.00027494239940701806, 0.0005636347911606242, 0.0018931610984057356, 0.010079781145559281, 0.002243578571231687, -0.0018733090911482563, 0.006358127163967422, 0.0029488047574932914, 0.012900969453655643, 0.0018585854990862327, 0.010593421792038704, 0.0046178581381171825, 0.001966279273844412, 0.0025327701360673286, 0.0004335616645658923, -0.23786229795947839, 0.11272695662098822, 0.37863223658197603, -0.37466179544216405 ], "sparsity_curve": [ [ 0.0, 22, 0.9791617707213738 ], [ 0.001, 21, 0.979161770721373 ], [ 0.002, 20, 0.9791418532403751 ], [ 0.005, 15, 0.9788691394557797 ], [ 0.01, 11, 0.9778604380183816 ], [ 0.015, 10, 0.9749252195935764 ], [ 0.02, 10, 0.9749252195935764 ], [ 0.03, 6, 0.9696026027584206 ], [ 0.05, 3, 0.9550986794209745 ], [ 0.1, 2, 0.9259624571185212 ] ] }, "bottom": { "results": [ { "threshold": 0.0, "nz": 22, "r2": 0.9686581410934367, "mae": 0.04868261400704479 }, { "threshold": 0.001, "nz": 22, "r2": 0.9686581410934367, "mae": 0.04868261400704479 }, { "threshold": 0.002, "nz": 17, "r2": 0.9685946535884615, "mae": 0.04886158384662259 }, { "threshold": 0.005, "nz": 12, "r2": 0.968134863052741, "mae": 0.04937227005620415 }, { "threshold": 0.01, "nz": 11, "r2": 0.9677608817383357, "mae": 0.04973438224463947 }, { "threshold": 0.015, "nz": 10, "r2": 0.9646891014423458, "mae": 0.051622150117990234 }, { "threshold": 0.02, "nz": 7, "r2": 0.9613283621164924, "mae": 0.05383371646931655 }, { "threshold": 0.03, "nz": 7, "r2": 0.9613283621164924, "mae": 0.05383371646931655 }, { "threshold": 0.05, "nz": 5, "r2": 0.9540490870907875, "mae": 0.05855323697586902 }, { "threshold": 0.1, "nz": 4, "r2": 0.9489267712729627, "mae": 0.06030133862863786 } ], "best": { "threshold": 0.0, "nz": 22, "r2": 0.9686581410934367, "mae": 0.04868261400704479 }, "best_coef": [ 0.31963161225069453, -0.0014417826804902915, -0.0009488399798131276, -0.00016301389284321925, 0.00019367331652549443, -0.0013907167791004245, -0.0010719152858884842, 0.009642492550627655, 0.0005982386331633066, 0.009400066467505037, 0.005412675334329632, 0.011942792611222953, 0.006608645806628951, 0.005356341917455254, 0.002757244045268886, 0.006597290057495822, -0.0020024705507485736, 0.0015981580589943245, -0.18976799549284054, 0.03873466257245657, -0.2781433523877088, 0.11964768680720898 ], "sparsity_curve": [ [ 0.0, 22, 0.9686581410934367 ], [ 0.001, 22, 0.9686581410934367 ], [ 0.002, 17, 0.9685946535884615 ], [ 0.005, 12, 0.968134863052741 ], [ 0.01, 11, 0.9677608817383357 ], [ 0.015, 10, 0.9646891014423458 ], [ 0.02, 7, 0.9613283621164924 ], [ 0.03, 7, 0.9613283621164924 ], [ 0.05, 5, 0.9540490870907875 ], [ 0.1, 4, 0.9489267712729627 ] ] } } } }