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CREDIT1
13180 lines (13180 loc) · 525 KB
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CREDIT1
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digraph Tree {
node [shape=box] ;
0 [label="X[5] <= 1.5\ngini = 0.345\nsamples = 21000\nvalue = [16355, 4645]"] ;
1 [label="X[6] <= 1.5\ngini = 0.276\nsamples = 18814\nvalue = [15699, 3115]"] ;
0 -> 1 [labeldistance=2.5, labelangle=45, headlabel="True"] ;
2 [label="X[19] <= 810.5\ngini = 0.244\nsamples = 17223\nvalue = [14769, 2454]"] ;
1 -> 2 ;
3 [label="X[11] <= 881.0\ngini = 0.332\nsamples = 5069\nvalue = [4004, 1065]"] ;
2 -> 3 ;
4 [label="X[4] <= 45.5\ngini = 0.39\nsamples = 2130\nvalue = [1565, 565]"] ;
3 -> 4 ;
5 [label="X[16] <= -194.5\ngini = 0.37\nsamples = 1770\nvalue = [1336, 434]"] ;
4 -> 5 ;
6 [label="X[4] <= 25.5\ngini = 0.5\nsamples = 47\nvalue = [24, 23]"] ;
5 -> 6 ;
7 [label="gini = 0.0\nsamples = 7\nvalue = [0, 7]"] ;
6 -> 7 ;
8 [label="X[15] <= -318.0\ngini = 0.48\nsamples = 40\nvalue = [24, 16]"] ;
6 -> 8 ;
9 [label="X[22] <= 374.0\ngini = 0.298\nsamples = 22\nvalue = [18, 4]"] ;
8 -> 9 ;
10 [label="X[16] <= -52842.5\ngini = 0.188\nsamples = 19\nvalue = [17, 2]"] ;
9 -> 10 ;
11 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]"] ;
10 -> 11 ;
12 [label="X[2] <= 2.5\ngini = 0.105\nsamples = 18\nvalue = [17, 1]"] ;
10 -> 12 ;
13 [label="gini = 0.0\nsamples = 16\nvalue = [16, 0]"] ;
12 -> 13 ;
14 [label="X[12] <= -203.0\ngini = 0.5\nsamples = 2\nvalue = [1, 1]"] ;
12 -> 14 ;
15 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]"] ;
14 -> 15 ;
16 [label="gini = 0.0\nsamples = 1\nvalue = [1, 0]"] ;
14 -> 16 ;
17 [label="X[13] <= 1420.5\ngini = 0.444\nsamples = 3\nvalue = [1, 2]"] ;
9 -> 17 ;
18 [label="gini = 0.0\nsamples = 2\nvalue = [0, 2]"] ;
17 -> 18 ;
19 [label="gini = 0.0\nsamples = 1\nvalue = [1, 0]"] ;
17 -> 19 ;
20 [label="X[22] <= 77.0\ngini = 0.444\nsamples = 18\nvalue = [6, 12]"] ;
8 -> 20 ;
21 [label="gini = 0.0\nsamples = 9\nvalue = [0, 9]"] ;
20 -> 21 ;
22 [label="X[22] <= 4450.0\ngini = 0.444\nsamples = 9\nvalue = [6, 3]"] ;
20 -> 22 ;
23 [label="X[14] <= -293.0\ngini = 0.245\nsamples = 7\nvalue = [6, 1]"] ;
22 -> 23 ;
24 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]"] ;
23 -> 24 ;
25 [label="gini = 0.0\nsamples = 6\nvalue = [6, 0]"] ;
23 -> 25 ;
26 [label="gini = 0.0\nsamples = 2\nvalue = [0, 2]"] ;
22 -> 26 ;
27 [label="X[22] <= 1199.0\ngini = 0.363\nsamples = 1723\nvalue = [1312, 411]"] ;
5 -> 27 ;
28 [label="X[12] <= -0.5\ngini = 0.38\nsamples = 1449\nvalue = [1079, 370]"] ;
27 -> 28 ;
29 [label="X[13] <= -953.0\ngini = 0.206\nsamples = 86\nvalue = [76, 10]"] ;
28 -> 29 ;
30 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]"] ;
29 -> 30 ;
31 [label="X[15] <= -13.5\ngini = 0.189\nsamples = 85\nvalue = [76, 9]"] ;
29 -> 31 ;
32 [label="X[4] <= 34.5\ngini = 0.366\nsamples = 29\nvalue = [22, 7]"] ;
31 -> 32 ;
33 [label="gini = 0.0\nsamples = 11\nvalue = [11, 0]"] ;
32 -> 33 ;
34 [label="X[4] <= 43.5\ngini = 0.475\nsamples = 18\nvalue = [11, 7]"] ;
32 -> 34 ;
35 [label="X[4] <= 41.0\ngini = 0.498\nsamples = 15\nvalue = [8, 7]"] ;
34 -> 35 ;
36 [label="X[6] <= -1.5\ngini = 0.444\nsamples = 12\nvalue = [8, 4]"] ;
35 -> 36 ;
37 [label="X[17] <= 9.0\ngini = 0.397\nsamples = 11\nvalue = [8, 3]"] ;
36 -> 37 ;
38 [label="X[15] <= -115.5\ngini = 0.32\nsamples = 10\nvalue = [8, 2]"] ;
37 -> 38 ;
39 [label="X[2] <= 1.5\ngini = 0.5\nsamples = 2\nvalue = [1, 1]"] ;
38 -> 39 ;
40 [label="gini = 0.0\nsamples = 1\nvalue = [1, 0]"] ;
39 -> 40 ;
41 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]"] ;
39 -> 41 ;
42 [label="X[4] <= 35.5\ngini = 0.219\nsamples = 8\nvalue = [7, 1]"] ;
38 -> 42 ;
43 [label="X[0] <= 195000.0\ngini = 0.5\nsamples = 2\nvalue = [1, 1]"] ;
42 -> 43 ;
44 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]"] ;
43 -> 44 ;
45 [label="gini = 0.0\nsamples = 1\nvalue = [1, 0]"] ;
43 -> 45 ;
46 [label="gini = 0.0\nsamples = 6\nvalue = [6, 0]"] ;
42 -> 46 ;
47 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]"] ;
37 -> 47 ;
48 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]"] ;
36 -> 48 ;
49 [label="gini = 0.0\nsamples = 3\nvalue = [0, 3]"] ;
35 -> 49 ;
50 [label="gini = 0.0\nsamples = 3\nvalue = [3, 0]"] ;
34 -> 50 ;
51 [label="X[22] <= 747.5\ngini = 0.069\nsamples = 56\nvalue = [54, 2]"] ;
31 -> 51 ;
52 [label="gini = 0.0\nsamples = 50\nvalue = [50, 0]"] ;
51 -> 52 ;
53 [label="X[19] <= 35.0\ngini = 0.444\nsamples = 6\nvalue = [4, 2]"] ;
51 -> 53 ;
54 [label="gini = 0.0\nsamples = 4\nvalue = [4, 0]"] ;
53 -> 54 ;
55 [label="gini = 0.0\nsamples = 2\nvalue = [0, 2]"] ;
53 -> 55 ;
56 [label="X[0] <= 25000.0\ngini = 0.389\nsamples = 1363\nvalue = [1003, 360]"] ;
28 -> 56 ;
57 [label="X[19] <= 322.5\ngini = 0.482\nsamples = 79\nvalue = [47, 32]"] ;
56 -> 57 ;
58 [label="X[21] <= 745.0\ngini = 0.499\nsamples = 56\nvalue = [27, 29]"] ;
57 -> 58 ;
59 [label="X[20] <= 395.0\ngini = 0.494\nsamples = 47\nvalue = [26, 21]"] ;
58 -> 59 ;
60 [label="X[12] <= 1614.0\ngini = 0.5\nsamples = 39\nvalue = [19, 20]"] ;
59 -> 60 ;
61 [label="X[16] <= 120.0\ngini = 0.498\nsamples = 36\nvalue = [19, 17]"] ;
60 -> 61 ;
62 [label="X[6] <= -1.5\ngini = 0.489\nsamples = 33\nvalue = [19, 14]"] ;
61 -> 62 ;
63 [label="X[0] <= 15000.0\ngini = 0.499\nsamples = 23\nvalue = [11, 12]"] ;
62 -> 63 ;
64 [label="gini = 0.0\nsamples = 6\nvalue = [6, 0]"] ;
63 -> 64 ;
65 [label="X[4] <= 29.5\ngini = 0.415\nsamples = 17\nvalue = [5, 12]"] ;
63 -> 65 ;
66 [label="X[4] <= 27.5\ngini = 0.5\nsamples = 8\nvalue = [4, 4]"] ;
65 -> 66 ;
67 [label="X[4] <= 24.0\ngini = 0.444\nsamples = 6\nvalue = [2, 4]"] ;
66 -> 67 ;
68 [label="X[3] <= 1.5\ngini = 0.444\nsamples = 3\nvalue = [2, 1]"] ;
67 -> 68 ;
69 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]"] ;
68 -> 69 ;
70 [label="gini = 0.0\nsamples = 2\nvalue = [2, 0]"] ;
68 -> 70 ;
71 [label="gini = 0.0\nsamples = 3\nvalue = [0, 3]"] ;
67 -> 71 ;
72 [label="gini = 0.0\nsamples = 2\nvalue = [2, 0]"] ;
66 -> 72 ;
73 [label="X[17] <= 746.0\ngini = 0.198\nsamples = 9\nvalue = [1, 8]"] ;
65 -> 73 ;
74 [label="gini = 0.0\nsamples = 8\nvalue = [0, 8]"] ;
73 -> 74 ;
75 [label="gini = 0.0\nsamples = 1\nvalue = [1, 0]"] ;
73 -> 75 ;
76 [label="X[11] <= 444.5\ngini = 0.32\nsamples = 10\nvalue = [8, 2]"] ;
62 -> 76 ;
77 [label="gini = 0.0\nsamples = 7\nvalue = [7, 0]"] ;
76 -> 77 ;
78 [label="X[2] <= 2.5\ngini = 0.444\nsamples = 3\nvalue = [1, 2]"] ;
76 -> 78 ;
79 [label="gini = 0.0\nsamples = 2\nvalue = [0, 2]"] ;
78 -> 79 ;
80 [label="gini = 0.0\nsamples = 1\nvalue = [1, 0]"] ;
78 -> 80 ;
81 [label="gini = 0.0\nsamples = 3\nvalue = [0, 3]"] ;
61 -> 81 ;
82 [label="gini = 0.0\nsamples = 3\nvalue = [0, 3]"] ;
60 -> 82 ;
83 [label="X[11] <= 765.0\ngini = 0.219\nsamples = 8\nvalue = [7, 1]"] ;
59 -> 83 ;
84 [label="gini = 0.0\nsamples = 7\nvalue = [7, 0]"] ;
83 -> 84 ;
85 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]"] ;
83 -> 85 ;
86 [label="X[14] <= -0.5\ngini = 0.198\nsamples = 9\nvalue = [1, 8]"] ;
58 -> 86 ;
87 [label="gini = 0.0\nsamples = 1\nvalue = [1, 0]"] ;
86 -> 87 ;
88 [label="gini = 0.0\nsamples = 8\nvalue = [0, 8]"] ;
86 -> 88 ;
89 [label="X[7] <= 1.0\ngini = 0.227\nsamples = 23\nvalue = [20, 3]"] ;
57 -> 89 ;
90 [label="X[9] <= 1.0\ngini = 0.165\nsamples = 22\nvalue = [20, 2]"] ;
89 -> 90 ;
91 [label="X[11] <= 403.0\ngini = 0.091\nsamples = 21\nvalue = [20, 1]"] ;
90 -> 91 ;
92 [label="gini = 0.0\nsamples = 16\nvalue = [16, 0]"] ;
91 -> 92 ;
93 [label="X[22] <= 150.0\ngini = 0.32\nsamples = 5\nvalue = [4, 1]"] ;
91 -> 93 ;
94 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]"] ;
93 -> 94 ;
95 [label="gini = 0.0\nsamples = 4\nvalue = [4, 0]"] ;
93 -> 95 ;
96 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]"] ;
90 -> 96 ;
97 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]"] ;
89 -> 97 ;
98 [label="X[0] <= 295000.0\ngini = 0.38\nsamples = 1284\nvalue = [956, 328]"] ;
56 -> 98 ;
99 [label="X[5] <= -1.5\ngini = 0.358\nsamples = 1000\nvalue = [766, 234]"] ;
98 -> 99 ;
100 [label="X[0] <= 95000.0\ngini = 0.286\nsamples = 289\nvalue = [239, 50]"] ;
99 -> 100 ;
101 [label="X[11] <= 698.0\ngini = 0.077\nsamples = 50\nvalue = [48, 2]"] ;
100 -> 101 ;
102 [label="gini = 0.0\nsamples = 44\nvalue = [44, 0]"] ;
101 -> 102 ;
103 [label="X[11] <= 793.5\ngini = 0.444\nsamples = 6\nvalue = [4, 2]"] ;
101 -> 103 ;
104 [label="X[19] <= 195.0\ngini = 0.444\nsamples = 3\nvalue = [1, 2]"] ;
103 -> 104 ;
105 [label="gini = 0.0\nsamples = 1\nvalue = [1, 0]"] ;
104 -> 105 ;
106 [label="gini = 0.0\nsamples = 2\nvalue = [0, 2]"] ;
104 -> 106 ;
107 [label="gini = 0.0\nsamples = 3\nvalue = [3, 0]"] ;
103 -> 107 ;
108 [label="X[22] <= 1055.0\ngini = 0.321\nsamples = 239\nvalue = [191, 48]"] ;
100 -> 108 ;
109 [label="X[11] <= 455.5\ngini = 0.317\nsamples = 238\nvalue = [191, 47]"] ;
108 -> 109 ;
110 [label="X[11] <= 440.0\ngini = 0.336\nsamples = 211\nvalue = [166, 45]"] ;
109 -> 110 ;
111 [label="X[15] <= 456.0\ngini = 0.331\nsamples = 210\nvalue = [166, 44]"] ;
110 -> 111 ;
112 [label="X[20] <= 427.5\ngini = 0.353\nsamples = 179\nvalue = [138, 41]"] ;
111 -> 112 ;
113 [label="X[16] <= 6947.5\ngini = 0.344\nsamples = 177\nvalue = [138, 39]"] ;
112 -> 113 ;
114 [label="X[3] <= 0.5\ngini = 0.339\nsamples = 176\nvalue = [138, 38]"] ;
113 -> 114 ;
115 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]"] ;
114 -> 115 ;
116 [label="X[18] <= 16669.0\ngini = 0.333\nsamples = 175\nvalue = [138, 37]"] ;
114 -> 116 ;
117 [label="X[13] <= 769.0\ngini = 0.328\nsamples = 174\nvalue = [138, 36]"] ;
116 -> 117 ;
118 [label="X[18] <= 629.0\ngini = 0.356\nsamples = 151\nvalue = [116, 35]"] ;
117 -> 118 ;
119 [label="X[15] <= 50.0\ngini = 0.327\nsamples = 146\nvalue = [116, 30]"] ;
118 -> 119 ;
120 [label="X[4] <= 38.5\ngini = 0.373\nsamples = 121\nvalue = [91, 30]"] ;
119 -> 120 ;
121 [label="X[12] <= 195.0\ngini = 0.323\nsamples = 94\nvalue = [75, 19]"] ;
120 -> 121 ;
122 [label="X[4] <= 25.5\ngini = 0.341\nsamples = 87\nvalue = [68, 19]"] ;
121 -> 122 ;
123 [label="gini = 0.0\nsamples = 7\nvalue = [7, 0]"] ;
122 -> 123 ;
124 [label="X[4] <= 29.5\ngini = 0.362\nsamples = 80\nvalue = [61, 19]"] ;
122 -> 124 ;
125 [label="X[2] <= 1.5\ngini = 0.452\nsamples = 29\nvalue = [19, 10]"] ;
124 -> 125 ;
126 [label="X[0] <= 190000.0\ngini = 0.494\nsamples = 18\nvalue = [10, 8]"] ;
125 -> 126 ;
127 [label="X[0] <= 175000.0\ngini = 0.426\nsamples = 13\nvalue = [9, 4]"] ;
126 -> 127 ;
128 [label="X[0] <= 110000.0\ngini = 0.494\nsamples = 9\nvalue = [5, 4]"] ;
127 -> 128 ;
129 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]"] ;
128 -> 129 ;
130 [label="X[0] <= 160000.0\ngini = 0.469\nsamples = 8\nvalue = [5, 3]"] ;
128 -> 130 ;
131 [label="X[4] <= 27.5\ngini = 0.408\nsamples = 7\nvalue = [5, 2]"] ;
130 -> 131 ;
132 [label="X[4] <= 26.5\ngini = 0.5\nsamples = 2\nvalue = [1, 1]"] ;
131 -> 132 ;
133 [label="gini = 0.0\nsamples = 1\nvalue = [1, 0]"] ;
132 -> 133 ;
134 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]"] ;
132 -> 134 ;
135 [label="X[0] <= 145000.0\ngini = 0.32\nsamples = 5\nvalue = [4, 1]"] ;
131 -> 135 ;
136 [label="X[0] <= 130000.0\ngini = 0.5\nsamples = 2\nvalue = [1, 1]"] ;
135 -> 136 ;
137 [label="gini = 0.0\nsamples = 1\nvalue = [1, 0]"] ;
136 -> 137 ;
138 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]"] ;
136 -> 138 ;
139 [label="gini = 0.0\nsamples = 3\nvalue = [3, 0]"] ;
135 -> 139 ;
140 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]"] ;
130 -> 140 ;
141 [label="gini = 0.0\nsamples = 4\nvalue = [4, 0]"] ;
127 -> 141 ;
142 [label="X[22] <= 255.0\ngini = 0.32\nsamples = 5\nvalue = [1, 4]"] ;
126 -> 142 ;
143 [label="gini = 0.0\nsamples = 4\nvalue = [0, 4]"] ;
142 -> 143 ;
144 [label="gini = 0.0\nsamples = 1\nvalue = [1, 0]"] ;
142 -> 144 ;
145 [label="X[4] <= 28.5\ngini = 0.298\nsamples = 11\nvalue = [9, 2]"] ;
125 -> 145 ;
146 [label="X[0] <= 215000.0\ngini = 0.375\nsamples = 8\nvalue = [6, 2]"] ;
145 -> 146 ;
147 [label="X[3] <= 1.5\ngini = 0.278\nsamples = 6\nvalue = [5, 1]"] ;
146 -> 147 ;
148 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]"] ;
147 -> 148 ;
149 [label="gini = 0.0\nsamples = 5\nvalue = [5, 0]"] ;
147 -> 149 ;
150 [label="X[3] <= 1.5\ngini = 0.5\nsamples = 2\nvalue = [1, 1]"] ;
146 -> 150 ;
151 [label="gini = 0.0\nsamples = 1\nvalue = [1, 0]"] ;
150 -> 151 ;
152 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]"] ;
150 -> 152 ;
153 [label="gini = 0.0\nsamples = 3\nvalue = [3, 0]"] ;
145 -> 153 ;
154 [label="X[4] <= 33.5\ngini = 0.291\nsamples = 51\nvalue = [42, 9]"] ;
124 -> 154 ;
155 [label="X[16] <= 1136.0\ngini = 0.087\nsamples = 22\nvalue = [21, 1]"] ;
154 -> 155 ;
156 [label="gini = 0.0\nsamples = 21\nvalue = [21, 0]"] ;
155 -> 156 ;
157 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]"] ;
155 -> 157 ;
158 [label="X[2] <= 2.5\ngini = 0.4\nsamples = 29\nvalue = [21, 8]"] ;
154 -> 158 ;
159 [label="X[0] <= 205000.0\ngini = 0.355\nsamples = 26\nvalue = [20, 6]"] ;
158 -> 159 ;
160 [label="X[0] <= 190000.0\ngini = 0.459\nsamples = 14\nvalue = [9, 5]"] ;
159 -> 160 ;
161 [label="X[10] <= -1.5\ngini = 0.346\nsamples = 9\nvalue = [7, 2]"] ;
160 -> 161 ;
162 [label="X[4] <= 34.5\ngini = 0.219\nsamples = 8\nvalue = [7, 1]"] ;
161 -> 162 ;
163 [label="X[16] <= 750.0\ngini = 0.5\nsamples = 2\nvalue = [1, 1]"] ;
162 -> 163 ;
164 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]"] ;
163 -> 164 ;
165 [label="gini = 0.0\nsamples = 1\nvalue = [1, 0]"] ;
163 -> 165 ;
166 [label="gini = 0.0\nsamples = 6\nvalue = [6, 0]"] ;
162 -> 166 ;
167 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]"] ;
161 -> 167 ;
168 [label="X[1] <= 1.5\ngini = 0.48\nsamples = 5\nvalue = [2, 3]"] ;
160 -> 168 ;
169 [label="X[3] <= 1.5\ngini = 0.5\nsamples = 2\nvalue = [1, 1]"] ;
168 -> 169 ;
170 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]"] ;
169 -> 170 ;
171 [label="gini = 0.0\nsamples = 1\nvalue = [1, 0]"] ;
169 -> 171 ;
172 [label="X[3] <= 1.5\ngini = 0.444\nsamples = 3\nvalue = [1, 2]"] ;
168 -> 172 ;
173 [label="gini = 0.0\nsamples = 1\nvalue = [1, 0]"] ;
172 -> 173 ;
174 [label="gini = 0.0\nsamples = 2\nvalue = [0, 2]"] ;
172 -> 174 ;
175 [label="X[2] <= 1.5\ngini = 0.153\nsamples = 12\nvalue = [11, 1]"] ;
159 -> 175 ;
176 [label="gini = 0.0\nsamples = 7\nvalue = [7, 0]"] ;
175 -> 176 ;
177 [label="X[3] <= 1.5\ngini = 0.32\nsamples = 5\nvalue = [4, 1]"] ;
175 -> 177 ;
178 [label="gini = 0.0\nsamples = 2\nvalue = [2, 0]"] ;
177 -> 178 ;
179 [label="X[4] <= 36.0\ngini = 0.444\nsamples = 3\nvalue = [2, 1]"] ;
177 -> 179 ;
180 [label="X[0] <= 235000.0\ngini = 0.5\nsamples = 2\nvalue = [1, 1]"] ;
179 -> 180 ;
181 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]"] ;
180 -> 181 ;
182 [label="gini = 0.0\nsamples = 1\nvalue = [1, 0]"] ;
180 -> 182 ;
183 [label="gini = 0.0\nsamples = 1\nvalue = [1, 0]"] ;
179 -> 183 ;
184 [label="X[4] <= 37.5\ngini = 0.444\nsamples = 3\nvalue = [1, 2]"] ;
158 -> 184 ;
185 [label="gini = 0.0\nsamples = 2\nvalue = [0, 2]"] ;
184 -> 185 ;
186 [label="gini = 0.0\nsamples = 1\nvalue = [1, 0]"] ;
184 -> 186 ;
187 [label="gini = 0.0\nsamples = 7\nvalue = [7, 0]"] ;
121 -> 187 ;
188 [label="X[4] <= 42.5\ngini = 0.483\nsamples = 27\nvalue = [16, 11]"] ;
120 -> 188 ;
189 [label="X[3] <= 1.5\ngini = 0.49\nsamples = 14\nvalue = [6, 8]"] ;
188 -> 189 ;
190 [label="X[0] <= 235000.0\ngini = 0.496\nsamples = 11\nvalue = [6, 5]"] ;
189 -> 190 ;
191 [label="X[4] <= 39.5\ngini = 0.444\nsamples = 9\nvalue = [6, 3]"] ;
190 -> 191 ;
192 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]"] ;
191 -> 192 ;
193 [label="X[0] <= 125000.0\ngini = 0.375\nsamples = 8\nvalue = [6, 2]"] ;
191 -> 193 ;
194 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]"] ;
193 -> 194 ;
195 [label="X[4] <= 41.5\ngini = 0.245\nsamples = 7\nvalue = [6, 1]"] ;
193 -> 195 ;
196 [label="gini = 0.0\nsamples = 5\nvalue = [5, 0]"] ;
195 -> 196 ;
197 [label="X[2] <= 1.5\ngini = 0.5\nsamples = 2\nvalue = [1, 1]"] ;
195 -> 197 ;
198 [label="gini = 0.0\nsamples = 1\nvalue = [1, 0]"] ;
197 -> 198 ;
199 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]"] ;
197 -> 199 ;
200 [label="gini = 0.0\nsamples = 2\nvalue = [0, 2]"] ;
190 -> 200 ;
201 [label="gini = 0.0\nsamples = 3\nvalue = [0, 3]"] ;
189 -> 201 ;
202 [label="X[12] <= 622.0\ngini = 0.355\nsamples = 13\nvalue = [10, 3]"] ;
188 -> 202 ;
203 [label="X[0] <= 260000.0\ngini = 0.18\nsamples = 10\nvalue = [9, 1]"] ;
202 -> 203 ;
204 [label="gini = 0.0\nsamples = 8\nvalue = [8, 0]"] ;
203 -> 204 ;
205 [label="X[3] <= 1.5\ngini = 0.5\nsamples = 2\nvalue = [1, 1]"] ;
203 -> 205 ;
206 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]"] ;
205 -> 206 ;
207 [label="gini = 0.0\nsamples = 1\nvalue = [1, 0]"] ;
205 -> 207 ;
208 [label="X[16] <= 1103.0\ngini = 0.444\nsamples = 3\nvalue = [1, 2]"] ;
202 -> 208 ;
209 [label="gini = 0.0\nsamples = 2\nvalue = [0, 2]"] ;
208 -> 209 ;
210 [label="gini = 0.0\nsamples = 1\nvalue = [1, 0]"] ;
208 -> 210 ;
211 [label="gini = 0.0\nsamples = 25\nvalue = [25, 0]"] ;
119 -> 211 ;
212 [label="gini = 0.0\nsamples = 5\nvalue = [0, 5]"] ;
118 -> 212 ;
213 [label="X[11] <= 103.5\ngini = 0.083\nsamples = 23\nvalue = [22, 1]"] ;
117 -> 213 ;
214 [label="gini = 0.0\nsamples = 20\nvalue = [20, 0]"] ;
213 -> 214 ;
215 [label="X[12] <= 1063.5\ngini = 0.444\nsamples = 3\nvalue = [2, 1]"] ;
213 -> 215 ;
216 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]"] ;
215 -> 216 ;
217 [label="gini = 0.0\nsamples = 2\nvalue = [2, 0]"] ;
215 -> 217 ;
218 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]"] ;
116 -> 218 ;
219 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]"] ;
113 -> 219 ;
220 [label="gini = 0.0\nsamples = 2\nvalue = [0, 2]"] ;
112 -> 220 ;
221 [label="X[19] <= 758.5\ngini = 0.175\nsamples = 31\nvalue = [28, 3]"] ;
111 -> 221 ;
222 [label="X[3] <= 1.5\ngini = 0.124\nsamples = 30\nvalue = [28, 2]"] ;
221 -> 222 ;
223 [label="X[17] <= 5890.5\ngini = 0.346\nsamples = 9\nvalue = [7, 2]"] ;
222 -> 223 ;
224 [label="X[4] <= 41.5\ngini = 0.219\nsamples = 8\nvalue = [7, 1]"] ;
223 -> 224 ;
225 [label="gini = 0.0\nsamples = 6\nvalue = [6, 0]"] ;
224 -> 225 ;
226 [label="X[3] <= 0.5\ngini = 0.5\nsamples = 2\nvalue = [1, 1]"] ;
224 -> 226 ;
227 [label="gini = 0.0\nsamples = 1\nvalue = [1, 0]"] ;
226 -> 227 ;
228 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]"] ;
226 -> 228 ;
229 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]"] ;
223 -> 229 ;
230 [label="gini = 0.0\nsamples = 21\nvalue = [21, 0]"] ;
222 -> 230 ;
231 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]"] ;
221 -> 231 ;
232 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]"] ;
110 -> 232 ;
233 [label="X[18] <= 2316.5\ngini = 0.137\nsamples = 27\nvalue = [25, 2]"] ;
109 -> 233 ;
234 [label="X[22] <= 683.0\ngini = 0.074\nsamples = 26\nvalue = [25, 1]"] ;
233 -> 234 ;
235 [label="gini = 0.0\nsamples = 24\nvalue = [24, 0]"] ;
234 -> 235 ;
236 [label="X[3] <= 1.5\ngini = 0.5\nsamples = 2\nvalue = [1, 1]"] ;
234 -> 236 ;
237 [label="gini = 0.0\nsamples = 1\nvalue = [1, 0]"] ;
236 -> 237 ;
238 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]"] ;
236 -> 238 ;
239 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]"] ;
233 -> 239 ;
240 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]"] ;
108 -> 240 ;
241 [label="X[15] <= -0.5\ngini = 0.384\nsamples = 711\nvalue = [527, 184]"] ;
99 -> 241 ;
242 [label="X[16] <= -84.0\ngini = 0.397\nsamples = 11\nvalue = [3, 8]"] ;
241 -> 242 ;
243 [label="gini = 0.0\nsamples = 2\nvalue = [2, 0]"] ;
242 -> 243 ;
244 [label="X[14] <= -163.5\ngini = 0.198\nsamples = 9\nvalue = [1, 8]"] ;
242 -> 244 ;
245 [label="gini = 0.0\nsamples = 1\nvalue = [1, 0]"] ;
244 -> 245 ;
246 [label="gini = 0.0\nsamples = 8\nvalue = [0, 8]"] ;
244 -> 246 ;
247 [label="X[22] <= 1185.0\ngini = 0.376\nsamples = 700\nvalue = [524, 176]"] ;
241 -> 247 ;
248 [label="X[22] <= 815.5\ngini = 0.374\nsamples = 698\nvalue = [524, 174]"] ;
247 -> 248 ;
249 [label="X[22] <= 791.0\ngini = 0.383\nsamples = 650\nvalue = [482, 168]"] ;
248 -> 249 ;
250 [label="X[9] <= -0.5\ngini = 0.379\nsamples = 646\nvalue = [482, 164]"] ;
249 -> 250 ;
251 [label="X[4] <= 42.5\ngini = 0.369\nsamples = 597\nvalue = [451, 146]"] ;
250 -> 251 ;
252 [label="X[19] <= 788.5\ngini = 0.357\nsamples = 534\nvalue = [410, 124]"] ;
251 -> 252 ;
253 [label="X[11] <= 856.5\ngini = 0.355\nsamples = 533\nvalue = [410, 123]"] ;
252 -> 253 ;
254 [label="X[13] <= 16993.5\ngini = 0.353\nsamples = 532\nvalue = [410, 122]"] ;
253 -> 254 ;
255 [label="X[11] <= 505.5\ngini = 0.351\nsamples = 529\nvalue = [409, 120]"] ;
254 -> 255 ;
256 [label="X[10] <= 2.5\ngini = 0.362\nsamples = 477\nvalue = [364, 113]"] ;
255 -> 256 ;
257 [label="X[11] <= 499.5\ngini = 0.36\nsamples = 476\nvalue = [364, 112]"] ;
256 -> 257 ;
258 [label="X[19] <= 393.0\ngini = 0.357\nsamples = 473\nvalue = [363, 110]"] ;
257 -> 258 ;
259 [label="X[11] <= 324.5\ngini = 0.368\nsamples = 427\nvalue = [323, 104]"] ;
258 -> 259 ;
260 [label="X[16] <= 477.0\ngini = 0.35\nsamples = 345\nvalue = [267, 78]"] ;
259 -> 260 ;
261 [label="X[0] <= 145000.0\ngini = 0.372\nsamples = 287\nvalue = [216, 71]"] ;
260 -> 261 ;
262 [label="X[14] <= 808.0\ngini = 0.295\nsamples = 128\nvalue = [105, 23]"] ;
261 -> 262 ;
263 [label="X[17] <= 273.0\ngini = 0.286\nsamples = 127\nvalue = [105, 22]"] ;
262 -> 263 ;
264 [label="X[13] <= 2186.0\ngini = 0.334\nsamples = 99\nvalue = [78, 21]"] ;
263 -> 264 ;
265 [label="X[0] <= 115000.0\ngini = 0.325\nsamples = 98\nvalue = [78, 20]"] ;
264 -> 265 ;
266 [label="X[4] <= 37.5\ngini = 0.379\nsamples = 63\nvalue = [47, 16]"] ;
265 -> 266 ;
267 [label="X[0] <= 55000.0\ngini = 0.417\nsamples = 54\nvalue = [38, 16]"] ;
266 -> 267 ;
268 [label="X[4] <= 30.5\ngini = 0.287\nsamples = 23\nvalue = [19, 4]"] ;
267 -> 268 ;
269 [label="X[4] <= 24.0\ngini = 0.124\nsamples = 15\nvalue = [14, 1]"] ;
268 -> 269 ;
270 [label="X[1] <= 1.5\ngini = 0.278\nsamples = 6\nvalue = [5, 1]"] ;
269 -> 270 ;
271 [label="X[2] <= 2.0\ngini = 0.444\nsamples = 3\nvalue = [2, 1]"] ;
270 -> 271 ;
272 [label="X[3] <= 1.5\ngini = 0.5\nsamples = 2\nvalue = [1, 1]"] ;
271 -> 272 ;
273 [label="gini = 0.0\nsamples = 1\nvalue = [1, 0]"] ;
272 -> 273 ;
274 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]"] ;
272 -> 274 ;
275 [label="gini = 0.0\nsamples = 1\nvalue = [1, 0]"] ;
271 -> 275 ;
276 [label="gini = 0.0\nsamples = 3\nvalue = [3, 0]"] ;
270 -> 276 ;
277 [label="gini = 0.0\nsamples = 9\nvalue = [9, 0]"] ;
269 -> 277 ;
278 [label="X[4] <= 33.5\ngini = 0.469\nsamples = 8\nvalue = [5, 3]"] ;
268 -> 278 ;
279 [label="X[2] <= 2.5\ngini = 0.48\nsamples = 5\nvalue = [2, 3]"] ;
278 -> 279 ;
280 [label="gini = 0.0\nsamples = 3\nvalue = [0, 3]"] ;
279 -> 280 ;
281 [label="gini = 0.0\nsamples = 2\nvalue = [2, 0]"] ;
279 -> 281 ;
282 [label="gini = 0.0\nsamples = 3\nvalue = [3, 0]"] ;
278 -> 282 ;
283 [label="X[4] <= 30.5\ngini = 0.475\nsamples = 31\nvalue = [19, 12]"] ;
267 -> 283 ;
284 [label="X[22] <= 451.5\ngini = 0.5\nsamples = 20\nvalue = [10, 10]"] ;
283 -> 284 ;
285 [label="X[21] <= 61.5\ngini = 0.494\nsamples = 18\nvalue = [8, 10]"] ;
284 -> 285 ;
286 [label="X[7] <= -1.5\ngini = 0.498\nsamples = 15\nvalue = [8, 7]"] ;
285 -> 286 ;
287 [label="X[20] <= 1241.5\ngini = 0.497\nsamples = 13\nvalue = [6, 7]"] ;
286 -> 287 ;
288 [label="X[22] <= 282.0\ngini = 0.486\nsamples = 12\nvalue = [5, 7]"] ;
287 -> 288 ;
289 [label="X[4] <= 29.5\ngini = 0.463\nsamples = 11\nvalue = [4, 7]"] ;
288 -> 289 ;
290 [label="X[4] <= 27.5\ngini = 0.42\nsamples = 10\nvalue = [3, 7]"] ;
289 -> 290 ;
291 [label="X[4] <= 26.5\ngini = 0.49\nsamples = 7\nvalue = [3, 4]"] ;
290 -> 291 ;
292 [label="X[0] <= 85000.0\ngini = 0.375\nsamples = 4\nvalue = [1, 3]"] ;
291 -> 292 ;
293 [label="gini = 0.0\nsamples = 3\nvalue = [0, 3]"] ;
292 -> 293 ;
294 [label="gini = 0.0\nsamples = 1\nvalue = [1, 0]"] ;
292 -> 294 ;
295 [label="X[0] <= 100000.0\ngini = 0.444\nsamples = 3\nvalue = [2, 1]"] ;
291 -> 295 ;
296 [label="gini = 0.0\nsamples = 2\nvalue = [2, 0]"] ;
295 -> 296 ;
297 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]"] ;
295 -> 297 ;
298 [label="gini = 0.0\nsamples = 3\nvalue = [0, 3]"] ;
290 -> 298 ;
299 [label="gini = 0.0\nsamples = 1\nvalue = [1, 0]"] ;
289 -> 299 ;
300 [label="gini = 0.0\nsamples = 1\nvalue = [1, 0]"] ;
288 -> 300 ;
301 [label="gini = 0.0\nsamples = 1\nvalue = [1, 0]"] ;
287 -> 301 ;
302 [label="gini = 0.0\nsamples = 2\nvalue = [2, 0]"] ;
286 -> 302 ;
303 [label="gini = 0.0\nsamples = 3\nvalue = [0, 3]"] ;
285 -> 303 ;
304 [label="gini = 0.0\nsamples = 2\nvalue = [2, 0]"] ;
284 -> 304 ;
305 [label="X[1] <= 1.5\ngini = 0.298\nsamples = 11\nvalue = [9, 2]"] ;
283 -> 305 ;
306 [label="X[4] <= 33.5\ngini = 0.5\nsamples = 4\nvalue = [2, 2]"] ;
305 -> 306 ;
307 [label="gini = 0.0\nsamples = 1\nvalue = [1, 0]"] ;
306 -> 307 ;
308 [label="X[0] <= 90000.0\ngini = 0.444\nsamples = 3\nvalue = [1, 2]"] ;
306 -> 308 ;
309 [label="gini = 0.0\nsamples = 2\nvalue = [0, 2]"] ;
308 -> 309 ;
310 [label="gini = 0.0\nsamples = 1\nvalue = [1, 0]"] ;
308 -> 310 ;
311 [label="gini = 0.0\nsamples = 7\nvalue = [7, 0]"] ;
305 -> 311 ;
312 [label="gini = 0.0\nsamples = 9\nvalue = [9, 0]"] ;
266 -> 312 ;
313 [label="X[4] <= 35.5\ngini = 0.202\nsamples = 35\nvalue = [31, 4]"] ;
265 -> 313 ;
314 [label="X[2] <= 1.5\ngini = 0.128\nsamples = 29\nvalue = [27, 2]"] ;
313 -> 314 ;
315 [label="X[4] <= 27.5\ngini = 0.245\nsamples = 14\nvalue = [12, 2]"] ;
314 -> 315 ;
316 [label="X[4] <= 26.0\ngini = 0.5\nsamples = 2\nvalue = [1, 1]"] ;
315 -> 316 ;
317 [label="gini = 0.0\nsamples = 1\nvalue = [1, 0]"] ;
316 -> 317 ;
318 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]"] ;
316 -> 318 ;
319 [label="X[4] <= 32.5\ngini = 0.153\nsamples = 12\nvalue = [11, 1]"] ;
315 -> 319 ;
320 [label="gini = 0.0\nsamples = 9\nvalue = [9, 0]"] ;
319 -> 320 ;
321 [label="X[4] <= 33.5\ngini = 0.444\nsamples = 3\nvalue = [2, 1]"] ;
319 -> 321 ;
322 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]"] ;
321 -> 322 ;
323 [label="gini = 0.0\nsamples = 2\nvalue = [2, 0]"] ;
321 -> 323 ;
324 [label="gini = 0.0\nsamples = 15\nvalue = [15, 0]"] ;
314 -> 324 ;
325 [label="X[4] <= 37.0\ngini = 0.444\nsamples = 6\nvalue = [4, 2]"] ;
313 -> 325 ;
326 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]"] ;
325 -> 326 ;
327 [label="X[0] <= 135000.0\ngini = 0.32\nsamples = 5\nvalue = [4, 1]"] ;
325 -> 327 ;
328 [label="gini = 0.0\nsamples = 4\nvalue = [4, 0]"] ;
327 -> 328 ;
329 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]"] ;
327 -> 329 ;
330 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]"] ;
264 -> 330 ;
331 [label="X[22] <= 499.5\ngini = 0.069\nsamples = 28\nvalue = [27, 1]"] ;
263 -> 331 ;
332 [label="gini = 0.0\nsamples = 26\nvalue = [26, 0]"] ;
331 -> 332 ;
333 [label="X[18] <= 368.0\ngini = 0.5\nsamples = 2\nvalue = [1, 1]"] ;
331 -> 333 ;
334 [label="gini = 0.0\nsamples = 1\nvalue = [1, 0]"] ;
333 -> 334 ;
335 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]"] ;
333 -> 335 ;
336 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]"] ;
262 -> 336 ;
337 [label="X[7] <= 0.5\ngini = 0.422\nsamples = 159\nvalue = [111, 48]"] ;
261 -> 337 ;
338 [label="X[15] <= 4845.0\ngini = 0.408\nsamples = 154\nvalue = [110, 44]"] ;
337 -> 338 ;
339 [label="X[20] <= 325.5\ngini = 0.4\nsamples = 152\nvalue = [110, 42]"] ;
338 -> 339 ;
340 [label="X[21] <= 404.0\ngini = 0.423\nsamples = 138\nvalue = [96, 42]"] ;
339 -> 340 ;
341 [label="X[4] <= 30.5\ngini = 0.415\nsamples = 136\nvalue = [96, 40]"] ;
340 -> 341 ;
342 [label="X[2] <= 1.5\ngini = 0.471\nsamples = 50\nvalue = [31, 19]"] ;
341 -> 342 ;
343 [label="X[4] <= 28.5\ngini = 0.418\nsamples = 37\nvalue = [26, 11]"] ;
342 -> 343 ;
344 [label="X[0] <= 205000.0\ngini = 0.133\nsamples = 14\nvalue = [13, 1]"] ;
343 -> 344 ;
345 [label="gini = 0.0\nsamples = 8\nvalue = [8, 0]"] ;
344 -> 345 ;
346 [label="X[4] <= 27.0\ngini = 0.278\nsamples = 6\nvalue = [5, 1]"] ;
344 -> 346 ;
347 [label="gini = 0.0\nsamples = 3\nvalue = [3, 0]"] ;
346 -> 347 ;
348 [label="X[1] <= 1.5\ngini = 0.444\nsamples = 3\nvalue = [2, 1]"] ;
346 -> 348 ;
349 [label="gini = 0.0\nsamples = 1\nvalue = [1, 0]"] ;
348 -> 349 ;
350 [label="X[3] <= 1.5\ngini = 0.5\nsamples = 2\nvalue = [1, 1]"] ;
348 -> 350 ;
351 [label="gini = 0.0\nsamples = 1\nvalue = [1, 0]"] ;
350 -> 351 ;
352 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]"] ;
350 -> 352 ;
353 [label="X[0] <= 165000.0\ngini = 0.491\nsamples = 23\nvalue = [13, 10]"] ;
343 -> 353 ;
354 [label="X[1] <= 1.5\ngini = 0.278\nsamples = 6\nvalue = [5, 1]"] ;
353 -> 354 ;
355 [label="X[17] <= 3142.5\ngini = 0.5\nsamples = 2\nvalue = [1, 1]"] ;
354 -> 355 ;
356 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]"] ;
355 -> 356 ;
357 [label="gini = 0.0\nsamples = 1\nvalue = [1, 0]"] ;
355 -> 357 ;
358 [label="gini = 0.0\nsamples = 4\nvalue = [4, 0]"] ;
354 -> 358 ;
359 [label="X[0] <= 220000.0\ngini = 0.498\nsamples = 17\nvalue = [8, 9]"] ;
353 -> 359 ;
360 [label="X[13] <= 49.5\ngini = 0.375\nsamples = 8\nvalue = [2, 6]"] ;
359 -> 360 ;
361 [label="gini = 0.0\nsamples = 5\nvalue = [0, 5]"] ;
360 -> 361 ;
362 [label="X[4] <= 29.5\ngini = 0.444\nsamples = 3\nvalue = [2, 1]"] ;
360 -> 362 ;
363 [label="gini = 0.0\nsamples = 2\nvalue = [2, 0]"] ;
362 -> 363 ;
364 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]"] ;
362 -> 364 ;
365 [label="X[4] <= 29.5\ngini = 0.444\nsamples = 9\nvalue = [6, 3]"] ;
359 -> 365 ;
366 [label="X[3] <= 2.5\ngini = 0.48\nsamples = 5\nvalue = [2, 3]"] ;
365 -> 366 ;
367 [label="X[0] <= 245000.0\ngini = 0.375\nsamples = 4\nvalue = [1, 3]"] ;
366 -> 367 ;
368 [label="gini = 0.0\nsamples = 2\nvalue = [0, 2]"] ;
367 -> 368 ;
369 [label="X[0] <= 270000.0\ngini = 0.5\nsamples = 2\nvalue = [1, 1]"] ;
367 -> 369 ;
370 [label="gini = 0.0\nsamples = 1\nvalue = [1, 0]"] ;
369 -> 370 ;
371 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]"] ;
369 -> 371 ;
372 [label="gini = 0.0\nsamples = 1\nvalue = [1, 0]"] ;
366 -> 372 ;
373 [label="gini = 0.0\nsamples = 4\nvalue = [4, 0]"] ;
365 -> 373 ;
374 [label="X[12] <= 104.0\ngini = 0.473\nsamples = 13\nvalue = [5, 8]"] ;
342 -> 374 ;
375 [label="X[13] <= 116.5\ngini = 0.5\nsamples = 10\nvalue = [5, 5]"] ;
374 -> 375 ;
376 [label="X[22] <= 462.5\ngini = 0.469\nsamples = 8\nvalue = [3, 5]"] ;
375 -> 376 ;
377 [label="X[4] <= 28.5\ngini = 0.408\nsamples = 7\nvalue = [2, 5]"] ;
376 -> 377 ;
378 [label="X[1] <= 1.5\ngini = 0.48\nsamples = 5\nvalue = [2, 3]"] ;
377 -> 378 ;
379 [label="gini = 0.0\nsamples = 1\nvalue = [1, 0]"] ;
378 -> 379 ;
380 [label="X[4] <= 27.5\ngini = 0.375\nsamples = 4\nvalue = [1, 3]"] ;
378 -> 380 ;
381 [label="gini = 0.0\nsamples = 3\nvalue = [0, 3]"] ;
380 -> 381 ;
382 [label="gini = 0.0\nsamples = 1\nvalue = [1, 0]"] ;
380 -> 382 ;
383 [label="gini = 0.0\nsamples = 2\nvalue = [0, 2]"] ;
377 -> 383 ;
384 [label="gini = 0.0\nsamples = 1\nvalue = [1, 0]"] ;
376 -> 384 ;
385 [label="gini = 0.0\nsamples = 2\nvalue = [2, 0]"] ;
375 -> 385 ;
386 [label="gini = 0.0\nsamples = 3\nvalue = [0, 3]"] ;
374 -> 386 ;
387 [label="X[21] <= 320.5\ngini = 0.369\nsamples = 86\nvalue = [65, 21]"] ;
341 -> 387 ;
388 [label="X[12] <= 26.5\ngini = 0.36\nsamples = 85\nvalue = [65, 20]"] ;
387 -> 388 ;
389 [label="X[16] <= 194.5\ngini = 0.404\nsamples = 64\nvalue = [46, 18]"] ;
388 -> 389 ;
390 [label="X[13] <= 1570.0\ngini = 0.394\nsamples = 63\nvalue = [46, 17]"] ;
389 -> 390 ;
391 [label="X[0] <= 225000.0\ngini = 0.383\nsamples = 62\nvalue = [46, 16]"] ;
390 -> 391 ;
392 [label="X[0] <= 190000.0\ngini = 0.331\nsamples = 43\nvalue = [34, 9]"] ;
391 -> 392 ;
393 [label="X[4] <= 37.0\ngini = 0.42\nsamples = 20\nvalue = [14, 6]"] ;
392 -> 393 ;
394 [label="X[3] <= 1.5\ngini = 0.278\nsamples = 12\nvalue = [10, 2]"] ;
393 -> 394 ;
395 [label="X[0] <= 155000.0\ngini = 0.198\nsamples = 9\nvalue = [8, 1]"] ;
394 -> 395 ;
396 [label="X[4] <= 32.5\ngini = 0.32\nsamples = 5\nvalue = [4, 1]"] ;
395 -> 396 ;
397 [label="gini = 0.0\nsamples = 2\nvalue = [2, 0]"] ;
396 -> 397 ;
398 [label="X[1] <= 1.5\ngini = 0.444\nsamples = 3\nvalue = [2, 1]"] ;
396 -> 398 ;
399 [label="gini = 0.0\nsamples = 1\nvalue = [1, 0]"] ;
398 -> 399 ;
400 [label="X[4] <= 34.0\ngini = 0.5\nsamples = 2\nvalue = [1, 1]"] ;
398 -> 400 ;
401 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]"] ;
400 -> 401 ;
402 [label="gini = 0.0\nsamples = 1\nvalue = [1, 0]"] ;
400 -> 402 ;
403 [label="gini = 0.0\nsamples = 4\nvalue = [4, 0]"] ;
395 -> 403 ;
404 [label="X[4] <= 31.5\ngini = 0.444\nsamples = 3\nvalue = [2, 1]"] ;
394 -> 404 ;
405 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]"] ;
404 -> 405 ;
406 [label="gini = 0.0\nsamples = 2\nvalue = [2, 0]"] ;
404 -> 406 ;
407 [label="X[4] <= 40.5\ngini = 0.5\nsamples = 8\nvalue = [4, 4]"] ;
393 -> 407 ;
408 [label="X[4] <= 39.5\ngini = 0.49\nsamples = 7\nvalue = [4, 3]"] ;
407 -> 408 ;
409 [label="X[0] <= 170000.0\ngini = 0.48\nsamples = 5\nvalue = [2, 3]"] ;
408 -> 409 ;
410 [label="gini = 0.0\nsamples = 2\nvalue = [0, 2]"] ;
409 -> 410 ;
411 [label="X[4] <= 38.5\ngini = 0.444\nsamples = 3\nvalue = [2, 1]"] ;
409 -> 411 ;
412 [label="gini = 0.0\nsamples = 1\nvalue = [1, 0]"] ;
411 -> 412 ;
413 [label="X[1] <= 1.5\ngini = 0.5\nsamples = 2\nvalue = [1, 1]"] ;
411 -> 413 ;
414 [label="gini = 0.0\nsamples = 1\nvalue = [1, 0]"] ;
413 -> 414 ;
415 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]"] ;
413 -> 415 ;
416 [label="gini = 0.0\nsamples = 2\nvalue = [2, 0]"] ;
408 -> 416 ;
417 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]"] ;
407 -> 417 ;
418 [label="X[2] <= 1.5\ngini = 0.227\nsamples = 23\nvalue = [20, 3]"] ;
392 -> 418 ;
419 [label="X[4] <= 31.5\ngini = 0.337\nsamples = 14\nvalue = [11, 3]"] ;
418 -> 419 ;
420 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]"] ;
419 -> 420 ;
421 [label="X[4] <= 38.0\ngini = 0.26\nsamples = 13\nvalue = [11, 2]"] ;
419 -> 421 ;
422 [label="X[4] <= 36.5\ngini = 0.375\nsamples = 8\nvalue = [6, 2]"] ;
421 -> 422 ;
423 [label="X[4] <= 34.5\ngini = 0.245\nsamples = 7\nvalue = [6, 1]"] ;
422 -> 423 ;
424 [label="X[4] <= 33.5\ngini = 0.375\nsamples = 4\nvalue = [3, 1]"] ;
423 -> 424 ;
425 [label="gini = 0.0\nsamples = 2\nvalue = [2, 0]"] ;
424 -> 425 ;
426 [label="gini = 0.5\nsamples = 2\nvalue = [1, 1]"] ;
424 -> 426 ;
427 [label="gini = 0.0\nsamples = 3\nvalue = [3, 0]"] ;
423 -> 427 ;
428 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]"] ;
422 -> 428 ;
429 [label="gini = 0.0\nsamples = 5\nvalue = [5, 0]"] ;
421 -> 429 ;
430 [label="gini = 0.0\nsamples = 9\nvalue = [9, 0]"] ;
418 -> 430 ;
431 [label="X[3] <= 1.5\ngini = 0.465\nsamples = 19\nvalue = [12, 7]"] ;
391 -> 431 ;
432 [label="X[5] <= 0.0\ngini = 0.397\nsamples = 11\nvalue = [8, 3]"] ;
431 -> 432 ;
433 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]"] ;
432 -> 433 ;
434 [label="X[4] <= 38.5\ngini = 0.32\nsamples = 10\nvalue = [8, 2]"] ;
432 -> 434 ;
435 [label="X[1] <= 1.5\ngini = 0.219\nsamples = 8\nvalue = [7, 1]"] ;
434 -> 435 ;
436 [label="X[4] <= 36.5\ngini = 0.444\nsamples = 3\nvalue = [2, 1]"] ;
435 -> 436 ;
437 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]"] ;
436 -> 437 ;
438 [label="gini = 0.0\nsamples = 2\nvalue = [2, 0]"] ;
436 -> 438 ;
439 [label="gini = 0.0\nsamples = 5\nvalue = [5, 0]"] ;
435 -> 439 ;
440 [label="X[0] <= 235000.0\ngini = 0.5\nsamples = 2\nvalue = [1, 1]"] ;
434 -> 440 ;
441 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]"] ;
440 -> 441 ;
442 [label="gini = 0.0\nsamples = 1\nvalue = [1, 0]"] ;
440 -> 442 ;
443 [label="X[1] <= 1.5\ngini = 0.5\nsamples = 8\nvalue = [4, 4]"] ;
431 -> 443 ;
444 [label="X[2] <= 1.5\ngini = 0.375\nsamples = 4\nvalue = [3, 1]"] ;
443 -> 444 ;
445 [label="X[4] <= 35.0\ngini = 0.5\nsamples = 2\nvalue = [1, 1]"] ;
444 -> 445 ;
446 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]"] ;
445 -> 446 ;
447 [label="gini = 0.0\nsamples = 1\nvalue = [1, 0]"] ;
445 -> 447 ;
448 [label="gini = 0.0\nsamples = 2\nvalue = [2, 0]"] ;
444 -> 448 ;
449 [label="X[6] <= -1.5\ngini = 0.375\nsamples = 4\nvalue = [1, 3]"] ;
443 -> 449 ;
450 [label="gini = 0.0\nsamples = 3\nvalue = [0, 3]"] ;
449 -> 450 ;
451 [label="gini = 0.0\nsamples = 1\nvalue = [1, 0]"] ;
449 -> 451 ;
452 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]"] ;
390 -> 452 ;
453 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]"] ;
389 -> 453 ;
454 [label="X[12] <= 620.5\ngini = 0.172\nsamples = 21\nvalue = [19, 2]"] ;
388 -> 454 ;
455 [label="gini = 0.0\nsamples = 13\nvalue = [13, 0]"] ;
454 -> 455 ;
456 [label="X[12] <= 814.0\ngini = 0.375\nsamples = 8\nvalue = [6, 2]"] ;
454 -> 456 ;
457 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]"] ;
456 -> 457 ;
458 [label="X[0] <= 185000.0\ngini = 0.245\nsamples = 7\nvalue = [6, 1]"] ;
456 -> 458 ;
459 [label="X[8] <= -1.5\ngini = 0.5\nsamples = 2\nvalue = [1, 1]"] ;
458 -> 459 ;
460 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]"] ;
459 -> 460 ;
461 [label="gini = 0.0\nsamples = 1\nvalue = [1, 0]"] ;
459 -> 461 ;
462 [label="gini = 0.0\nsamples = 5\nvalue = [5, 0]"] ;
458 -> 462 ;
463 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]"] ;
387 -> 463 ;
464 [label="gini = 0.0\nsamples = 2\nvalue = [0, 2]"] ;
340 -> 464 ;
465 [label="gini = 0.0\nsamples = 14\nvalue = [14, 0]"] ;
339 -> 465 ;
466 [label="gini = 0.0\nsamples = 2\nvalue = [0, 2]"] ;
338 -> 466 ;
467 [label="X[18] <= 0.5\ngini = 0.32\nsamples = 5\nvalue = [1, 4]"] ;
337 -> 467 ;
468 [label="gini = 0.0\nsamples = 4\nvalue = [0, 4]"] ;
467 -> 468 ;
469 [label="gini = 0.0\nsamples = 1\nvalue = [1, 0]"] ;
467 -> 469 ;
470 [label="X[20] <= 498.5\ngini = 0.212\nsamples = 58\nvalue = [51, 7]"] ;
260 -> 470 ;
471 [label="gini = 0.0\nsamples = 31\nvalue = [31, 0]"] ;
470 -> 471 ;
472 [label="X[11] <= 303.0\ngini = 0.384\nsamples = 27\nvalue = [20, 7]"] ;
470 -> 472 ;
473 [label="X[15] <= 525.0\ngini = 0.32\nsamples = 25\nvalue = [20, 5]"] ;
472 -> 473 ;
474 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]"] ;
473 -> 474 ;
475 [label="X[4] <= 40.0\ngini = 0.278\nsamples = 24\nvalue = [20, 4]"] ;
473 -> 475 ;
476 [label="X[18] <= 1.0\ngini = 0.227\nsamples = 23\nvalue = [20, 3]"] ;
475 -> 476 ;
477 [label="X[4] <= 31.5\ngini = 0.375\nsamples = 12\nvalue = [9, 3]"] ;
476 -> 477 ;
478 [label="X[0] <= 175000.0\ngini = 0.5\nsamples = 6\nvalue = [3, 3]"] ;
477 -> 478 ;
479 [label="gini = 0.0\nsamples = 2\nvalue = [0, 2]"] ;
478 -> 479 ;
480 [label="X[7] <= -1.5\ngini = 0.375\nsamples = 4\nvalue = [3, 1]"] ;
478 -> 480 ;
481 [label="gini = 0.0\nsamples = 3\nvalue = [3, 0]"] ;
480 -> 481 ;
482 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]"] ;
480 -> 482 ;
483 [label="gini = 0.0\nsamples = 6\nvalue = [6, 0]"] ;
477 -> 483 ;
484 [label="gini = 0.0\nsamples = 11\nvalue = [11, 0]"] ;
476 -> 484 ;
485 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]"] ;
475 -> 485 ;
486 [label="gini = 0.0\nsamples = 2\nvalue = [0, 2]"] ;
472 -> 486 ;
487 [label="X[13] <= 3323.0\ngini = 0.433\nsamples = 82\nvalue = [56, 26]"] ;
259 -> 487 ;
488 [label="X[21] <= 3972.0\ngini = 0.413\nsamples = 79\nvalue = [56, 23]"] ;
487 -> 488 ;
489 [label="X[15] <= 410.5\ngini = 0.397\nsamples = 77\nvalue = [56, 21]"] ;
488 -> 489 ;
490 [label="X[4] <= 36.5\ngini = 0.32\nsamples = 50\nvalue = [40, 10]"] ;
489 -> 490 ;
491 [label="X[11] <= 365.0\ngini = 0.175\nsamples = 31\nvalue = [28, 3]"] ;
490 -> 491 ;
492 [label="X[2] <= 1.5\ngini = 0.375\nsamples = 12\nvalue = [9, 3]"] ;
491 -> 492 ;
493 [label="X[22] <= 229.0\ngini = 0.5\nsamples = 6\nvalue = [3, 3]"] ;
492 -> 493 ;
494 [label="gini = 0.0\nsamples = 2\nvalue = [0, 2]"] ;
493 -> 494 ;
495 [label="X[4] <= 32.5\ngini = 0.375\nsamples = 4\nvalue = [3, 1]"] ;
493 -> 495 ;
496 [label="gini = 0.0\nsamples = 3\nvalue = [3, 0]"] ;
495 -> 496 ;
497 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]"] ;
495 -> 497 ;
498 [label="gini = 0.0\nsamples = 6\nvalue = [6, 0]"] ;
492 -> 498 ;
499 [label="gini = 0.0\nsamples = 19\nvalue = [19, 0]"] ;