Machine learning for non-techies.
"Predicting the future isn't magic, it's artificial intelligence" ~Dave Waters
Yes, and machine learning is one of the most fascinating aspects of Artificial Intelligence.
So what is machine learning?
Machine learning leverages the power of statistic...
blog.anuran.works5 min read
This is the code I mentioned above. Paste this code on the WebGraphViz page input.
It's not for the faint-hearted 😅
digraph Tree { node [shape=box] ; 0 [label="X[5] <= 6.797\nmse = 83.807\nsamples = 400\nvalue = 24.335"] ; 1 [label="X[12] <= 14.4\nmse = 34.521\nsamples = 314\nvalue = 20.982"] ; 0 -> 1 [labeldistance=2.5, labelangle=45, headlabel="True"] ; 2 [label="X[7] <= 1.434\nmse = 25.724\nsamples = 214\nvalue = 23.304"] ; 1 -> 2 ; 3 [label="mse = 0.0\nsamples = 4\nvalue = 50.0"] ; 2 -> 3 ; 4 [label="X[5] <= 6.543\nmse = 12.38\nsamples = 210\nvalue = 22.795"] ; 2 -> 4 ; 5 [label="X[5] <= 6.099\nmse = 8.087\nsamples = 172\nvalue = 21.851"] ; 4 -> 5 ; 6 [label="X[12] <= 7.41\nmse = 5.734\nsamples = 78\nvalue = 20.487"] ; 5 -> 6 ; 7 [label="X[7] <= 1.685\nmse = 5.114\nsamples = 5\nvalue = 23.66"] ; 6 -> 7 ; 8 [label="mse = 0.0\nsamples = 1\nvalue = 27.5"] ; 7 -> 8 ; 9 [label="X[10] <= 21.5\nmse = 1.785\nsamples = 4\nvalue = 22.7"] ; 7 -> 9 ; 10 [label="X[7] <= 3.128\nmse = 0.42\nsamples = 3\nvalue = 23.4"] ; 9 -> 10 ; 11 [label="mse = 0.0\nsamples = 1\nvalue = 24.3"] ; 10 -> 11 ; 12 [label="X[6] <= 18.55\nmse = 0.022\nsamples = 2\nvalue = 22.95"] ; 10 -> 12 ; 13 [label="mse = 0.0\nsamples = 1\nvalue = 22.8"] ; 12 -> 13 ; 14 [label="mse = -0.0\nsamples = 1\nvalue = 23.1"] ; 12 -> 14 ; 15 [label="mse = -0.0\nsamples = 1\nvalue = 20.6"] ; 9 -> 15 ; 16 [label="X[7] <= 3.94\nmse = 5.04\nsamples = 73\nvalue = 20.27"] ; 6 -> 16 ; 17 [label="X[2] <= 6.58\nmse = 6.234\nsamples = 29\nvalue = 21.145"] ; 16 -> 17 ; 18 [label="X[11] <= 395.165\nmse = 4.675\nsamples = 10\nvalue = 22.79"] ; 17 -> 18 ; 19 [label="X[2] <= 3.215\nmse = 3.048\nsamples = 8\nvalue = 23.5"] ; 18 -> 19 ; 20 [label="mse = 0.0\nsamples = 1\nvalue = 26.4"] ; 19 -> 20 ; 21 [label="X[7] <= 3.466\nmse = 2.11\nsamples = 7\nvalue = 23.086"] ; 19 -> 21 ; 22 [label="X[4] <= 0.505\nmse = 1.627\nsamples = 3\nvalue = 21.8"] ; 21 -> 22 ; 23 [label="mse = 0.0\nsamples = 1\nvalue = 20.0"] ; 22 -> 23 ; 24 [label="X[10] <= 14.8\nmse = 0.01\nsamples = 2\nvalue = 22.7"] ; 22 -> 24 ; 25 [label="mse = 0.0\nsamples = 1\nvalue = 22.8"] ; 24 -> 25 ; 26 [label="mse = -0.0\nsamples = 1\nvalue = 22.6"] ; 24 -> 26 ; 27 [label="X[7] <= 3.603\nmse = 0.302\nsamples = 4\nvalue = 24.05"] ; 21 -> 27 ; 28 [label="mse = 0.0\nsamples = 1\nvalue = 23.2"] ; 27 -> 28 ; 29 [label="X[7] <= 3.759\nmse = 0.082\nsamples = 3\nvalue = 24.333"] ; 27 -> 29 ; 30 [label="X[11] <= 377.55\nmse = 0.023\nsamples = 2\nvalue = 24.15"] ; 29 -> 30 ; 31 [label="mse = 0.0\nsamples = 1\nvalue = 24.0"] ; 30 -> 31 ; 32 [label="mse = 0.0\nsamples = 1\nvalue = 24.3"] ; 30 -> 32 ; 33 [label="mse = -0.0\nsamples = 1\nvalue = 24.7"] ; 29 -> 33 ; 34 [label="X[12] <= 9.225\nmse = 1.102\nsamples = 2\nvalue = 19.95"] ; 18 -> 34 ; 35 [label="mse = 0.0\nsamples = 1\nvalue = 21.0"] ; 34 -> 35 ; 36 [label="mse = 0.0\nsamples = 1\nvalue = 18.9"] ; 34 -> 36 ; 37 [label="X[11] <= 258.3\nmse = 4.88\nsamples = 19\nvalue = 20.279"] ; 17 -> 37 ; 38 [label="X[2] <= 18.84\nmse = 0.122\nsamples = 2\nvalue = 23.45"] ; 37 -> 38 ; 39 [label="mse = 0.0\nsamples = 1\nvalue = 23.1"] ; 38 -> 39 ; 40 [label="mse = 0.0\nsamples = 1\nvalue = 23.8"] ; 38 -> 40 ; 41 [label="X[0] <= 0.07\nmse = 4.117\nsamples = 17\nvalue = 19.906"] ; 37 -> 41 ; 42 [label="X[7] <= 2.685\nmse = 0.423\nsamples = 2\nvalue = 22.65"] ; 41 -> 42 ; 43 [label="mse = 0.0\nsamples = 1\nvalue = 22.0"] ; 42 -> 43 ; 44 [label="mse = 0.0\nsamples = 1\nvalue = 23.3"] ; 42 -> 44 ; 45 [label="X[6] <= 90.9\nmse = 3.472\nsamples = 15\nvalue = 19.54"] ; 41 -> 45 ; 46 [label="X[5] <= 5.234\nmse = 3.064\nsamples = 10\nvalue = 18.9"] ; 45 -> 46 ; 47 [label="X[11] <= 346.865\nmse = 0.16\nsamples = 2\nvalue = 15.7"] ; 46 -> 47 ; 48 [label="mse = 0.0\nsamples = 1\nvalue = 15.3"] ; 47 -> 48 ; 49 [label="mse = 0.0\nsamples = 1\nvalue = 16.1"] ; 47 -> 49 ; 50 [label="X[9] <= 305.5\nmse = 0.59\nsamples = 8\nvalue = 19.7"] ; 46 -> 50 ; 51 [label="X[11] <= 396.27\nmse = 0.227\nsamples = 4\nvalue = 20.175"] ; 50 -> 51 ; 52 [label="X[7] <= 3.51\nmse = 0.036\nsamples = 3\nvalue = 20.433"] ; 51 -> 52 ; 53 [label="X[8] <= 3.0\nmse = 0.0\nsamples = 2\nvalue = 20.3"] ; 52 -> 53 ; 54 [label="mse = 0.0\nsamples = 1\nvalue = 20.3"] ; 53 -> 54 ; 55 [label="mse = 0.0\nsamples = 1\nvalue = 20.3"] ; 53 -> 55 ; 56 [label="mse = -0.0\nsamples = 1\nvalue = 20.7"] ; 52 -> 56 ; 57 [label="mse = -0.0\nsamples = 1\nvalue = 19.4"] ; 51 -> 57 ; 58 [label="X[0] <= 0.764\nmse = 0.502\nsamples = 4\nvalue = 19.225"] ; 50 -> 58 ; 59 [label="X[7] <= 3.278\nmse = 0.247\nsamples = 3\nvalue = 18.9"] ; 58 -> 59 ; 60 [label="X[12] <= 11.955\nmse = 0.002\nsamples = 2\nvalue = 19.25"] ; 59 -> 60 ; 61 [label="mse = 0.0\nsamples = 1\nvalue = 19.2"] ; 60 -> 61 ; 62 [label="mse = 0.0\nsamples = 1\nvalue = 19.3"] ; 60 -> 62 ; 63 [label="mse = -0.0\nsamples = 1\nvalue = 18.2"] ; 59 -> 63 ; 64 [label="mse = -0.0\nsamples = 1\nvalue = 20.2"] ; 58 -> 64 ; 65 [label="X[6] <= 94.0\nmse = 1.83\nsamples = 5\nvalue = 20.82"] ; 45 -> 65 ; 66 [label="X[2] <= 18.84\nmse = 0.16\nsamples = 2\nvalue = 22.3"] ; 65 -> 66 ; 67 [label="mse = 0.0\nsamples = 1\nvalue = 21.9"] ; 66 -> 67 ; 68 [label="mse = 0.0\nsamples = 1\nvalue = 22.7"] ; 66 -> 68 ; 69 [label="X[5] <= 5.383\nmse = 0.509\nsamples = 3\nvalue = 19.833"] ; 65 -> 69 ; 70 [label="mse = 0.0\nsamples = 1\nvalue = 20.8"] ; 69 -> 70 ; 71 [label="X[4] <= 0.738\nmse = 0.062\nsamples = 2\nvalue = 19.35"] ; 69 -> 71 ; 72 [label="mse = 0.0\nsamples = 1\nvalue = 19.1"] ; 71 -> 72 ; 73 [label="mse = 0.0\nsamples = 1\nvalue = 19.6"] ; 71 -> 73 ; 74 [label="X[6] <= 70.45\nmse = 3.417\nsamples = 44\nvalue = 19.693"] ; 16 -> 74 ; 75 [label="X[5] <= 5.763\nmse = 2.619\nsamples = 37\nvalue = 20.081"] ; 74 -> 75 ; 76 [label="X[9] <= 294.0\nmse = 0.658\nsamples = 5\nvalue = 18.14"] ; 75 -> 76 ; 77 [label="X[4] <= 0.451\nmse = 0.09\nsamples = 2\nvalue = 19.0"] ; 76 -> 77 ; 78 [label="mse = 0.0\nsamples = 1\nvalue = 19.3"] ; 77 -> 78 ; 79 [label="mse = 0.0\nsamples = 1\nvalue = 18.7"] ; 77 -> 79 ; 80 [label="X[12] <= 10.24\nmse = 0.216\nsamples = 3\nvalue = 17.567"] ; 76 -> 80 ; 81 [label="mse = 0.0\nsamples = 1\nvalue = 18.2"] ; 80 -> 81 ; 82 [label="X[6] <= 32.6\nmse = 0.022\nsamples = 2\nvalue = 17.25"] ; 80 -> 82 ; 83 [label="mse = 0.0\nsamples = 1\nvalue = 17.1"] ; 82 -> 83 ; 84 [label="mse = 0.0\nsamples = 1\nvalue = 17.4"] ; 82 -> 84 ; 85 [label="X[2] <= 5.415\nmse = 2.245\nsamples = 32\nvalue = 20.384"] ; 75 -> 85 ; 86 [label="X[5] <= 6.014\nmse = 1.809\nsamples = 15\nvalue = 19.5"] ; 85 -> 86 ; 87 [label="X[12] <= 10.385\nmse = 0.946\nsamples = 11\nvalue = 18.927"] ; 86 -> 87 ; 88 [label="X[8] <= 2.5\nmse = 0.449\nsamples = 8\nvalue = 19.375"] ; 87 -> 88 ; 89 [label="mse = 0.0\nsamples = 1\nvalue = 20.9"] ; 88 -> 89 ; 90 [label="X[6] <= 22.15\nmse = 0.134\nsamples = 7\nvalue = 19.157"] ; 88 -> 90 ; 91 [label="mse = 0.0\nsamples = 1\nvalue = 18.6"] ; 90 -> 91 ; 92 [label="X[7] <= 5.013\nmse = 0.096\nsamples = 6\nvalue = 19.25"] ; 90 -> 92 ; 93 [label="X[0] <= 0.058\nmse = 0.022\nsamples = 2\nvalue = 18.85"] ; 92 -> 93 ; 94 [label="mse = 0.0\nsamples = 1\nvalue = 19.0"] ; 93 -> 94 ; 95 [label="mse = -0.0\nsamples = 1\nvalue = 18.7"] ; 93 -> 95 ; 96 [label="X[5] <= 5.868\nmse = 0.013\nsamples = 4\nvalue = 19.45"] ; 92 -> 96 ; 97 [label="X[1] <= 40.0\nmse = 0.002\nsamples = 2\nvalue = 19.35"] ; 96 -> 97 ; 98 [label="mse = 0.0\nsamples = 1\nvalue = 19.3"] ; 97 -> 98 ; 99 [label="mse = -0.0\nsamples = 1\nvalue = 19.4"] ; 97 -> 99 ; 100 [label="X[9] <= 254.0\nmse = 0.002\nsamples = 2\nvalue = 19.55"] ; 96 -> 100 ; 101 [label="mse = 0.0\nsamples = 1\nvalue = 19.5"] ; 100 -> 101 ; 102 [label="mse = 0.0\nsamples = 1\nvalue = 19.6"] ; 100 -> 102 ; 103 [label="X[10] <= 19.5\nmse = 0.309\nsamples = 3\nvalue = 17.733"] ; 87 -> 103 ; 104 [label="X[5] <= 5.956\nmse = 0.022\nsamples = 2\nvalue = 17.35"] ; 103 -> 104 ; 105 [label="mse = 0.0\nsamples = 1\nvalue = 17.2"] ; 104 -> 105 ; 106 [label="mse = -0.0\nsamples = 1\nvalue = 17.5"] ; 104 -> 106 ; 107 [label="mse = 0.0\nsamples = 1\nvalue = 18.5"] ; 103 -> 107 ; 108 [label="X[2] <= 4.71\nmse = 0.802\nsamples = 4\nvalue = 21.075"] ; 86 -> 108 ; 109 [label="mse = 0.0\nsamples = 1\nvalue = 22.5"] ; 108 -> 109 ; 110 [label="X[5] <= 6.048\nmse = 0.167\nsamples = 3\nvalue = 20.6"] ; 108 -> 110 ; 111 [label="mse = 0.0\nsamples = 1\nvalue = 21.1"] ; 110 -> 111 ; 112 [label="X[1] <= 15.0\nmse = 0.062\nsamples = 2\nvalue = 20.35"] ; 110 -> 112 ; 113 [label="mse = 0.0\nsamples = 1\nvalue = 20.6"] ; 112 -> 113 ; 114 [label="mse = 0.0\nsamples = 1\nvalue = 20.1"] ; 112 -> 114 ; 115 [label="X[6] <= 22.8\nmse = 1.331\nsamples = 17\nvalue = 21.165"] ; 85 -> 115 ; 116 [label="X[4] <= 0.426\nmse = 0.422\nsamples = 4\nvalue = 22.425"] ; 115 -> 116 ; 117 [label="X[9] <= 325.0\nmse = 0.022\nsamples = 2\nvalue = 21.85"] ; 116 -> 117 ; 118 [label="mse = 0.0\nsamples = 1\nvalue = 21.7"] ; 117 -> 118 ; 119 [label="mse = -0.0\nsamples = 1\nvalue = 22.0"] ; 117 -> 119 ; 120 [label="X[6] <= 21.85\nmse = 0.16\nsamples = 2\nvalue = 23.0"] ; 116 -> 120 ; 121 [label="mse = 0.0\nsamples = 1\nvalue = 23.4"] ; 120 -> 121 ; 122 [label="mse = -0.0\nsamples = 1\nvalue = 22.6"] ; 120 -> 122 ; 123 [label="X[10] <= 16.4\nmse = 0.971\nsamples = 13\nvalue = 20.777"] ; 115 -> 123 ; 124 [label="X[2] <= 10.895\nmse = 0.36\nsamples = 2\nvalue = 22.3"] ; 123 -> 124 ; 125 [label="mse = 0.0\nsamples = 1\nvalue = 22.9"] ; 124 -> 125 ; 126 [label="mse = 0.0\nsamples = 1\nvalue = 21.7"] ; 124 -> 126 ; 127 [label="X[5] <= 6.055\nmse = 0.584\nsamples = 11\nvalue = 20.5"] ; 123 -> 127 ; 128 [label="X[10] <= 18.25\nmse = 0.267\nsamples = 9\nvalue = 20.233"] ; 127 -> 128 ; 129 [label="X[4] <= 0.438\nmse = 0.06\nsamples = 3\nvalue = 19.7"] ; 128 -> 129 ; 130 [label="mse = 0.0\nsamples = 1\nvalue = 19.4"] ; 129 -> 130 ; 131 [label="X[12] <= 13.8\nmse = 0.023\nsamples = 2\nvalue = 19.85"] ; 129 -> 131 ; 132 [label="mse = 0.0\nsamples = 1\nvalue = 19.7"] ; 131 -> 132 ; 133 [label="mse = -0.0\nsamples = 1\nvalue = 20.0"] ; 131 -> 133 ; 134 [label="X[1] <= 6.25\nmse = 0.157\nsamples = 6\nvalue = 20.5"] ; 128 -> 134 ; 135 [label="X[5] <= 5.854\nmse = 0.043\nsamples = 4\nvalue = 20.25"] ; 134 -> 135 ; 136 [label="mse = 0.0\nsamples = 1\nvalue = 19.9"] ; 135 -> 136 ; 137 [label="X[2] <= 10.485\nmse = 0.002\nsamples = 3\nvalue = 20.367"] ; 135 -> 137 ; 138 [label="mse = 0.0\nsamples = 2\nvalue = 20.4"] ; 137 -> 138 ; 139 [label="mse = 0.0\nsamples = 1\nvalue = 20.3"] ; 137 -> 139 ; 140 [label="X[6] <= 37.55\nmse = 0.01\nsamples = 2\nvalue = 21.0"] ; 134 -> 140 ; 141 [label="mse = 0.0\nsamples = 1\nvalue = 20.9"] ; 140 -> 141 ; 142 [label="mse = 0.0\nsamples = 1\nvalue = 21.1"] ; 140 -> 142 ; 143 [label="X[7] <= 5.568\nmse = 0.25\nsamples = 2\nvalue = 21.7"] ; 127 -> 143 ; 144 [label="mse = 0.0\nsamples = 1\nvalue = 22.2"] ; 143 -> 144 ; 145 [label="mse = 0.0\nsamples = 1\nvalue = 21.2"] ; 143 -> 145 ; 146 [label="X[0] <= 1.103\nmse = 2.631\nsamples = 7\nvalue = 17.643"] ; 74 -> 146 ; 147 [label="X[5] <= 5.707\nmse = 1.149\nsamples = 6\nvalue = 18.167"] ; 146 -> 147 ; 148 [label="X[7] <= 5.95\nmse = 0.49\nsamples = 2\nvalue = 16.9"] ; 147 -> 148 ; 149 [label="mse = 0.0\nsamples = 1\nvalue = 16.2"] ; 148 -> 149 ; 150 [label="mse = 0.0\nsamples = 1\nvalue = 17.6"] ; 148 -> 150 ; 151 [label="X[0] <= 0.745\nmse = 0.275\nsamples = 4\nvalue = 18.8"] ; 147 -> 151 ; 152 [label="X[11] <= 394.015\nmse = 0.082\nsamples = 3\nvalue = 18.533"] ; 151 -> 152 ; 153 [label="X[9] <= 297.0\nmse = 0.023\nsamples = 2\nvalue = 18.35"] ; 152 -> 153 ; 154 [label="mse = 0.0\nsamples = 1\nvalue = 18.5"] ; 153 -> 154 ; 155 [label="mse = -0.0\nsamples = 1\nvalue = 18.2"] ; 153 -> 155 ; 156 [label="mse = -0.0\nsamples = 1\nvalue = 18.9"] ; 152 -> 156 ; 157 [label="mse = 0.0\nsamples = 1\nvalue = 19.6"] ; 151 -> 157 ; 158 [label="mse = 0.0\nsamples = 1\nvalue = 14.5"] ; 146 -> 158 ; 159 [label="X[9] <= 222.5\nmse = 7.218\nsamples = 94\nvalue = 22.982"] ; 5 -> 159 ; 160 [label="X[0] <= 0.065\nmse = 11.18\nsamples = 3\nvalue = 31.5"] ; 159 -> 160 ; 161 [label="X[6] <= 63.75\nmse = 0.202\nsamples = 2\nvalue = 29.15"] ; 160 -> 161 ; 162 [label="mse = 0.0\nsamples = 1\nvalue = 28.7"] ; 161 -> 162 ; 163 [label="mse = 0.0\nsamples = 1\nvalue = 29.6"] ; 161 -> 163 ; 164 [label="mse = -0.0\nsamples = 1\nvalue = 36.2"] ; 160 -> 164 ; 165 [label="X[12] <= 9.98\nmse = 4.616\nsamples = 91\nvalue = 22.701"] ; 159 -> 165 ; 166 [label="X[5] <= 6.539\nmse = 3.624\nsamples = 60\nvalue = 23.553"] ; 165 -> 166 ; 167 [label="X[2] <= 5.75\nmse = 2.828\nsamples = 59\nvalue = 23.673"] ; 166 -> 167 ; 168 [label="X[5] <= 6.145\nmse = 1.571\nsamples = 28\nvalue = 22.875"] ; 167 -> 168 ; 169 [label="X[12] <= 8.765\nmse = 0.975\nsamples = 4\nvalue = 21.1"] ; 168 -> 169 ; 170 [label="X[10] <= 17.45\nmse = 0.023\nsamples = 2\nvalue = 22.05"] ; 169 -> 170 ; 171 [label="mse = 0.0\nsamples = 1\nvalue = 21.9"] ; 170 -> 171 ; 172 [label="mse = 0.0\nsamples = 1\nvalue = 22.2"] ; 170 -> 172 ; 173 [label="X[0] <= 0.044\nmse = 0.122\nsamples = 2\nvalue = 20.15"] ; 169 -> 173 ; 174 [label="mse = 0.0\nsamples = 1\nvalue = 20.5"] ; 173 -> 174 ; 175 [label="mse = 0.0\nsamples = 1\nvalue = 19.8"] ; 173 -> 175 ; 176 [label="X[9] <= 233.5\nmse = 1.058\nsamples = 24\nvalue = 23.171"] ; 168 -> 176 ; 177 [label="X[11] <= 389.555\nmse = 0.562\nsamples = 2\nvalue = 21.45"] ; 176 -> 177 ; 178 [label="mse = 0.0\nsamples = 1\nvalue = 20.7"] ; 177 -> 178 ; 179 [label="mse = 0.0\nsamples = 1\nvalue = 22.2"] ; 177 -> 179 ; 180 [label="X[12] <= 6.725\nmse = 0.809\nsamples = 22\nvalue = 23.327"] ; 176 -> 180 ; 181 [label="X[9] <= 324.0\nmse = 0.697\nsamples = 10\nvalue = 23.85"] ; 180 -> 181 ; 182 [label="X[8] <= 5.5\nmse = 0.271\nsamples = 6\nvalue = 24.417"] ; 181 -> 182 ; 183 [label="X[9] <= 262.0\nmse = 0.022\nsamples = 4\nvalue = 24.775"] ; 182 -> 183 ; 184 [label="mse = 0.0\nsamples = 1\nvalue = 25.0"] ; 183 -> 184 ; 185 [label="X[6] <= 33.95\nmse = 0.007\nsamples = 3\nvalue = 24.7"] ; 183 -> 185 ; 186 [label="mse = 0.0\nsamples = 1\nvalue = 24.8"] ; 185 -> 186 ; 187 [label="X[11] <= 396.25\nmse = 0.002\nsamples = 2\nvalue = 24.65"] ; 185 -> 187 ; 188 [label="mse = 0.0\nsamples = 1\nvalue = 24.6"] ; 187 -> 188 ; 189 [label="mse = 0.0\nsamples = 1\nvalue = 24.7"] ; 187 -> 189 ; 190 [label="mse = -0.0\nsamples = 2\nvalue = 23.7"] ; 182 -> 190 ; 191 [label="X[1] <= 75.0\nmse = 0.13\nsamples = 4\nvalue = 23.0"] ; 181 -> 191 ; 192 [label="X[2] <= 1.745\nmse = 0.04\nsamples = 2\nvalue = 22.7"] ; 191 -> 192 ; 193 [label="mse = 0.0\nsamples = 1\nvalue = 22.9"] ; 192 -> 193 ; 194 [label="mse = -0.0\nsamples = 1\nvalue = 22.5"] ; 192 -> 194 ; 195 [label="X[11] <= 394.665\nmse = 0.04\nsamples = 2\nvalue = 23.3"] ; 191 -> 195 ; 196 [label="mse = 0.0\nsamples = 1\nvalue = 23.1"] ; 195 -> 196 ; 197 [label="mse = 0.0\nsamples = 1\nvalue = 23.5"] ; 195 -> 197 ; 198 [label="X[12] <= 8.925\nmse = 0.486\nsamples = 12\nvalue = 22.892"] ; 180 -> 198 ; 199 [label="X[5] <= 6.262\nmse = 0.402\nsamples = 10\nvalue = 22.72"] ; 198 -> 199 ; 200 [label="X[10] <= 15.65\nmse = 0.197\nsamples = 4\nvalue = 23.375"] ; 199 -> 200 ; 201 [label="mse = 0.0\nsamples = 1\nvalue = 24.1"] ; 200 -> 201 ; 202 [label="X[9] <= 282.5\nmse = 0.029\nsamples = 3\nvalue = 23.133"] ; 200 -> 202 ; 203 [label="mse = 0.0\nsamples = 1\nvalue = 22.9"] ; 202 -> 203 ; 204 [label="X[7] <= 7.566\nmse = 0.002\nsamples = 2\nvalue = 23.25"] ; 202 -> 204 ; 205 [label="mse = 0.0\nsamples = 1\nvalue = 23.2"] ; 204 -> 205 ; 206 [label="mse = 0.0\nsamples = 1\nvalue = 23.3"] ; 204 -> 206 ; 207 [label="X[11] <= 392.865\nmse = 0.061\nsamples = 6\nvalue = 22.283"] ; 199 -> 207 ; 208 [label="mse = 0.0\nsamples = 2\nvalue = 22.6"] ; 207 -> 208 ; 209 [label="X[0] <= 0.043\nmse = 0.017\nsamples = 4\nvalue = 22.125"] ; 207 -> 209 ; 210 [label="mse = 0.0\nsamples = 2\nvalue = 22.0"] ; 209 -> 210 ; 211 [label="X[4] <= 0.429\nmse = 0.002\nsamples = 2\nvalue = 22.25"] ; 209 -> 211 ; 212 [label="mse = 0.0\nsamples = 1\nvalue = 22.3"] ; 211 -> 212 ; 213 [label="mse = 0.0\nsamples = 1\nvalue = 22.2"] ; 211 -> 213 ; 214 [label="X[6] <= 66.05\nmse = 0.023\nsamples = 2\nvalue = 23.75"] ; 198 -> 214 ; 215 [label="mse = 0.0\nsamples = 1\nvalue = 23.9"] ; 214 -> 215 ; 216 [label="mse = 0.0\nsamples = 1\nvalue = 23.6"] ; 214 -> 216 ; 217 [label="X[1] <= 31.0\nmse = 2.868\nsamples = 31\nvalue = 24.394"] ; 167 -> 217 ; 218 [label="X[12] <= 9.27\nmse = 2.11\nsamples = 29\nvalue = 24.162"] ; 217 -> 218 ; 219 [label="X[12] <= 7.845\nmse = 1.71\nsamples = 25\nvalue = 23.924"] ; 218 -> 219 ; 220 [label="X[11] <= 351.615\nmse = 1.113\nsamples = 19\nvalue = 24.337"] ; 219 -> 220 ; 221 [label="mse = 0.0\nsamples = 1\nvalue = 27.0"] ; 220 -> 221 ; 222 [label="X[5] <= 6.146\nmse = 0.759\nsamples = 18\nvalue = 24.189"] ; 220 -> 222 ; 223 [label="mse = 0.0\nsamples = 1\nvalue = 22.1"] ; 222 -> 223 ; 224 [label="X[5] <= 6.242\nmse = 0.532\nsamples = 17\nvalue = 24.312"] ; 222 -> 224 ; 225 [label="X[12] <= 7.015\nmse = 0.052\nsamples = 4\nvalue = 25.05"] ; 224 -> 225 ; 226 [label="X[0] <= 0.085\nmse = 0.016\nsamples = 3\nvalue = 25.167"] ; 225 -> 226 ; 227 [label="mse = 0.0\nsamples = 1\nvalue = 25.0"] ; 226 -> 227 ; 228 [label="X[6] <= 11.45\nmse = 0.003\nsamples = 2\nvalue = 25.25"] ; 226 -> 228 ; 229 [label="mse = 0.0\nsamples = 1\nvalue = 25.3"] ; 228 -> 229 ; 230 [label="mse = 0.0\nsamples = 1\nvalue = 25.2"] ; 228 -> 230 ; 231 [label="mse = -0.0\nsamples = 1\nvalue = 24.7"] ; 225 -> 231 ; 232 [label="X[5] <= 6.387\nmse = 0.46\nsamples = 13\nvalue = 24.085"] ; 224 -> 232 ; 233 [label="X[0] <= 0.13\nmse = 0.185\nsamples = 4\nvalue = 23.4"] ; 232 -> 233 ; 234 [label="mse = 0.0\nsamples = 1\nvalue = 24.1"] ; 233 -> 234 ; 235 [label="X[11] <= 387.035\nmse = 0.029\nsamples = 3\nvalue = 23.167"] ; 233 -> 235 ; 236 [label="mse = 0.0\nsamples = 1\nvalue = 23.4"] ; 235 -> 236 ; 237 [label="X[7] <= 4.978\nmse = 0.003\nsamples = 2\nvalue = 23.05"] ; 235 -> 237 ; 238 [label="mse = 0.0\nsamples = 1\nvalue = 23.1"] ; 237 -> 238 ; 239 [label="mse = 0.0\nsamples = 1\nvalue = 23.0"] ; 237 -> 239 ; 240 [label="X[6] <= 94.0\nmse = 0.281\nsamples = 9\nvalue = 24.389"] ; 232 -> 240 ; 241 [label="X[0] <= 0.18\nmse = 0.149\nsamples = 8\nvalue = 24.525"] ; 240 -> 241 ; 242 [label="X[11] <= 396.59\nmse = 0.06\nsamples = 4\nvalue = 24.2"] ; 241 -> 242 ; 243 [label="X[2] <= 8.885\nmse = 0.009\nsamples = 3\nvalue = 24.333"] ; 242 -> 243 ; 244 [label="mse = 0.0\nsamples = 2\nvalue = 24.4"] ; 243 -> 244 ; 245 [label="mse = -0.0\nsamples = 1\nvalue = 24.2"] ; 243 -> 245 ; 246 [label="mse = 0.0\nsamples = 1\nvalue = 23.8"] ; 242 -> 246 ; 247 [label="X[7] <= 5.069\nmse = 0.027\nsamples = 4\nvalue = 24.85"] ; 241 -> 247 ; 248 [label="mse = 0.0\nsamples = 2\nvalue = 25.0"] ; 247 -> 248 ; 249 [label="X[0] <= 0.203\nmse = 0.01\nsamples = 2\nvalue = 24.7"] ; 247 -> 249 ; 250 [label="mse = 0.0\nsamples = 1\nvalue = 24.6"] ; 249 -> 250 ; 251 [label="mse = 0.0\nsamples = 1\nvalue = 24.8"] ; 249 -> 251 ; 252 [label="mse = -0.0\nsamples = 1\nvalue = 23.3"] ; 240 -> 252 ; 253 [label="X[5] <= 6.196\nmse = 1.351\nsamples = 6\nvalue = 22.617"] ; 219 -> 253 ; 254 [label="X[8] <= 5.5\nmse = 0.04\nsamples = 2\nvalue = 24.1"] ; 253 -> 254 ; 255 [label="mse = 0.0\nsamples = 1\nvalue = 23.9"] ; 254 -> 255 ; 256 [label="mse = -0.0\nsamples = 1\nvalue = 24.3"] ; 254 -> 256 ; 257 [label="X[5] <= 6.431\nmse = 0.357\nsamples = 4\nvalue = 21.875"] ; 253 -> 257 ; 258 [label="X[4] <= 0.453\nmse = 0.009\nsamples = 3\nvalue = 21.533"] ; 257 -> 258 ; 259 [label="mse = 0.0\nsamples = 1\nvalue = 21.4"] ; 258 -> 259 ; 260 [label="X[12] <= 8.52\nmse = 0.0\nsamples = 2\nvalue = 21.6"] ; 258 -> 260 ; 261 [label="mse = 0.0\nsamples = 1\nvalue = 21.6"] ; 260 -> 261 ; 262 [label="mse = 0.0\nsamples = 1\nvalue = 21.6"] ; 260 -> 262 ; 263 [label="mse = -0.0\nsamples = 1\nvalue = 22.9"] ; 257 -> 263 ; 264 [label="X[0] <= 0.152\nmse = 2.042\nsamples = 4\nvalue = 25.65"] ; 218 -> 264 ; 265 [label="mse = 0.0\nsamples = 1\nvalue = 28.1"] ; 264 -> 265 ; 266 [label="X[1] <= 11.0\nmse = 0.056\nsamples = 3\nvalue = 24.833"] ; 264 -> 266 ; 267 [label="mse = 0.0\nsamples = 2\nvalue = 25.0"] ; 266 -> 267 ; 268 [label="mse = 0.0\nsamples = 1\nvalue = 24.5"] ; 266 -> 268 ; 269 [label="X[10] <= 16.85\nmse = 1.823\nsamples = 2\nvalue = 27.75"] ; 217 -> 269 ; 270 [label="mse = 0.0\nsamples = 1\nvalue = 26.4"] ; 269 -> 270 ; 271 [label="mse = 0.0\nsamples = 1\nvalue = 29.1"] ; 269 -> 271 ; 272 [label="mse = 0.0\nsamples = 1\nvalue = 16.5"] ; 166 -> 272 ; 273 [label="X[5] <= 6.404\nmse = 2.41\nsamples = 31\nvalue = 21.052"] ; 165 -> 273 ; 274 [label="X[5] <= 6.299\nmse = 2.007\nsamples = 27\nvalue = 21.356"] ; 273 -> 274 ; 275 [label="X[0] <= 4.049\nmse = 1.06\nsamples = 18\nvalue = 20.75"] ; 274 -> 275 ; 276 [label="X[5] <= 6.25\nmse = 0.685\nsamples = 16\nvalue = 20.513"] ; 275 -> 276 ; 277 [label="X[10] <= 18.1\nmse = 0.424\nsamples = 13\nvalue = 20.754"] ; 276 -> 277 ; 278 [label="X[9] <= 417.5\nmse = 0.016\nsamples = 3\nvalue = 21.367"] ; 277 -> 278 ; 279 [label="X[0] <= 0.886\nmse = 0.003\nsamples = 2\nvalue = 21.45"] ; 278 -> 279 ; 280 [label="mse = 0.0\nsamples = 1\nvalue = 21.4"] ; 279 -> 280 ; 281 [label="mse = 0.0\nsamples = 1\nvalue = 21.5"] ; 279 -> 281 ; 282 [label="mse = 0.0\nsamples = 1\nvalue = 21.2"] ; 278 -> 282 ; 283 [label="X[6] <= 86.3\nmse = 0.4\nsamples = 10\nvalue = 20.57"] ; 277 -> 283 ; 284 [label="X[1] <= 11.0\nmse = 0.224\nsamples = 8\nvalue = 20.788"] ; 283 -> 284 ; 285 [label="X[5] <= 6.168\nmse = 0.186\nsamples = 5\nvalue = 21.02"] ; 284 -> 285 ; 286 [label="X[10] <= 19.8\nmse = 0.062\nsamples = 3\nvalue = 20.733"] ; 285 -> 286 ; 287 [label="X[5] <= 6.126\nmse = 0.01\nsamples = 2\nvalue = 20.9"] ; 286 -> 287 ; 288 [label="mse = 0.0\nsamples = 1\nvalue = 21.0"] ; 287 -> 288 ; 289 [label="mse = 0.0\nsamples = 1\nvalue = 20.8"] ; 287 -> 289 ; 290 [label="mse = 0.0\nsamples = 1\nvalue = 20.4"] ; 286 -> 290 ; 291 [label="X[5] <= 6.214\nmse = 0.062\nsamples = 2\nvalue = 21.45"] ; 285 -> 291 ; 292 [label="mse = 0.0\nsamples = 1\nvalue = 21.7"] ; 291 -> 292 ; 293 [label="mse = -0.0\nsamples = 1\nvalue = 21.2"] ; 291 -> 293 ; 294 [label="X[7] <= 8.572\nmse = 0.047\nsamples = 3\nvalue = 20.4"] ; 284 -> 294 ; 295 [label="X[4] <= 0.447\nmse = 0.003\nsamples = 2\nvalue = 20.55"] ; 294 -> 295 ; 296 [label="mse = 0.0\nsamples = 1\nvalue = 20.5"] ; 295 -> 296 ; 297 [label="mse = 0.0\nsamples = 1\nvalue = 20.6"] ; 295 -> 297 ; 298 [label="mse = -0.0\nsamples = 1\nvalue = 20.1"] ; 294 -> 298 ; 299 [label="X[0] <= 0.176\nmse = 0.16\nsamples = 2\nvalue = 19.7"] ; 283 -> 299 ; 300 [label="mse = 0.0\nsamples = 1\nvalue = 20.1"] ; 299 -> 300 ; 301 [label="mse = -0.0\nsamples = 1\nvalue = 19.3"] ; 299 -> 301 ; 302 [label="X[10] <= 18.25\nmse = 0.469\nsamples = 3\nvalue = 19.467"] ; 276 -> 302 ; 303 [label="mse = 0.0\nsamples = 1\nvalue = 18.5"] ; 302 -> 303 ; 304 [label="X[7] <= 3.174\nmse = 0.002\nsamples = 2\nvalue = 19.95"] ; 302 -> 304 ; 305 [label="mse = 0.0\nsamples = 1\nvalue = 19.9"] ; 304 -> 305 ; 306 [label="mse = 0.0\nsamples = 1\nvalue = 20.0"] ; 304 -> 306 ; 307 [label="X[7] <= 2.616\nmse = 0.002\nsamples = 2\nvalue = 22.65"] ; 275 -> 307 ; 308 [label="mse = 0.0\nsamples = 1\nvalue = 22.6"] ; 307 -> 308 ; 309 [label="mse = 0.0\nsamples = 1\nvalue = 22.7"] ; 307 -> 309 ; 310 [label="X[11] <= 396.055\nmse = 1.7\nsamples = 9\nvalue = 22.567"] ; 274 -> 310 ; 311 [label="X[12] <= 11.17\nmse = 0.675\nsamples = 8\nvalue = 22.938"] ; 310 -> 311 ; 312 [label="X[5] <= 6.349\nmse = 0.31\nsamples = 5\nvalue = 23.46"] ; 311 -> 312 ; 313 [label="X[2] <= 15.085\nmse = 0.09\nsamples = 2\nvalue = 24.1"] ; 312 -> 313 ; 314 [label="mse = 0.0\nsamples = 1\nvalue = 24.4"] ; 313 -> 314 ; 315 [label="mse = -0.0\nsamples = 1\nvalue = 23.8"] ; 313 -> 315 ; 316 [label="X[12] <= 10.43\nmse = 0.002\nsamples = 3\nvalue = 23.033"] ; 312 -> 316 ; 317 [label="mse = 0.0\nsamples = 1\nvalue = 23.1"] ; 316 -> 317 ; 318 [label="X[9] <= 356.5\nmse = 0.0\nsamples = 2\nvalue = 23.0"] ; 316 -> 318 ; 319 [label="mse = 0.0\nsamples = 1\nvalue = 23.0"] ; 318 -> 319 ; 320 [label="mse = 0.0\nsamples = 1\nvalue = 23.0"] ; 318 -> 320 ; 321 [label="X[11] <= 382.045\nmse = 0.069\nsamples = 3\nvalue = 22.067"] ; 311 -> 321 ; 322 [label="X[2] <= 12.255\nmse = 0.002\nsamples = 2\nvalue = 22.25"] ; 321 -> 322 ; 323 [label="mse = 0.0\nsamples = 1\nvalue = 22.2"] ; 322 -> 323 ; 324 [label="mse = 0.0\nsamples = 1\nvalue = 22.3"] ; 322 -> 324 ; 325 [label="mse = -0.0\nsamples = 1\nvalue = 21.7"] ; 321 -> 325 ; 326 [label="mse = 0.0\nsamples = 1\nvalue = 19.6"] ; 310 -> 326 ; 327 [label="X[11] <= 391.49\nmse = 0.3\nsamples = 4\nvalue = 19.0"] ; 273 -> 327 ; 328 [label="X[4] <= 0.529\nmse = 0.01\nsamples = 2\nvalue = 18.5"] ; 327 -> 328 ; 329 [label="mse = 0.0\nsamples = 1\nvalue = 18.6"] ; 328 -> 329 ; 330 [label="mse = 0.0\nsamples = 1\nvalue = 18.4"] ; 328 -> 330 ; 331 [label="X[6] <= 98.0\nmse = 0.09\nsamples = 2\nvalue = 19.5"] ; 327 -> 331 ; 332 [label="mse = 0.0\nsamples = 1\nvalue = 19.8"] ; 331 -> 332 ; 333 [label="mse = 0.0\nsamples = 1\nvalue = 19.2"] ; 331 -> 333 ; 334 [label="X[12] <= 6.93\nmse = 9.489\nsamples = 38\nvalue = 27.071"] ; 4 -> 334 ; 335 [label="X[4] <= 0.524\nmse = 8.003\nsamples = 21\nvalue = 28.371"] ; 334 -> 335 ; 336 [label="X[2] <= 2.015\nmse = 5.932\nsamples = 19\nvalue = 28.895"] ; 335 -> 336 ; 337 [label="X[4] <= 0.423\nmse = 0.04\nsamples = 2\nvalue = 24.3"] ; 336 -> 337 ; 338 [label="mse = 0.0\nsamples = 1\nvalue = 24.1"] ; 337 -> 338 ; 339 [label="mse = -0.0\nsamples = 1\nvalue = 24.5"] ; 337 -> 339 ; 340 [label="X[10] <= 17.85\nmse = 3.849\nsamples = 17\nvalue = 29.435"] ; 336 -> 340 ; 341 [label="X[10] <= 17.2\nmse = 1.821\nsamples = 10\nvalue = 30.59"] ; 340 -> 341 ; 342 [label="X[6] <= 38.6\nmse = 1.056\nsamples = 7\nvalue = 29.929"] ; 341 -> 342 ; 343 [label="X[8] <= 4.5\nmse = 0.398\nsamples = 6\nvalue = 29.583"] ; 342 -> 343 ; 344 [label="X[9] <= 277.0\nmse = 0.062\nsamples = 2\nvalue = 28.85"] ; 343 -> 344 ; 345 [label="mse = 0.0\nsamples = 1\nvalue = 29.1"] ; 344 -> 345 ; 346 [label="mse = -0.0\nsamples = 1\nvalue = 28.6"] ; 344 -> 346 ; 347 [label="X[7] <= 5.523\nmse = 0.162\nsamples = 4\nvalue = 29.95"] ; 343 -> 347 ; 348 [label="X[1] <= 22.5\nmse = 0.04\nsamples = 2\nvalue = 29.6"] ; 347 -> 348 ; 349 [label="mse = 0.0\nsamples = 1\nvalue = 29.4"] ; 348 -> 349 ; 350 [label="mse = -0.0\nsamples = 1\nvalue = 29.8"] ; 348 -> 350 ; 351 [label="X[2] <= 2.73\nmse = 0.04\nsamples = 2\nvalue = 30.3"] ; 347 -> 351 ; 352 [label="mse = 0.0\nsamples = 1\nvalue = 30.1"] ; 351 -> 352 ; 353 [label="mse = 0.0\nsamples = 1\nvalue = 30.5"] ; 351 -> 353 ; 354 [label="mse = 0.0\nsamples = 1\nvalue = 32.0"] ; 342 -> 354 ; 355 [label="X[9] <= 280.5\nmse = 0.202\nsamples = 3\nvalue = 32.133"] ; 341 -> 355 ; 356 [label="X[2] <= 4.435\nmse = 0.002\nsamples = 2\nvalue = 32.45"] ; 355 -> 356 ; 357 [label="mse = 0.0\nsamples = 1\nvalue = 32.5"] ; 356 -> 357 ; 358 [label="mse = -0.0\nsamples = 1\nvalue = 32.4"] ; 356 -> 358 ; 359 [label="mse = 0.0\nsamples = 1\nvalue = 31.5"] ; 355 -> 359 ; 360 [label="X[0] <= 0.032\nmse = 2.121\nsamples = 7\nvalue = 27.786"] ; 340 -> 360 ; 361 [label="mse = 0.0\nsamples = 1\nvalue = 30.8"] ; 360 -> 361 ; 362 [label="X[2] <= 5.405\nmse = 0.708\nsamples = 6\nvalue = 27.283"] ; 360 -> 362 ; 363 [label="X[4] <= 0.447\nmse = 0.457\nsamples = 4\nvalue = 27.725"] ; 362 -> 363 ; 364 [label="X[6] <= 45.65\nmse = 0.047\nsamples = 3\nvalue = 28.1"] ; 363 -> 364 ; 365 [label="X[0] <= 0.039\nmse = 0.002\nsamples = 2\nvalue = 27.95"] ; 364 -> 365 ; 366 [label="mse = 0.0\nsamples = 1\nvalue = 27.9"] ; 365 -> 366 ; 367 [label="mse = -0.0\nsamples = 1\nvalue = 28.0"] ; 365 -> 367 ; 368 [label="mse = 0.0\nsamples = 1\nvalue = 28.4"] ; 364 -> 368 ; 369 [label="mse = 0.0\nsamples = 1\nvalue = 26.6"] ; 363 -> 369 ; 370 [label="X[6] <= 10.2\nmse = 0.04\nsamples = 2\nvalue = 26.4"] ; 362 -> 370 ; 371 [label="mse = 0.0\nsamples = 1\nvalue = 26.6"] ; 370 -> 371 ; 372 [label="mse = 0.0\nsamples = 1\nvalue = 26.2"] ; 370 -> 372 ; 373 [label="X[1] <= 9.0\nmse = 0.36\nsamples = 2\nvalue = 23.4"] ; 335 -> 373 ; 374 [label="mse = 0.0\nsamples = 1\nvalue = 22.8"] ; 373 -> 374 ; 375 [label="mse = 0.0\nsamples = 1\nvalue = 24.0"] ; 373 -> 375 ; 376 [label="X[7] <= 3.9\nmse = 6.655\nsamples = 17\nvalue = 25.465"] ; 334 -> 376 ; 377 [label="X[10] <= 17.6\nmse = 5.845\nsamples = 8\nvalue = 27.1"] ; 376 -> 377 ; 378 [label="X[12] <= 7.825\nmse = 0.362\nsamples = 3\nvalue = 29.267"] ; 377 -> 378 ; 379 [label="mse = 0.0\nsamples = 1\nvalue = 30.1"] ; 378 -> 379 ; 380 [label="X[11] <= 376.49\nmse = 0.022\nsamples = 2\nvalue = 28.85"] ; 378 -> 380 ; 381 [label="mse = 0.0\nsamples = 1\nvalue = 29.0"] ; 380 -> 381 ; 382 [label="mse = -0.0\nsamples = 1\nvalue = 28.7"] ; 380 -> 382 ; 383 [label="X[6] <= 80.75\nmse = 4.628\nsamples = 5\nvalue = 25.8"] ; 377 -> 383 ; 384 [label="X[12] <= 8.3\nmse = 0.602\nsamples = 3\nvalue = 27.467"] ; 383 -> 384 ; 385 [label="mse = 0.0\nsamples = 1\nvalue = 26.5"] ; 384 -> 385 ; 386 [label="X[8] <= 6.0\nmse = 0.202\nsamples = 2\nvalue = 27.95"] ; 384 -> 386 ; 387 [label="mse = 0.0\nsamples = 1\nvalue = 27.5"] ; 386 -> 387 ; 388 [label="mse = 0.0\nsamples = 1\nvalue = 28.4"] ; 386 -> 388 ; 389 [label="X[9] <= 368.0\nmse = 0.25\nsamples = 2\nvalue = 23.3"] ; 383 -> 389 ; 390 [label="mse = 0.0\nsamples = 1\nvalue = 23.8"] ; 389 -> 390 ; 391 [label="mse = 0.0\nsamples = 1\nvalue = 22.8"] ; 389 -> 391 ; 392 [label="X[2] <= 11.03\nmse = 2.885\nsamples = 9\nvalue = 24.011"] ; 376 -> 392 ; 393 [label="X[12] <= 10.76\nmse = 1.904\nsamples = 8\nvalue = 23.625"] ; 392 -> 393 ; 394 [label="X[10] <= 16.35\nmse = 1.051\nsamples = 7\nvalue = 24.0"] ; 393 -> 394 ; 395 [label="mse = 0.0\nsamples = 1\nvalue = 22.0"] ; 394 -> 395 ; 396 [label="X[2] <= 5.03\nmse = 0.449\nsamples = 6\nvalue = 24.333"] ; 394 -> 396 ; 397 [label="X[10] <= 17.1\nmse = 0.08\nsamples = 3\nvalue = 23.7"] ; 396 -> 397 ; 398 [label="mse = 0.0\nsamples = 1\nvalue = 23.3"] ; 397 -> 398 ; 399 [label="X[6] <= 63.4\nmse = 0.0\nsamples = 2\nvalue = 23.9"] ; 397 -> 399 ; 400 [label="mse = 0.0\nsamples = 1\nvalue = 23.9"] ; 399 -> 400 ; 401 [label="mse = 0.0\nsamples = 1\nvalue = 23.9"] ; 399 -> 401 ; 402 [label="X[6] <= 33.15\nmse = 0.016\nsamples = 3\nvalue = 24.967"] ; 396 -> 402 ; 403 [label="mse = 0.0\nsamples = 1\nvalue = 24.8"] ; 402 -> 403 ; 404 [label="X[1] <= 12.5\nmse = 0.002\nsamples = 2\nvalue = 25.05"] ; 402 -> 404 ; 405 [label="mse = 0.0\nsamples = 1\nvalue = 25.1"] ; 404 -> 405 ; 406 [label="mse = 0.0\nsamples = 1\nvalue = 25.0"] ; 404 -> 406 ; 407 [label="mse = -0.0\nsamples = 1\nvalue = 21.0"] ; 393 -> 407 ; 408 [label="mse = 0.0\nsamples = 1\nvalue = 27.1"] ; 392 -> 408 ; 409 [label="X[0] <= 0.812\nmse = 17.14\nsamples = 100\nvalue = 16.015"] ; 1 -> 409 ; 410 [label="X[0] <= 0.147\nmse = 7.681\nsamples = 48\nvalue = 18.948"] ; 409 -> 410 ; 411 [label="X[5] <= 6.013\nmse = 5.884\nsamples = 12\nvalue = 21.25"] ; 410 -> 411 ; 412 [label="X[10] <= 17.2\nmse = 1.836\nsamples = 10\nvalue = 20.35"] ; 411 -> 412 ; 413 [label="X[2] <= 5.96\nmse = 0.987\nsamples = 4\nvalue = 21.65"] ; 412 -> 413 ; 414 [label="mse = 0.0\nsamples = 1\nvalue = 23.1"] ; 413 -> 414 ; 415 [label="X[7] <= 5.885\nmse = 0.382\nsamples = 3\nvalue = 21.167"] ; 413 -> 415 ; 416 [label="X[9] <= 293.5\nmse = 0.01\nsamples = 2\nvalue = 21.6"] ; 415 -> 416 ; 417 [label="mse = 0.0\nsamples = 1\nvalue = 21.5"] ; 416 -> 417 ; 418 [label="mse = -0.0\nsamples = 1\nvalue = 21.7"] ; 416 -> 418 ; 419 [label="mse = 0.0\nsamples = 1\nvalue = 20.3"] ; 415 -> 419 ; 420 [label="X[11] <= 378.735\nmse = 0.525\nsamples = 6\nvalue = 19.483"] ; 412 -> 420 ; 421 [label="X[2] <= 17.83\nmse = 0.002\nsamples = 2\nvalue = 20.45"] ; 420 -> 421 ; 422 [label="mse = 0.0\nsamples = 1\nvalue = 20.4"] ; 421 -> 422 ; 423 [label="mse = 0.0\nsamples = 1\nvalue = 20.5"] ; 421 -> 423 ; 424 [label="X[0] <= 0.128\nmse = 0.085\nsamples = 4\nvalue = 19.0"] ; 420 -> 424 ; 425 [label="X[10] <= 20.1\nmse = 0.002\nsamples = 3\nvalue = 18.833"] ; 424 -> 425 ; 426 [label="mse = 0.0\nsamples = 2\nvalue = 18.8"] ; 425 -> 426 ; 427 [label="mse = 0.0\nsamples = 1\nvalue = 18.9"] ; 425 -> 427 ; 428 [label="mse = 0.0\nsamples = 1\nvalue = 19.5"] ; 424 -> 428 ; 429 [label="X[12] <= 16.905\nmse = 1.822\nsamples = 2\nvalue = 25.75"] ; 411 -> 429 ; 430 [label="mse = 0.0\nsamples = 1\nvalue = 24.4"] ; 429 -> 430 ; 431 [label="mse = 0.0\nsamples = 1\nvalue = 27.1"] ; 429 -> 431 ; 432 [label="X[6] <= 92.75\nmse = 5.924\nsamples = 36\nvalue = 18.181"] ; 410 -> 432 ; 433 [label="X[2] <= 10.3\nmse = 4.117\nsamples = 18\nvalue = 19.722"] ; 432 -> 433 ; 434 [label="X[11] <= 393.99\nmse = 1.927\nsamples = 12\nvalue = 18.667"] ; 433 -> 434 ; 435 [label="X[8] <= 4.5\nmse = 0.913\nsamples = 8\nvalue = 17.95"] ; 434 -> 435 ; 436 [label="X[6] <= 84.35\nmse = 0.287\nsamples = 4\nvalue = 17.125"] ; 435 -> 436 ; 437 [label="X[2] <= 9.02\nmse = 0.023\nsamples = 2\nvalue = 17.65"] ; 436 -> 437 ; 438 [label="mse = 0.0\nsamples = 1\nvalue = 17.5"] ; 437 -> 438 ; 439 [label="mse = 0.0\nsamples = 1\nvalue = 17.8"] ; 437 -> 439 ; 440 [label="mse = -0.0\nsamples = 2\nvalue = 16.6"] ; 436 -> 440 ; 441 [label="X[5] <= 5.966\nmse = 0.177\nsamples = 4\nvalue = 18.775"] ; 435 -> 441 ; 442 [label="X[6] <= 79.2\nmse = 0.01\nsamples = 2\nvalue = 18.4"] ; 441 -> 442 ; 443 [label="mse = 0.0\nsamples = 1\nvalue = 18.5"] ; 442 -> 443 ; 444 [label="mse = 0.0\nsamples = 1\nvalue = 18.3"] ; 442 -> 444 ; 445 [label="X[1] <= 6.25\nmse = 0.062\nsamples = 2\nvalue = 19.15"] ; 441 -> 445 ; 446 [label="mse = 0.0\nsamples = 1\nvalue = 19.4"] ; 445 -> 446 ; 447 [label="mse = 0.0\nsamples = 1\nvalue = 18.9"] ; 445 -> 447 ; 448 [label="X[0] <= 0.326\nmse = 0.875\nsamples = 4\nvalue = 20.1"] ; 434 -> 448 ; 449 [label="X[12] <= 16.07\nmse = 0.029\nsamples = 3\nvalue = 19.567"] ; 448 -> 449 ; 450 [label="mse = 0.0\nsamples = 1\nvalue = 19.8"] ; 449 -> 450 ; 451 [label="X[7] <= 4.149\nmse = 0.002\nsamples = 2\nvalue = 19.45"] ; 449 -> 451 ; 452 [label="mse = 0.0\nsamples = 1\nvalue = 19.5"] ; 451 -> 452 ; 453 [label="mse = -0.0\nsamples = 1\nvalue = 19.4"] ; 451 -> 453 ; 454 [label="mse = 0.0\nsamples = 1\nvalue = 21.7"] ; 448 -> 454 ; 455 [label="X[5] <= 5.408\nmse = 1.812\nsamples = 6\nvalue = 21.833"] ; 433 -> 455 ; 456 [label="mse = 0.0\nsamples = 1\nvalue = 19.3"] ; 455 -> 456 ; 457 [label="X[0] <= 0.271\nmse = 0.634\nsamples = 5\nvalue = 22.34"] ; 455 -> 457 ; 458 [label="X[6] <= 80.55\nmse = 0.215\nsamples = 4\nvalue = 22.0"] ; 457 -> 458 ; 459 [label="X[5] <= 5.795\nmse = 0.003\nsamples = 2\nvalue = 22.45"] ; 458 -> 459 ; 460 [label="mse = 0.0\nsamples = 1\nvalue = 22.5"] ; 459 -> 460 ; 461 [label="mse = 0.0\nsamples = 1\nvalue = 22.4"] ; 459 -> 461 ; 462 [label="X[5] <= 5.973\nmse = 0.022\nsamples = 2\nvalue = 21.55"] ; 458 -> 462 ; 463 [label="mse = 0.0\nsamples = 1\nvalue = 21.7"] ; 462 -> 463 ; 464 [label="mse = 0.0\nsamples = 1\nvalue = 21.4"] ; 462 -> 464 ; 465 [label="mse = -0.0\nsamples = 1\nvalue = 23.7"] ; 457 -> 465 ; 466 [label="X[7] <= 1.669\nmse = 2.978\nsamples = 18\nvalue = 16.639"] ; 432 -> 466 ; 467 [label="X[7] <= 1.64\nmse = 0.122\nsamples = 2\nvalue = 13.65"] ; 466 -> 467 ; 468 [label="mse = 0.0\nsamples = 1\nvalue = 14.0"] ; 467 -> 468 ; 469 [label="mse = -0.0\nsamples = 1\nvalue = 13.3"] ; 467 -> 469 ; 470 [label="X[7] <= 4.137\nmse = 2.079\nsamples = 16\nvalue = 17.012"] ; 466 -> 470 ; 471 [label="X[7] <= 2.039\nmse = 1.264\nsamples = 11\nvalue = 17.7"] ; 470 -> 471 ; 472 [label="X[5] <= 5.774\nmse = 0.599\nsamples = 7\nvalue = 17.071"] ; 471 -> 472 ; 473 [label="X[5] <= 5.653\nmse = 0.062\nsamples = 2\nvalue = 15.95"] ; 472 -> 473 ; 474 [label="mse = 0.0\nsamples = 1\nvalue = 15.7"] ; 473 -> 474 ; 475 [label="mse = -0.0\nsamples = 1\nvalue = 16.2"] ; 473 -> 475 ; 476 [label="X[11] <= 395.49\nmse = 0.11\nsamples = 5\nvalue = 17.52"] ; 472 -> 476 ; 477 [label="X[11] <= 386.165\nmse = 0.016\nsamples = 3\nvalue = 17.267"] ; 476 -> 477 ; 478 [label="X[11] <= 374.28\nmse = 0.002\nsamples = 2\nvalue = 17.35"] ; 477 -> 478 ; 479 [label="mse = 0.0\nsamples = 1\nvalue = 17.3"] ; 478 -> 479 ; 480 [label="mse = -0.0\nsamples = 1\nvalue = 17.4"] ; 478 -> 480 ; 481 [label="mse = 0.0\nsamples = 1\nvalue = 17.1"] ; 477 -> 481 ; 482 [label="X[12] <= 16.925\nmse = 0.01\nsamples = 2\nvalue = 17.9"] ; 476 -> 482 ; 483 [label="mse = 0.0\nsamples = 1\nvalue = 18.0"] ; 482 -> 483 ; 484 [label="mse = 0.0\nsamples = 1\nvalue = 17.8"] ; 482 -> 484 ; 485 [label="X[9] <= 354.5\nmse = 0.525\nsamples = 4\nvalue = 18.8"] ; 471 -> 485 ; 486 [label="mse = 0.0\nsamples = 1\nvalue = 20.0"] ; 485 -> 486 ; 487 [label="X[2] <= 15.95\nmse = 0.06\nsamples = 3\nvalue = 18.4"] ; 485 -> 487 ; 488 [label="mse = 0.0\nsamples = 1\nvalue = 18.7"] ; 487 -> 488 ; 489 [label="X[5] <= 6.079\nmse = 0.023\nsamples = 2\nvalue = 18.25"] ; 487 -> 489 ; 490 [label="mse = 0.0\nsamples = 1\nvalue = 18.4"] ; 489 -> 490 ; 491 [label="mse = 0.0\nsamples = 1\nvalue = 18.1"] ; 489 -> 491 ; 492 [label="X[0] <= 0.218\nmse = 0.544\nsamples = 5\nvalue = 15.5"] ; 470 -> 492 ; 493 [label="X[6] <= 96.7\nmse = 0.062\nsamples = 2\nvalue = 16.25"] ; 492 -> 493 ; 494 [label="mse = 0.0\nsamples = 1\nvalue = 16.0"] ; 493 -> 494 ; 495 [label="mse = 0.0\nsamples = 1\nvalue = 16.5"] ; 493 -> 495 ; 496 [label="X[9] <= 270.0\nmse = 0.24\nsamples = 3\nvalue = 15.0"] ; 492 -> 496 ; 497 [label="mse = 0.0\nsamples = 1\nvalue = 14.4"] ; 496 -> 497 ; 498 [label="X[7] <= 5.373\nmse = 0.09\nsamples = 2\nvalue = 15.3"] ; 496 -> 498 ; 499 [label="mse = 0.0\nsamples = 1\nvalue = 15.6"] ; 498 -> 499 ; 500 [label="mse = -0.0\nsamples = 1\nvalue = 15.0"] ; 498 -> 500 ; 501 [label="X[0] <= 7.317\nmse = 10.603\nsamples = 52\nvalue = 13.308"] ; 409 -> 501 ; 502 [label="X[12] <= 15.965\nmse = 5.239\nsamples = 29\nvalue = 15.066"] ; 501 -> 502 ; 503 [label="X[5] <= 5.756\nmse = 1.526\nsamples = 5\nvalue = 17.24"] ; 502 -> 503 ; 504 [label="mse = 0.0\nsamples = 1\nvalue = 19.4"] ; 503 -> 504 ; 505 [label="X[5] <= 6.141\nmse = 0.45\nsamples = 4\nvalue = 16.7"] ; 503 -> 505 ; 506 [label="X[7] <= 2.165\nmse = 0.062\nsamples = 3\nvalue = 17.067"] ; 505 -> 506 ; 507 [label="X[4] <= 0.82\nmse = 0.01\nsamples = 2\nvalue = 16.9"] ; 506 -> 507 ; 508 [label="mse = 0.0\nsamples = 1\nvalue = 16.8"] ; 507 -> 508 ; 509 [label="mse = 0.0\nsamples = 1\nvalue = 17.0"] ; 507 -> 509 ; 510 [label="mse = 0.0\nsamples = 1\nvalue = 17.4"] ; 506 -> 510 ; 511 [label="mse = -0.0\nsamples = 1\nvalue = 15.6"] ; 505 -> 511 ; 512 [label="X[6] <= 84.1\nmse = 4.822\nsamples = 24\nvalue = 14.612"] ; 502 -> 512 ; 513 [label="X[2] <= 13.12\nmse = 25.0\nsamples = 2\nvalue = 18.2"] ; 512 -> 513 ; 514 [label="mse = 0.0\nsamples = 1\nvalue = 13.2"] ; 513 -> 514 ; 515 [label="mse = 0.0\nsamples = 1\nvalue = 23.2"] ; 513 -> 515 ; 516 [label="X[5] <= 4.914\nmse = 1.711\nsamples = 22\nvalue = 14.286"] ; 512 -> 516 ; 517 [label="mse = 0.0\nsamples = 1\nvalue = 11.8"] ; 516 -> 517 ; 518 [label="X[7] <= 1.603\nmse = 1.484\nsamples = 21\nvalue = 14.405"] ; 516 -> 518 ; 519 [label="X[6] <= 94.35\nmse = 1.649\nsamples = 8\nvalue = 15.075"] ; 518 -> 519 ; 520 [label="mse = 0.0\nsamples = 1\nvalue = 17.8"] ; 519 -> 520 ; 521 [label="X[12] <= 26.62\nmse = 0.673\nsamples = 7\nvalue = 14.686"] ; 519 -> 521 ; 522 [label="X[6] <= 97.45\nmse = 0.009\nsamples = 3\nvalue = 15.533"] ; 521 -> 522 ; 523 [label="mse = 0.0\nsamples = 1\nvalue = 15.4"] ; 522 -> 523 ; 524 [label="mse = -0.0\nsamples = 2\nvalue = 15.6"] ; 522 -> 524 ; 525 [label="X[5] <= 5.211\nmse = 0.227\nsamples = 4\nvalue = 14.05"] ; 521 -> 525 ; 526 [label="X[0] <= 1.999\nmse = 0.01\nsamples = 2\nvalue = 14.5"] ; 525 -> 526 ; 527 [label="mse = 0.0\nsamples = 1\nvalue = 14.4"] ; 526 -> 527 ; 528 [label="mse = -0.0\nsamples = 1\nvalue = 14.6"] ; 526 -> 528 ; 529 [label="X[3] <= 0.5\nmse = 0.04\nsamples = 2\nvalue = 13.6"] ; 525 -> 529 ; 530 [label="mse = 0.0\nsamples = 1\nvalue = 13.8"] ; 529 -> 530 ; 531 [label="mse = -0.0\nsamples = 1\nvalue = 13.4"] ; 529 -> 531 ; 532 [label="X[7] <= 1.831\nmse = 0.936\nsamples = 13\nvalue = 13.992"] ; 518 -> 532 ; 533 [label="X[10] <= 17.45\nmse = 0.09\nsamples = 2\nvalue = 12.8"] ; 532 -> 533 ; 534 [label="mse = 0.0\nsamples = 1\nvalue = 13.1"] ; 533 -> 534 ; 535 [label="mse = -0.0\nsamples = 1\nvalue = 12.5"] ; 533 -> 535 ; 536 [label="X[12] <= 20.11\nmse = 0.784\nsamples = 11\nvalue = 14.209"] ; 532 -> 536 ; 537 [label="X[5] <= 5.707\nmse = 0.56\nsamples = 8\nvalue = 14.562"] ; 536 -> 537 ; 538 [label="X[12] <= 18.345\nmse = 0.249\nsamples = 3\nvalue = 13.767"] ; 537 -> 538 ; 539 [label="X[9] <= 372.0\nmse = 0.04\nsamples = 2\nvalue = 14.1"] ; 538 -> 539 ; 540 [label="mse = 0.0\nsamples = 1\nvalue = 13.9"] ; 539 -> 540 ; 541 [label="mse = -0.0\nsamples = 1\nvalue = 14.3"] ; 539 -> 541 ; 542 [label="mse = -0.0\nsamples = 1\nvalue = 13.1"] ; 538 -> 542 ; 543 [label="X[7] <= 4.036\nmse = 0.138\nsamples = 5\nvalue = 15.04"] ; 537 -> 543 ; 544 [label="X[2] <= 19.995\nmse = 0.047\nsamples = 3\nvalue = 15.3"] ; 543 -> 544 ; 545 [label="X[7] <= 2.952\nmse = 0.003\nsamples = 2\nvalue = 15.15"] ; 544 -> 545 ; 546 [label="mse = 0.0\nsamples = 1\nvalue = 15.1"] ; 545 -> 546 ; 547 [label="mse = 0.0\nsamples = 1\nvalue = 15.2"] ; 545 -> 547 ; 548 [label="mse = -0.0\nsamples = 1\nvalue = 15.6"] ; 544 -> 548 ; 549 [label="X[6] <= 94.4\nmse = 0.023\nsamples = 2\nvalue = 14.65"] ; 543 -> 549 ; 550 [label="mse = 0.0\nsamples = 1\nvalue = 14.8"] ; 549 -> 550 ; 551 [label="mse = 0.0\nsamples = 1\nvalue = 14.5"] ; 549 -> 551 ; 552 [label="X[7] <= 4.015\nmse = 0.162\nsamples = 3\nvalue = 13.267"] ; 536 -> 552 ; 553 [label="X[0] <= 1.432\nmse = 0.003\nsamples = 2\nvalue = 13.55"] ; 552 -> 553 ; 554 [label="mse = 0.0\nsamples = 1\nvalue = 13.6"] ; 553 -> 554 ; 555 [label="mse = -0.0\nsamples = 1\nvalue = 13.5"] ; 553 -> 555 ; 556 [label="mse = 0.0\nsamples = 1\nvalue = 12.7"] ; 552 -> 556 ; 557 [label="X[5] <= 5.87\nmse = 8.557\nsamples = 23\nvalue = 11.091"] ; 501 -> 557 ; 558 [label="X[7] <= 1.3\nmse = 6.749\nsamples = 14\nvalue = 9.736"] ; 557 -> 558 ; 559 [label="mse = 0.0\nsamples = 2\nvalue = 13.8"] ; 558 -> 559 ; 560 [label="X[12] <= 29.125\nmse = 4.662\nsamples = 12\nvalue = 9.058"] ; 558 -> 560 ; 561 [label="X[0] <= 7.832\nmse = 1.569\nsamples = 6\nvalue = 10.633"] ; 560 -> 561 ; 562 [label="mse = 0.0\nsamples = 1\nvalue = 8.5"] ; 561 -> 562 ; 563 [label="X[12] <= 25.12\nmse = 0.79\nsamples = 5\nvalue = 11.06"] ; 561 -> 563 ; 564 [label="X[7] <= 1.557\nmse = 0.187\nsamples = 3\nvalue = 11.7"] ; 563 -> 564 ; 565 [label="mse = 0.0\nsamples = 1\nvalue = 12.3"] ; 564 -> 565 ; 566 [label="X[6] <= 99.45\nmse = 0.01\nsamples = 2\nvalue = 11.4"] ; 564 -> 566 ; 567 [label="mse = 0.0\nsamples = 1\nvalue = 11.5"] ; 566 -> 567 ; 568 [label="mse = -0.0\nsamples = 1\nvalue = 11.3"] ; 566 -> 568 ; 569 [label="X[5] <= 4.844\nmse = 0.16\nsamples = 2\nvalue = 10.1"] ; 563 -> 569 ; 570 [label="mse = 0.0\nsamples = 1\nvalue = 10.5"] ; 569 -> 570 ; 571 [label="mse = -0.0\nsamples = 1\nvalue = 9.7"] ; 569 -> 571 ; 572 [label="X[5] <= 4.94\nmse = 2.795\nsamples = 6\nvalue = 7.483"] ; 560 -> 572 ; 573 [label="X[12] <= 30.625\nmse = 0.49\nsamples = 2\nvalue = 9.5"] ; 572 -> 573 ; 574 [label="mse = 0.0\nsamples = 1\nvalue = 10.2"] ; 573 -> 574 ; 575 [label="mse = 0.0\nsamples = 1\nvalue = 8.8"] ; 573 -> 575 ; 576 [label="X[6] <= 99.05\nmse = 0.897\nsamples = 4\nvalue = 6.475"] ; 572 -> 576 ; 577 [label="X[6] <= 83.65\nmse = 0.229\nsamples = 3\nvalue = 6.967"] ; 576 -> 577 ; 578 [label="mse = 0.0\nsamples = 1\nvalue = 6.3"] ; 577 -> 578 ; 579 [label="X[0] <= 19.704\nmse = 0.01\nsamples = 2\nvalue = 7.3"] ; 577 -> 579 ; 580 [label="mse = 0.0\nsamples = 1\nvalue = 7.2"] ; 579 -> 580 ; 581 [label="mse = -0.0\nsamples = 1\nvalue = 7.4"] ; 579 -> 581 ; 582 [label="mse = 0.0\nsamples = 1\nvalue = 5.0"] ; 576 -> 582 ; 583 [label="X[7] <= 1.957\nmse = 4.064\nsamples = 9\nvalue = 13.2"] ; 557 -> 583 ; 584 [label="X[6] <= 98.95\nmse = 1.597\nsamples = 8\nvalue = 12.625"] ; 583 -> 584 ; 585 [label="X[6] <= 94.0\nmse = 0.175\nsamples = 6\nvalue = 13.317"] ; 584 -> 585 ; 586 [label="X[6] <= 92.95\nmse = 0.002\nsamples = 2\nvalue = 13.85"] ; 585 -> 586 ; 587 [label="mse = 0.0\nsamples = 1\nvalue = 13.8"] ; 586 -> 587 ; 588 [label="mse = -0.0\nsamples = 1\nvalue = 13.9"] ; 586 -> 588 ; 589 [label="X[6] <= 95.45\nmse = 0.047\nsamples = 4\nvalue = 13.05"] ; 585 -> 589 ; 590 [label="mse = 0.0\nsamples = 1\nvalue = 12.7"] ; 589 -> 590 ; 591 [label="X[5] <= 6.633\nmse = 0.009\nsamples = 3\nvalue = 13.167"] ; 589 -> 591 ; 592 [label="mse = 0.0\nsamples = 2\nvalue = 13.1"] ; 591 -> 592 ; 593 [label="mse = 0.0\nsamples = 1\nvalue = 13.3"] ; 591 -> 593 ; 594 [label="X[12] <= 21.43\nmse = 0.122\nsamples = 2\nvalue = 10.55"] ; 584 -> 594 ; 595 [label="mse = 0.0\nsamples = 1\nvalue = 10.9"] ; 594 -> 595 ; 596 [label="mse = -0.0\nsamples = 1\nvalue = 10.2"] ; 594 -> 596 ; 597 [label="mse = 0.0\nsamples = 1\nvalue = 17.8"] ; 583 -> 597 ; 598 [label="X[5] <= 7.437\nmse = 72.946\nsamples = 86\nvalue = 36.573"] ; 0 -> 598 [labeldistance=2.5, labelangle=-45, headlabel="False"] ; 599 [label="X[0] <= 13.074\nmse = 32.634\nsamples = 56\nvalue = 32.007"] ; 598 -> 599 ; 600 [label="X[7] <= 1.886\nmse = 19.329\nsamples = 54\nvalue = 32.722"] ; 599 -> 600 ; 601 [label="X[9] <= 534.5\nmse = 18.923\nsamples = 2\nvalue = 45.65"] ; 600 -> 601 ; 602 [label="mse = 0.0\nsamples = 1\nvalue = 41.3"] ; 601 -> 602 ; 603 [label="mse = 0.0\nsamples = 1\nvalue = 50.0"] ; 601 -> 603 ; 604 [label="X[5] <= 7.121\nmse = 12.67\nsamples = 52\nvalue = 32.225"] ; 600 -> 604 ; 605 [label="X[12] <= 5.3\nmse = 13.741\nsamples = 30\nvalue = 30.713"] ; 604 -> 605 ; 606 [label="X[12] <= 5.035\nmse = 6.799\nsamples = 16\nvalue = 32.944"] ; 605 -> 606 ; 607 [label="X[10] <= 18.9\nmse = 4.948\nsamples = 14\nvalue = 32.35"] ; 606 -> 607 ; 608 [label="X[4] <= 0.402\nmse = 3.605\nsamples = 12\nvalue = 32.9"] ; 607 -> 608 ; 609 [label="X[8] <= 3.0\nmse = 1.102\nsamples = 2\nvalue = 30.05"] ; 608 -> 609 ; 610 [label="mse = 0.0\nsamples = 1\nvalue = 31.1"] ; 609 -> 610 ; 611 [label="mse = 0.0\nsamples = 1\nvalue = 29.0"] ; 609 -> 611 ; 612 [label="X[0] <= 0.031\nmse = 2.156\nsamples = 10\nvalue = 33.47"] ; 608 -> 612 ; 613 [label="X[9] <= 313.0\nmse = 0.04\nsamples = 2\nvalue = 31.4"] ; 612 -> 613 ; 614 [label="mse = 0.0\nsamples = 1\nvalue = 31.6"] ; 613 -> 614 ; 615 [label="mse = 0.0\nsamples = 1\nvalue = 31.2"] ; 613 -> 615 ; 616 [label="X[2] <= 4.71\nmse = 1.346\nsamples = 8\nvalue = 33.988"] ; 612 -> 616 ; 617 [label="X[6] <= 41.5\nmse = 0.482\nsamples = 5\nvalue = 34.74"] ; 616 -> 617 ; 618 [label="X[11] <= 393.925\nmse = 0.042\nsamples = 4\nvalue = 35.075"] ; 617 -> 618 ; 619 [label="mse = 0.0\nsamples = 1\nvalue = 35.4"] ; 618 -> 619 ; 620 [label="X[1] <= 47.5\nmse = 0.009\nsamples = 3\nvalue = 34.967"] ; 618 -> 620 ; 621 [label="mse = 0.0\nsamples = 1\nvalue = 35.1"] ; 620 -> 621 ; 622 [label="mse = -0.0\nsamples = 2\nvalue = 34.9"] ; 620 -> 622 ; 623 [label="mse = 0.0\nsamples = 1\nvalue = 33.4"] ; 617 -> 623 ; 624 [label="X[12] <= 3.57\nmse = 0.269\nsamples = 3\nvalue = 32.733"] ; 616 -> 624 ; 625 [label="mse = 0.0\nsamples = 1\nvalue = 32.0"] ; 624 -> 625 ; 626 [label="X[9] <= 291.5\nmse = 0.0\nsamples = 2\nvalue = 33.1"] ; 624 -> 626 ; 627 [label="mse = 0.0\nsamples = 1\nvalue = 33.1"] ; 626 -> 627 ; 628 [label="mse = 0.0\nsamples = 1\nvalue = 33.1"] ; 626 -> 628 ; 629 [label="X[9] <= 287.5\nmse = 0.302\nsamples = 2\nvalue = 29.05"] ; 607 -> 629 ; 630 [label="mse = 0.0\nsamples = 1\nvalue = 28.5"] ; 629 -> 630 ; 631 [label="mse = 0.0\nsamples = 1\nvalue = 29.6"] ; 629 -> 631 ; 632 [label="X[0] <= 0.074\nmse = 0.01\nsamples = 2\nvalue = 37.1"] ; 606 -> 632 ; 633 [label="mse = 0.0\nsamples = 1\nvalue = 37.2"] ; 632 -> 633 ; 634 [label="mse = 0.0\nsamples = 1\nvalue = 37.0"] ; 632 -> 634 ; 635 [label="X[5] <= 7.01\nmse = 9.492\nsamples = 14\nvalue = 28.164"] ; 605 -> 635 ; 636 [label="X[7] <= 3.347\nmse = 6.658\nsamples = 9\nvalue = 26.6"] ; 635 -> 636 ; 637 [label="X[12] <= 7.225\nmse = 1.77\nsamples = 5\nvalue = 28.48"] ; 636 -> 637 ; 638 [label="X[7] <= 2.463\nmse = 0.01\nsamples = 2\nvalue = 30.0"] ; 637 -> 638 ; 639 [label="mse = 0.0\nsamples = 1\nvalue = 30.1"] ; 638 -> 639 ; 640 [label="mse = 0.0\nsamples = 1\nvalue = 29.9"] ; 638 -> 640 ; 641 [label="X[5] <= 6.915\nmse = 0.376\nsamples = 3\nvalue = 27.467"] ; 637 -> 641 ; 642 [label="X[3] <= 0.5\nmse = 0.122\nsamples = 2\nvalue = 27.85"] ; 641 -> 642 ; 643 [label="mse = 0.0\nsamples = 1\nvalue = 28.2"] ; 642 -> 643 ; 644 [label="mse = -0.0\nsamples = 1\nvalue = 27.5"] ; 642 -> 644 ; 645 [label="mse = 0.0\nsamples = 1\nvalue = 26.7"] ; 641 -> 645 ; 646 [label="X[2] <= 2.825\nmse = 2.827\nsamples = 4\nvalue = 24.25"] ; 636 -> 646 ; 647 [label="X[5] <= 6.905\nmse = 0.81\nsamples = 2\nvalue = 25.7"] ; 646 -> 647 ; 648 [label="mse = 0.0\nsamples = 1\nvalue = 24.8"] ; 647 -> 648 ; 649 [label="mse = -0.0\nsamples = 1\nvalue = 26.6"] ; 647 -> 649 ; 650 [label="X[6] <= 70.3\nmse = 0.64\nsamples = 2\nvalue = 22.8"] ; 646 -> 650 ; 651 [label="mse = 0.0\nsamples = 1\nvalue = 22.0"] ; 650 -> 651 ; 652 [label="mse = 0.0\nsamples = 1\nvalue = 23.6"] ; 650 -> 652 ; 653 [label="X[0] <= 0.033\nmse = 2.262\nsamples = 5\nvalue = 30.98"] ; 635 -> 653 ; 654 [label="X[1] <= 53.75\nmse = 0.16\nsamples = 2\nvalue = 32.6"] ; 653 -> 654 ; 655 [label="mse = 0.0\nsamples = 1\nvalue = 33.0"] ; 654 -> 655 ; 656 [label="mse = 0.0\nsamples = 1\nvalue = 32.2"] ; 654 -> 656 ; 657 [label="X[11] <= 390.065\nmse = 0.747\nsamples = 3\nvalue = 29.9"] ; 653 -> 657 ; 658 [label="X[9] <= 296.5\nmse = 0.04\nsamples = 2\nvalue = 30.5"] ; 657 -> 658 ; 659 [label="mse = 0.0\nsamples = 1\nvalue = 30.7"] ; 658 -> 659 ; 660 [label="mse = -0.0\nsamples = 1\nvalue = 30.3"] ; 658 -> 660 ; 661 [label="mse = -0.0\nsamples = 1\nvalue = 28.7"] ; 657 -> 661 ; 662 [label="X[9] <= 249.5\nmse = 3.843\nsamples = 22\nvalue = 34.286"] ; 604 -> 662 ; 663 [label="X[5] <= 7.17\nmse = 2.002\nsamples = 7\nvalue = 35.857"] ; 662 -> 663 ; 664 [label="X[2] <= 2.32\nmse = 0.496\nsamples = 3\nvalue = 37.133"] ; 663 -> 664 ; 665 [label="mse = 0.0\nsamples = 1\nvalue = 36.2"] ; 664 -> 665 ; 666 [label="X[0] <= 0.085\nmse = 0.09\nsamples = 2\nvalue = 37.6"] ; 664 -> 666 ; 667 [label="mse = 0.0\nsamples = 1\nvalue = 37.3"] ; 666 -> 667 ; 668 [label="mse = 0.0\nsamples = 1\nvalue = 37.9"] ; 666 -> 668 ; 669 [label="X[11] <= 396.415\nmse = 0.995\nsamples = 4\nvalue = 34.9"] ; 663 -> 669 ; 670 [label="X[9] <= 224.0\nmse = 0.327\nsamples = 3\nvalue = 35.4"] ; 669 -> 670 ; 671 [label="mse = 0.0\nsamples = 1\nvalue = 36.1"] ; 670 -> 671 ; 672 [label="X[5] <= 7.217\nmse = 0.123\nsamples = 2\nvalue = 35.05"] ; 670 -> 672 ; 673 [label="mse = 0.0\nsamples = 1\nvalue = 34.7"] ; 672 -> 673 ; 674 [label="mse = 0.0\nsamples = 1\nvalue = 35.4"] ; 672 -> 674 ; 675 [label="mse = 0.0\nsamples = 1\nvalue = 33.4"] ; 669 -> 675 ; 676 [label="X[10] <= 15.35\nmse = 3.013\nsamples = 15\nvalue = 33.553"] ; 662 -> 676 ; 677 [label="X[12] <= 10.42\nmse = 3.022\nsamples = 8\nvalue = 34.562"] ; 676 -> 677 ; 678 [label="X[11] <= 391.345\nmse = 1.382\nsamples = 7\nvalue = 35.071"] ; 677 -> 678 ; 679 [label="X[0] <= 0.607\nmse = 0.047\nsamples = 3\nvalue = 36.3"] ; 678 -> 679 ; 680 [label="X[7] <= 4.205\nmse = 0.002\nsamples = 2\nvalue = 36.45"] ; 679 -> 680 ; 681 [label="mse = 0.0\nsamples = 1\nvalue = 36.5"] ; 680 -> 681 ; 682 [label="mse = -0.0\nsamples = 1\nvalue = 36.4"] ; 680 -> 682 ; 683 [label="mse = 0.0\nsamples = 1\nvalue = 36.0"] ; 679 -> 683 ; 684 [label="X[5] <= 7.281\nmse = 0.402\nsamples = 4\nvalue = 34.15"] ; 678 -> 684 ; 685 [label="X[4] <= 0.542\nmse = 0.216\nsamples = 3\nvalue = 34.433"] ; 684 -> 685 ; 686 [label="X[1] <= 62.5\nmse = 0.022\nsamples = 2\nvalue = 34.75"] ; 685 -> 686 ; 687 [label="mse = 0.0\nsamples = 1\nvalue = 34.9"] ; 686 -> 687 ; 688 [label="mse = 0.0\nsamples = 1\nvalue = 34.6"] ; 686 -> 688 ; 689 [label="mse = -0.0\nsamples = 1\nvalue = 33.8"] ; 685 -> 689 ; 690 [label="mse = -0.0\nsamples = 1\nvalue = 33.3"] ; 684 -> 690 ; 691 [label="mse = 0.0\nsamples = 1\nvalue = 31.0"] ; 677 -> 691 ; 692 [label="X[0] <= 0.259\nmse = 0.509\nsamples = 7\nvalue = 32.4"] ; 676 -> 692 ; 693 [label="X[12] <= 5.77\nmse = 0.045\nsamples = 4\nvalue = 33.0"] ; 692 -> 693 ; 694 [label="X[12] <= 4.97\nmse = 0.01\nsamples = 2\nvalue = 32.8"] ; 693 -> 694 ; 695 [label="mse = 0.0\nsamples = 1\nvalue = 32.9"] ; 694 -> 695 ; 696 [label="mse = 0.0\nsamples = 1\nvalue = 32.7"] ; 694 -> 696 ; 697 [label="mse = 0.0\nsamples = 2\nvalue = 33.2"] ; 693 -> 697 ; 698 [label="X[5] <= 7.385\nmse = 0.007\nsamples = 3\nvalue = 31.6"] ; 692 -> 698 ; 699 [label="X[4] <= 0.506\nmse = 0.003\nsamples = 2\nvalue = 31.55"] ; 698 -> 699 ; 700 [label="mse = 0.0\nsamples = 1\nvalue = 31.6"] ; 699 -> 700 ; 701 [label="mse = -0.0\nsamples = 1\nvalue = 31.5"] ; 699 -> 701 ; 702 [label="mse = -0.0\nsamples = 1\nvalue = 31.7"] ; 698 -> 702 ; 703 [label="X[0] <= 54.293\nmse = 5.29\nsamples = 2\nvalue = 12.7"] ; 599 -> 703 ; 704 [label="mse = 0.0\nsamples = 1\nvalue = 15.0"] ; 703 -> 704 ; 705 [label="mse = 0.0\nsamples = 1\nvalue = 10.4"] ; 703 -> 705 ; 706 [label="X[0] <= 2.742\nmse = 36.628\nsamples = 30\nvalue = 45.097"] ; 598 -> 706 ; 707 [label="X[10] <= 14.8\nmse = 18.697\nsamples = 29\nvalue = 45.897"] ; 706 -> 707 ; 708 [label="X[5] <= 7.706\nmse = 8.027\nsamples = 14\nvalue = 48.3"] ; 707 -> 708 ; 709 [label="X[6] <= 90.1\nmse = 9.462\nsamples = 4\nvalue = 44.725"] ; 708 -> 709 ; 710 [label="X[0] <= 0.278\nmse = 0.249\nsamples = 3\nvalue = 42.967"] ; 709 -> 710 ; 711 [label="mse = 0.0\nsamples = 1\nvalue = 42.3"] ; 710 -> 711 ; 712 [label="X[11] <= 389.335\nmse = 0.04\nsamples = 2\nvalue = 43.3"] ; 710 -> 712 ; 713 [label="mse = 0.0\nsamples = 1\nvalue = 43.1"] ; 712 -> 713 ; 714 [label="mse = 0.0\nsamples = 1\nvalue = 43.5"] ; 712 -> 714 ; 715 [label="mse = 0.0\nsamples = 1\nvalue = 50.0"] ; 709 -> 715 ; 716 [label="X[12] <= 3.755\nmse = 0.296\nsamples = 10\nvalue = 49.73"] ; 708 -> 716 ; 717 [label="mse = 0.0\nsamples = 6\nvalue = 50.0"] ; 716 -> 717 ; 718 [label="X[0] <= 0.549\nmse = 0.467\nsamples = 4\nvalue = 49.325"] ; 716 -> 718 ; 719 [label="X[1] <= 57.5\nmse = 0.023\nsamples = 2\nvalue = 48.65"] ; 718 -> 719 ; 720 [label="mse = 0.0\nsamples = 1\nvalue = 48.8"] ; 719 -> 720 ; 721 [label="mse = 0.0\nsamples = 1\nvalue = 48.5"] ; 719 -> 721 ; 722 [label="mse = -0.0\nsamples = 2\nvalue = 50.0"] ; 718 -> 722 ; 723 [label="X[11] <= 385.48\nmse = 18.232\nsamples = 15\nvalue = 43.653"] ; 707 -> 723 ; 724 [label="X[0] <= 0.323\nmse = 3.298\nsamples = 5\nvalue = 47.16"] ; 723 -> 724 ; 725 [label="X[6] <= 64.0\nmse = 0.616\nsamples = 3\nvalue = 45.833"] ; 724 -> 725 ; 726 [label="X[0] <= 0.18\nmse = 0.122\nsamples = 2\nvalue = 46.35"] ; 725 -> 726 ; 727 [label="mse = 0.0\nsamples = 1\nvalue = 46.0"] ; 726 -> 727 ; 728 [label="mse = 0.0\nsamples = 1\nvalue = 46.7"] ; 726 -> 728 ; 729 [label="mse = 0.0\nsamples = 1\nvalue = 44.8"] ; 725 -> 729 ; 730 [label="X[11] <= 380.475\nmse = 0.722\nsamples = 2\nvalue = 49.15"] ; 724 -> 730 ; 731 [label="mse = 0.0\nsamples = 1\nvalue = 48.3"] ; 730 -> 731 ; 732 [label="mse = -0.0\nsamples = 1\nvalue = 50.0"] ; 730 -> 732 ; 733 [label="X[0] <= 0.061\nmse = 16.476\nsamples = 10\nvalue = 41.9"] ; 723 -> 733 ; 734 [label="X[4] <= 0.465\nmse = 6.569\nsamples = 3\nvalue = 46.467"] ; 733 -> 734 ; 735 [label="X[7] <= 5.515\nmse = 0.49\nsamples = 2\nvalue = 44.7"] ; 734 -> 735 ; 736 [label="mse = 0.0\nsamples = 1\nvalue = 45.4"] ; 735 -> 736 ; 737 [label="mse = -0.0\nsamples = 1\nvalue = 44.0"] ; 735 -> 737 ; 738 [label="mse = 0.0\nsamples = 1\nvalue = 50.0"] ; 734 -> 738 ; 739 [label="X[6] <= 44.35\nmse = 7.954\nsamples = 7\nvalue = 39.943"] ; 733 -> 739 ; 740 [label="X[5] <= 8.039\nmse = 0.25\nsamples = 2\nvalue = 43.3"] ; 739 -> 740 ; 741 [label="mse = 0.0\nsamples = 1\nvalue = 43.8"] ; 740 -> 741 ; 742 [label="mse = 0.0\nsamples = 1\nvalue = 42.8"] ; 740 -> 742 ; 743 [label="X[5] <= 7.728\nmse = 4.724\nsamples = 5\nvalue = 38.6"] ; 739 -> 743 ; 744 [label="mse = 0.0\nsamples = 1\nvalue = 35.2"] ; 743 -> 744 ; 745 [label="X[12] <= 2.8\nmse = 2.293\nsamples = 4\nvalue = 39.45"] ; 743 -> 745 ; 746 [label="mse = 0.0\nsamples = 1\nvalue = 41.7"] ; 745 -> 746 ; 747 [label="X[11] <= 391.47\nmse = 0.807\nsamples = 3\nvalue = 38.7"] ; 745 -> 747 ; 748 [label="mse = 0.0\nsamples = 1\nvalue = 37.6"] ; 747 -> 748 ; 749 [label="X[12] <= 5.885\nmse = 0.302\nsamples = 2\nvalue = 39.25"] ; 747 -> 749 ; 750 [label="mse = 0.0\nsamples = 1\nvalue = 38.7"] ; 749 -> 750 ; 751 [label="mse = 0.0\nsamples = 1\nvalue = 39.8"] ; 749 -> 751 ; 752 [label="mse = -0.0\nsamples = 1\nvalue = 21.9"] ; 706 -> 752 ; }(Yes this is the output, and the graph you will get will blow your mind! But it's worth studying 😃)