titanic-py/tree.dot at master · dlotter/titanic-py · GitHub

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digraph Tree {
node [shape=box] ;
0 [label="Sex <= 0.5\ngini = 0.473\nsamples = 891\nvalue = [549, 342]"] ;
1 [label="Age <= 6.5\ngini = 0.306\nsamples = 577\nvalue = [468, 109]"] ;
0 -> 1 [labeldistance=2.5, labelangle=45, headlabel="True"] ;
2 [label="SibSp <= 2.5\ngini = 0.444\nsamples = 24\nvalue = [8, 16]"] ;
1 -> 2 ;
3 [label="gini = 0.0\nsamples = 15\nvalue = [0, 15]"] ;
2 -> 3 ;
4 [label="Age <= 2.5\ngini = 0.198\nsamples = 9\nvalue = [8, 1]"] ;
2 -> 4 ;
5 [label="gini = 0.0\nsamples = 5\nvalue = [5, 0]"] ;
4 -> 5 ;
6 [label="Fare <= 31.331\ngini = 0.375\nsamples = 4\nvalue = [3, 1]"] ;
4 -> 6 ;
7 [label="gini = 0.0\nsamples = 3\nvalue = [3, 0]"] ;
6 -> 7 ;
8 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]"] ;
6 -> 8 ;
9 [label="Pclass <= 1.5\ngini = 0.28\nsamples = 553\nvalue = [460, 93]"] ;
1 -> 9 ;
10 [label="Fare <= 26.144\ngini = 0.46\nsamples = 120\nvalue = [77, 43]"] ;
9 -> 10 ;
11 [label="gini = 0.0\nsamples = 10\nvalue = [10, 0]"] ;
10 -> 11 ;
12 [label="Age <= 53.0\ngini = 0.476\nsamples = 110\nvalue = [67, 43]"] ;
10 -> 12 ;
13 [label="Fare <= 27.135\ngini = 0.495\nsamples = 89\nvalue = [49, 40]"] ;
12 -> 13 ;
14 [label="Fare <= 26.469\ngini = 0.26\nsamples = 13\nvalue = [2, 11]"] ;
13 -> 14 ;
15 [label="gini = 0.0\nsamples = 4\nvalue = [0, 4]"] ;
14 -> 15 ;
16 [label="gini = 0.346\nsamples = 9\nvalue = [2, 7]"] ;
14 -> 16 ;
17 [label="Fare <= 387.665\ngini = 0.472\nsamples = 76\nvalue = [47, 29]"] ;
13 -> 17 ;
18 [label="gini = 0.463\nsamples = 74\nvalue = [47, 27]"] ;
17 -> 18 ;
19 [label="gini = 0.0\nsamples = 2\nvalue = [0, 2]"] ;
17 -> 19 ;
20 [label="Age <= 75.5\ngini = 0.245\nsamples = 21\nvalue = [18, 3]"] ;
12 -> 20 ;
21 [label="Embarked <= 0.5\ngini = 0.18\nsamples = 20\nvalue = [18, 2]"] ;
20 -> 21 ;
22 [label="gini = 0.0\nsamples = 12\nvalue = [12, 0]"] ;
21 -> 22 ;
23 [label="gini = 0.375\nsamples = 8\nvalue = [6, 2]"] ;
21 -> 23 ;
24 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]"] ;
20 -> 24 ;
25 [label="Fare <= 51.698\ngini = 0.204\nsamples = 433\nvalue = [383, 50]"] ;
9 -> 25 ;
26 [label="Age <= 13.0\ngini = 0.193\nsamples = 417\nvalue = [372, 45]"] ;
25 -> 26 ;
27 [label="SibSp <= 2.0\ngini = 0.444\nsamples = 12\nvalue = [8, 4]"] ;
26 -> 27 ;
28 [label="SibSp <= 0.5\ngini = 0.32\nsamples = 5\nvalue = [1, 4]"] ;
27 -> 28 ;
29 [label="gini = 0.5\nsamples = 2\nvalue = [1, 1]"] ;
28 -> 29 ;
30 [label="gini = 0.0\nsamples = 3\nvalue = [0, 3]"] ;
28 -> 30 ;
31 [label="gini = 0.0\nsamples = 7\nvalue = [7, 0]"] ;
27 -> 31 ;
32 [label="Age <= 32.25\ngini = 0.182\nsamples = 405\nvalue = [364, 41]"] ;
26 -> 32 ;
33 [label="Age <= 30.75\ngini = 0.206\nsamples = 300\nvalue = [265, 35]"] ;
32 -> 33 ;
34 [label="gini = 0.185\nsamples = 282\nvalue = [253, 29]"] ;
33 -> 34 ;
35 [label="gini = 0.444\nsamples = 18\nvalue = [12, 6]"] ;
33 -> 35 ;
36 [label="Fare <= 7.91\ngini = 0.108\nsamples = 105\nvalue = [99, 6]"] ;
32 -> 36 ;
37 [label="gini = 0.0\nsamples = 32\nvalue = [32, 0]"] ;
36 -> 37 ;
38 [label="gini = 0.151\nsamples = 73\nvalue = [67, 6]"] ;
36 -> 38 ;
39 [label="Fare <= 63.023\ngini = 0.43\nsamples = 16\nvalue = [11, 5]"] ;
25 -> 39 ;
40 [label="Age <= 30.0\ngini = 0.408\nsamples = 7\nvalue = [2, 5]"] ;
39 -> 40 ;
41 [label="Age <= 27.0\ngini = 0.48\nsamples = 5\nvalue = [2, 3]"] ;
40 -> 41 ;
42 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]"] ;
41 -> 42 ;
43 [label="gini = 0.5\nsamples = 4\nvalue = [2, 2]"] ;
41 -> 43 ;
44 [label="gini = 0.0\nsamples = 2\nvalue = [0, 2]"] ;
40 -> 44 ;
45 [label="gini = 0.0\nsamples = 9\nvalue = [9, 0]"] ;
39 -> 45 ;
46 [label="Pclass <= 2.5\ngini = 0.383\nsamples = 314\nvalue = [81, 233]"] ;
0 -> 46 [labeldistance=2.5, labelangle=-45, headlabel="False"] ;
47 [label="Age <= 2.5\ngini = 0.1\nsamples = 170\nvalue = [9, 161]"] ;
46 -> 47 ;
48 [label="Pclass <= 1.5\ngini = 0.5\nsamples = 2\nvalue = [1, 1]"] ;
47 -> 48 ;
49 [label="gini = 0.0\nsamples = 1\nvalue = [1, 0]"] ;
48 -> 49 ;
50 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]"] ;
48 -> 50 ;
51 [label="Fare <= 28.856\ngini = 0.091\nsamples = 168\nvalue = [8, 160]"] ;
47 -> 51 ;
52 [label="Fare <= 28.231\ngini = 0.182\nsamples = 69\nvalue = [7, 62]"] ;
51 -> 52 ;
53 [label="Age <= 56.0\ngini = 0.161\nsamples = 68\nvalue = [6, 62]"] ;
52 -> 53 ;
54 [label="SibSp <= 0.5\ngini = 0.14\nsamples = 66\nvalue = [5, 61]"] ;
53 -> 54 ;
55 [label="gini = 0.085\nsamples = 45\nvalue = [2, 43]"] ;
54 -> 55 ;
56 [label="gini = 0.245\nsamples = 21\nvalue = [3, 18]"] ;
54 -> 56 ;
57 [label="Pclass <= 1.5\ngini = 0.5\nsamples = 2\nvalue = [1, 1]"] ;
53 -> 57 ;
58 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]"] ;
57 -> 58 ;
59 [label="gini = 0.0\nsamples = 1\nvalue = [1, 0]"] ;
57 -> 59 ;
60 [label="gini = 0.0\nsamples = 1\nvalue = [1, 0]"] ;
52 -> 60 ;
61 [label="Parch <= 1.5\ngini = 0.02\nsamples = 99\nvalue = [1, 98]"] ;
51 -> 61 ;
62 [label="gini = 0.0\nsamples = 84\nvalue = [0, 84]"] ;
61 -> 62 ;
63 [label="Age <= 24.5\ngini = 0.124\nsamples = 15\nvalue = [1, 14]"] ;
61 -> 63 ;
64 [label="gini = 0.0\nsamples = 10\nvalue = [0, 10]"] ;
63 -> 64 ;
65 [label="Age <= 28.0\ngini = 0.32\nsamples = 5\nvalue = [1, 4]"] ;
63 -> 65 ;
66 [label="gini = 0.0\nsamples = 1\nvalue = [1, 0]"] ;
65 -> 66 ;
67 [label="gini = 0.0\nsamples = 4\nvalue = [0, 4]"] ;
65 -> 67 ;
68 [label="Fare <= 23.35\ngini = 0.5\nsamples = 144\nvalue = [72, 72]"] ;
46 -> 68 ;
69 [label="Age <= 36.5\ngini = 0.484\nsamples = 117\nvalue = [48, 69]"] ;
68 -> 69 ;
70 [label="Embarked <= 0.5\ngini = 0.472\nsamples = 110\nvalue = [42, 68]"] ;
69 -> 70 ;
71 [label="Fare <= 10.825\ngini = 0.499\nsamples = 57\nvalue = [27, 30]"] ;
70 -> 71 ;
72 [label="Fare <= 7.763\ngini = 0.489\nsamples = 33\nvalue = [19, 14]"] ;
71 -> 72 ;
73 [label="gini = 0.278\nsamples = 6\nvalue = [1, 5]"] ;
72 -> 73 ;
74 [label="gini = 0.444\nsamples = 27\nvalue = [18, 9]"] ;
72 -> 74 ;
75 [label="Fare <= 17.6\ngini = 0.444\nsamples = 24\nvalue = [8, 16]"] ;
71 -> 75 ;
76 [label="gini = 0.231\nsamples = 15\nvalue = [2, 13]"] ;
75 -> 76 ;
77 [label="gini = 0.444\nsamples = 9\nvalue = [6, 3]"] ;
75 -> 77 ;
78 [label="Age <= 29.75\ngini = 0.406\nsamples = 53\nvalue = [15, 38]"] ;
70 -> 78 ;
79 [label="Fare <= 15.373\ngini = 0.38\nsamples = 51\nvalue = [13, 38]"] ;
78 -> 79 ;
80 [label="gini = 0.439\nsamples = 40\nvalue = [13, 27]"] ;
79 -> 80 ;
81 [label="gini = 0.0\nsamples = 11\nvalue = [0, 11]"] ;
79 -> 81 ;
82 [label="gini = 0.0\nsamples = 2\nvalue = [2, 0]"] ;
78 -> 82 ;
83 [label="Age <= 55.0\ngini = 0.245\nsamples = 7\nvalue = [6, 1]"] ;
69 -> 83 ;
84 [label="gini = 0.0\nsamples = 6\nvalue = [6, 0]"] ;
83 -> 84 ;
85 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]"] ;
83 -> 85 ;
86 [label="Parch <= 0.5\ngini = 0.198\nsamples = 27\nvalue = [24, 3]"] ;
68 -> 86 ;
87 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]"] ;
86 -> 87 ;
88 [label="Age <= 5.5\ngini = 0.142\nsamples = 26\nvalue = [24, 2]"] ;
86 -> 88 ;
89 [label="Fare <= 31.331\ngini = 0.444\nsamples = 3\nvalue = [2, 1]"] ;
88 -> 89 ;
90 [label="gini = 0.0\nsamples = 2\nvalue = [2, 0]"] ;
89 -> 90 ;
91 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]"] ;
89 -> 91 ;
92 [label="Parch <= 4.5\ngini = 0.083\nsamples = 23\nvalue = [22, 1]"] ;
88 -> 92 ;
93 [label="gini = 0.0\nsamples = 18\nvalue = [18, 0]"] ;
92 -> 93 ;
94 [label="Age <= 38.5\ngini = 0.32\nsamples = 5\nvalue = [4, 1]"] ;
92 -> 94 ;
95 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]"] ;
94 -> 95 ;
96 [label="gini = 0.0\nsamples = 4\nvalue = [4, 0]"] ;
94 -> 96 ;
}