{"learner":{"attributes":{},"feature_names":["log_return","range_atr","body_atr","atr","spread_price","ret_lag_1","ret_lag_2","ret_lag_3","ret_lag_4","ret_lag_5","ret_lag_6","ret_lag_7","ret_lag_8","ret_lag_9","ret_lag_10","ret_lag_11","ret_lag_12","ret_lag_13","ret_lag_14","ret_lag_15","ret_lag_16","ret_lag_17","ret_lag_18","ret_lag_19","ret_lag_20","ret_lag_30","ret_lag_40","ret_lag_50","ret_mean_5","ret_std_5","ret_skew_5","ret_kurt_5","rv_5","zscore_5","high_dist_5","low_dist_5","ret_mean_10","ret_std_10","ret_skew_10","ret_kurt_10","rv_10","zscore_10","high_dist_10","low_dist_10","ret_mean_20","ret_std_20","ret_skew_20","ret_kurt_20","rv_20","zscore_20","high_dist_20","low_dist_20","ret_mean_50","ret_std_50","ret_skew_50","ret_kurt_50","rv_50","zscore_50","high_dist_50","low_dist_50","ret_mean_100","ret_std_100","ret_skew_100","ret_kurt_100","rv_100","zscore_100","high_dist_100","low_dist_100","ema_gap_5","ema_gap_10","ema_gap_20","ema_gap_50","ema_gap_100","rsi_14","macd","macd_signal","macd_hist","bb_position","bb_width","up_streak","down_streak","signed_volume_proxy","volume_z","tick_intensity","hour_sin","hour_cos","mtf_5_atr","mtf_5_ret","mtf_5_trend","mtf_15_atr","mtf_15_ret","mtf_15_trend","mtf_60_atr","mtf_60_ret","mtf_60_trend"],"feature_types":["float","float","float","float","int","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","float","int","int","float","float","float","float","float","float","float","float","float","float","float","float","float","float"],"gradient_booster":{"model":{"cats":{"enc":[],"feature_segments":[],"sorted_idx":[]},"gbtree_model_param":{"num_parallel_tree":"1","num_trees":"1"},"iteration_indptr":[0,1],"tree_info":[0],"trees":[{"base_weights":[-5.775132E-5,-4.7162017E-3,3.9378267E-2,-2.0509904E-2,9.6453605E-3,3.651079E-2,5.1762116E-1,-3.0866114E-3,-4.6531387E-2,1.2100282E-2,-1.9461165E-1,-1.2436203E-2,6.573436E-2,8.3444494E-1,2.8175203E-2,4.951415E-4,-1.4624785E-1,-4.3741994E-2,-3.1349355E-1,1.1090719E-2,3.3430886E-1,-4.183681E-2,-4.2027327E-1,2.9743043E-1,-2.7162436E-2,1.2509717E-2,1.0030833E-1,5.541801E-2,5.6749475E-1,4.374631E-2,-1.823148E-1,5.627612E-3,-1.0757798E-1,-3.2887226E-1,1.2605103E-2,-3.941859E-2,-2.1113822E-1,5.247774E-1,-3.679348E-1,9.572433E-3,2.1142182E-1,8.1392884E-1,1.621941E-1,-1.3083136E0,-3.9357897E-3,-5.172841E-1,6.84008E-2,5.707304E-1,4.4408753E-3,-2.3553953E-1,-1.1614605E-2,2.7933788E-1,-2.5909051E-2,1.5789413E-1,2.1656346E-2,9.186344E-1,-1.6721289E-1,-7.274569E-1,4.4867015E-1,-2.8505165E-4,1.2132197E-3,1.5349682E-2,-3.9369757E-3,1.8806193E-2,-1.2285831E-2,1.7006407E-3,-1.8236926E-2,-1.3801365E-3,2.6322152E-3,-1.5408623E-2,-1.3759867E-3,3.4035694E-2,-1.3431596E-2,-2.9654017E-2,-8.313642E-3,-6.8562885E-4,5.4582435E-4,-1.6591629E-2,7.613329E-3,3.8225327E-2,1.0283928E-2,6.460669E-4,2.3851046E-2,-4.5138624E-2,5.5399374E-3,3.2544269E-3,-1.265829E-2,-2.2396956E-2,-5.2347253E-3,2.6861649E-2,-1.437922E-2,1.624036E-3,2.448081E-2,3.5249447E-3,-2.6643451E-2,-6.0828836E-3,-4.7879472E-2,-2.1540313E-3,1.532179E-3,4.5444896E-3,1.863419E-2,5.206336E-3,-2.0454214E-3,5.5230665E-3,-5.136971E-3,-6.4913444E-3,2.1390878E-3,4.8803505E-2,1.3974484E-2,-3.4170866E-2,1.3166032E-2,1.21964666E-4,-4.2735953E-2,3.221485E-2,-1.2609429E-2],"categories":[],"categories_nodes":[],"categories_segments":[],"categories_sizes":[],"default_left":[0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0],"id":0,"left_children":[1,3,5,7,9,11,13,15,17,19,21,23,25,27,29,31,33,35,37,39,41,43,45,47,49,51,53,-1,55,-1,57,59,61,63,65,67,69,71,73,75,77,79,81,83,85,87,89,91,93,95,97,99,101,103,105,107,109,111,113,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[3.0437729E1,3.3610493E1,2.3985075E1,3.1995398E1,3.891815E1,2.4890823E1,1.6142263E1,2.1674805E1,2.1061802E1,2.494215E1,3.1759972E1,2.9695906E1,2.0048866E1,1.6052696E1,1.2908132E1,2.2875303E1,2.9935503E1,2.026355E1,1.3541697E1,2.3250885E1,1.9638538E1,2.643114E1,1.7670578E1,2.3639204E1,2.0122066E1,4.400264E1,2.9912064E1,0E0,1.343977E1,0E0,1.3225442E1,2.073678E1,2.745455E1,3.7257847E1,1.5154069E1,2.2872356E1,3.522055E1,1.132971E1,1.5237068E1,2.1213264E1,1.8758776E1,1.3223907E1,1.5782866E1,4.967142E0,2.5221071E1,2.4273682E1,2.8738266E1,1.9312092E1,1.4584857E1,1.8906115E1,2.1816706E1,2.3515278E1,3.1649885E1,3.2921432E1,3.3021816E1,1.0465364E1,1.0807315E1,1.0459222E1,1.0229847E1,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,3,3,4,4,5,5,6,6,7,7,8,8,9,9,10,10,11,11,12,12,13,13,14,14,15,15,16,16,17,17,18,18,19,19,20,20,21,21,22,22,23,23,24,24,25,25,26,26,28,28,30,30,31,31,32,32,33,33,34,34,35,35,36,36,37,37,38,38,39,39,40,40,41,41,42,42,43,43,44,44,45,45,46,46,47,47,48,48,49,49,50,50,51,51,52,52,53,53,54,54,55,55,56,56,57,57,58,58],"right_children":[2,4,6,8,10,12,14,16,18,20,22,24,26,28,30,32,34,36,38,40,42,44,46,48,50,52,54,-1,56,-1,58,60,62,64,66,68,70,72,74,76,78,80,82,84,86,88,90,92,94,96,98,100,102,104,106,108,110,112,114,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[6.7413924E-3,-1.5091887E-2,1.6458585E-3,2.050613E-1,1.9322063E0,-2.5881904E-1,6.311728E1,1.1345061E0,8.377259E-3,2.8670385E-2,3.0969188E-2,-1.6833374E-2,-1.9702202E-1,-2.825628E-1,-1.1424481E-2,5.6894594E-3,2.837143E0,6.2E1,1.4957014E-3,2.3209283E0,-3.5430956E-1,-9.211531E-3,3.525707E-1,-2.5860918E-1,-1.322265E0,-1.0704409E-2,7.972774E-2,5.541801E-2,5.605255E-3,4.374631E-2,5.8257496E-1,2.1940882E0,2.4596994E-1,-2.960802E-4,4.218671E-3,3.7339287E1,-1.6412483E0,4.309109E-3,3.3298075E-1,1.2549642E-3,1.2156336E-3,-7.9657366E-5,9.072857E0,1.7123668E0,7.5976744E0,1.2246469E-16,3.6191344E-1,-1.2056098E-1,1.5379451E-3,3.8240715E1,1.3897513E-3,1.05705E-2,1.2971853E-3,1.7571246E-2,-5.8204174E-1,2.5442858E0,2.2529285E1,-3.0299228E-1,0E0,-2.8505165E-4,1.2132197E-3,1.5349682E-2,-3.9369757E-3,1.8806193E-2,-1.2285831E-2,1.7006407E-3,-1.8236926E-2,-1.3801365E-3,2.6322152E-3,-1.5408623E-2,-1.3759867E-3,3.4035694E-2,-1.3431596E-2,-2.9654017E-2,-8.313642E-3,-6.8562885E-4,5.4582435E-4,-1.6591629E-2,7.613329E-3,3.8225327E-2,1.0283928E-2,6.460669E-4,2.3851046E-2,-4.5138624E-2,5.5399374E-3,3.2544269E-3,-1.265829E-2,-2.2396956E-2,-5.2347253E-3,2.6861649E-2,-1.437922E-2,1.624036E-3,2.448081E-2,3.5249447E-3,-2.6643451E-2,-6.0828836E-3,-4.7879472E-2,-2.1540313E-3,1.532179E-3,4.5444896E-3,1.863419E-2,5.206336E-3,-2.0454214E-3,5.5230665E-3,-5.136971E-3,-6.4913444E-3,2.1390878E-3,4.8803505E-2,1.3974484E-2,-3.4170866E-2,1.3166032E-2,1.21964666E-4,-4.2735953E-2,3.221485E-2,-1.2609429E-2],"split_indices":[90,62,61,94,94,84,73,63,48,93,39,93,63,54,93,90,3,4,53,55,63,90,62,47,91,93,54,0,40,0,55,43,51,52,87,92,71,93,94,53,61,7,86,91,67,84,46,46,61,92,61,56,61,93,88,3,92,39,84,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0],"split_type":[0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0],"sum_hessian":[1.6568092E5,1.4817802E5,1.7502912E4,7.057015E4,7.760786E4,1.7399662E4,1.0324948E2,4.226904E4,2.8301107E4,7.668712E4,9.2074536E2,6.5049673E3,1.0894695E4,6.2249687E1,4.0999794E1,4.1238293E4,1.0307449E3,2.800961E4,2.9149854E2,7.644862E4,2.3849881E2,5.4974725E2,3.7099814E2,2.9424854E2,6.2107188E3,4.2907285E3,6.603967E3,1.1749941E1,5.049975E1,4.4999776E0,3.6499817E1,3.9369555E4,1.8687406E3,4.789976E2,5.5174725E2,2.7305613E4,7.0399646E2,1.7249914E1,2.7424863E2,7.587462E4,5.7399713E2,6.199969E1,1.7649911E2,1.4999925E1,5.347473E2,3.0949844E2,6.149969E1,1.5174924E2,1.4249928E2,4.3024783E2,5.780471E3,5.392473E2,3.7514812E3,3.811981E3,2.791986E3,3.399983E1,1.6499918E1,1.9499903E1,1.6999914E1,2.7443613E4,1.192594E4,6.799966E1,1.800741E3,3.6749817E1,4.4224777E2,5.1599744E2,3.574982E1,2.596162E4,1.3439933E3,2.4799876E2,4.559977E2,1.0499948E1,6.749966E0,3.3749832E1,2.404988E2,1.593617E4,5.993845E4,2.9499853E1,5.4449725E2,3.0499847E1,3.1499842E1,1.4524927E2,3.1249844E1,1.3249933E1,1.7499912E0,4.219979E2,1.12749435E2,1.8474907E2,1.24749374E2,2.4249878E1,3.7249813E1,4.9249752E1,1.0249949E2,1.2724936E2,1.5249924E1,4.212479E2,8.999955E0,2.9489854E3,2.8314858E3,3.9349802E2,1.4574927E2,6.554967E2,3.0959846E3,3.5312324E3,2.807486E2,4.812476E2,2.3107385E3,1.2249939E1,2.1749891E1,5.99997E0,1.0499948E1,9.99995E0,9.499952E0,9.749951E0,7.2499638E0],"tree_param":{"num_deleted":"0","num_feature":"95","num_nodes":"115","size_leaf_vector":"1"}}]},"name":"gbtree"},"learner_model_param":{"base_score":"[4.98882E-1]","boost_from_average":"1","num_class":"0","num_feature":"95","num_target":"1"},"objective":{"name":"binary:logistic","reg_loss_param":{"scale_pos_weight":"1"}}},"version":[3,2,0]}