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churn_tree.dot
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digraph Tree {
node [shape=box, style="filled", color="black"] ;
0 [label="Total day minutes <= 264.45\ngini = 0.255\nsamples = 2333\nvalue = [1983, 350]", fillcolor="#e58139d2"] ;
1 [label="Customer service calls <= 3.5\ngini = 0.2064\nsamples = 2182\nvalue = [1927, 255]", fillcolor="#e58139dd"] ;
0 -> 1 [labeldistance=2.5, labelangle=45, headlabel="True"] ;
2 [label="International plan <= 0.5\ngini = 0.1486\nsamples = 2004\nvalue = [1842, 162]", fillcolor="#e58139e9"] ;
1 -> 2 ;
3 [label="Total day charge <= 38.185\ngini = 0.0956\nsamples = 1828\nvalue = [1736, 92]", fillcolor="#e58139f1"] ;
2 -> 3 ;
4 [label="Account length <= 224.5\ngini = 0.0557\nsamples = 1570\nvalue = [1525, 45]", fillcolor="#e58139f7"] ;
3 -> 4 ;
5 [label="Total eve charge <= 27.965\ngini = 0.0545\nsamples = 1568\nvalue = [1524, 44]", fillcolor="#e58139f8"] ;
4 -> 5 ;
6 [label="gini = 0.0524\nsamples = 1560\nvalue = [1518, 42]", fillcolor="#e58139f8"] ;
5 -> 6 ;
7 [label="gini = 0.375\nsamples = 8\nvalue = [6, 2]", fillcolor="#e58139aa"] ;
5 -> 7 ;
8 [label="Area code <= 462.5\ngini = 0.5\nsamples = 2\nvalue = [1, 1]", fillcolor="#e5813900"] ;
4 -> 8 ;
9 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]", fillcolor="#399de5ff"] ;
8 -> 9 ;
10 [label="gini = 0.0\nsamples = 1\nvalue = [1, 0]", fillcolor="#e58139ff"] ;
8 -> 10 ;
11 [label="Total eve minutes <= 266.7\ngini = 0.298\nsamples = 258\nvalue = [211, 47]", fillcolor="#e58139c6"] ;
3 -> 11 ;
12 [label="Total eve minutes <= 242.35\ngini = 0.1876\nsamples = 229\nvalue = [205, 24]", fillcolor="#e58139e1"] ;
11 -> 12 ;
13 [label="gini = 0.1227\nsamples = 198\nvalue = [185, 13]", fillcolor="#e58139ed"] ;
12 -> 13 ;
14 [label="gini = 0.4579\nsamples = 31\nvalue = [20, 11]", fillcolor="#e5813973"] ;
12 -> 14 ;
15 [label="Number vmail messages <= 5.5\ngini = 0.3282\nsamples = 29\nvalue = [6, 23]", fillcolor="#399de5bc"] ;
11 -> 15 ;
16 [label="gini = 0.0799\nsamples = 24\nvalue = [1, 23]", fillcolor="#399de5f4"] ;
15 -> 16 ;
17 [label="gini = 0.0\nsamples = 5\nvalue = [5, 0]", fillcolor="#e58139ff"] ;
15 -> 17 ;
18 [label="Total intl calls <= 2.5\ngini = 0.4791\nsamples = 176\nvalue = [106, 70]", fillcolor="#e5813957"] ;
2 -> 18 ;
19 [label="gini = 0.0\nsamples = 39\nvalue = [0, 39]", fillcolor="#399de5ff"] ;
18 -> 19 ;
20 [label="Total intl charge <= 3.535\ngini = 0.3502\nsamples = 137\nvalue = [106, 31]", fillcolor="#e58139b4"] ;
18 -> 20 ;
21 [label="Total eve charge <= 27.615\ngini = 0.086\nsamples = 111\nvalue = [106, 5]", fillcolor="#e58139f3"] ;
20 -> 21 ;
22 [label="gini = 0.054\nsamples = 108\nvalue = [105, 3]", fillcolor="#e58139f8"] ;
21 -> 22 ;
23 [label="gini = 0.4444\nsamples = 3\nvalue = [1, 2]", fillcolor="#399de57f"] ;
21 -> 23 ;
24 [label="gini = 0.0\nsamples = 26\nvalue = [0, 26]", fillcolor="#399de5ff"] ;
20 -> 24 ;
25 [label="Total day charge <= 27.185\ngini = 0.499\nsamples = 178\nvalue = [85, 93]", fillcolor="#399de516"] ;
1 -> 25 ;
26 [label="Total eve charge <= 22.57\ngini = 0.2088\nsamples = 76\nvalue = [9, 67]", fillcolor="#399de5dd"] ;
25 -> 26 ;
27 [label="Total day charge <= 23.565\ngini = 0.1528\nsamples = 72\nvalue = [6, 66]", fillcolor="#399de5e8"] ;
26 -> 27 ;
28 [label="gini = 0.0\nsamples = 41\nvalue = [0, 41]", fillcolor="#399de5ff"] ;
27 -> 28 ;
29 [label="Total eve charge <= 19.725\ngini = 0.3122\nsamples = 31\nvalue = [6, 25]", fillcolor="#399de5c2"] ;
27 -> 29 ;
30 [label="gini = 0.1913\nsamples = 28\nvalue = [3, 25]", fillcolor="#399de5e0"] ;
29 -> 30 ;
31 [label="gini = 0.0\nsamples = 3\nvalue = [3, 0]", fillcolor="#e58139ff"] ;
29 -> 31 ;
32 [label="International plan <= 0.5\ngini = 0.375\nsamples = 4\nvalue = [3, 1]", fillcolor="#e58139aa"] ;
26 -> 32 ;
33 [label="gini = 0.0\nsamples = 3\nvalue = [3, 0]", fillcolor="#e58139ff"] ;
32 -> 33 ;
34 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]", fillcolor="#399de5ff"] ;
32 -> 34 ;
35 [label="Total eve charge <= 13.22\ngini = 0.3799\nsamples = 102\nvalue = [76, 26]", fillcolor="#e58139a8"] ;
25 -> 35 ;
36 [label="Total day charge <= 34.36\ngini = 0.4608\nsamples = 25\nvalue = [9, 16]", fillcolor="#399de570"] ;
35 -> 36 ;
37 [label="Total day calls <= 65.0\ngini = 0.2311\nsamples = 15\nvalue = [2, 13]", fillcolor="#399de5d8"] ;
36 -> 37 ;
38 [label="gini = 0.0\nsamples = 1\nvalue = [1, 0]", fillcolor="#e58139ff"] ;
37 -> 38 ;
39 [label="gini = 0.1327\nsamples = 14\nvalue = [1, 13]", fillcolor="#399de5eb"] ;
37 -> 39 ;
40 [label="Area code <= 411.5\ngini = 0.42\nsamples = 10\nvalue = [7, 3]", fillcolor="#e5813992"] ;
36 -> 40 ;
41 [label="gini = 0.0\nsamples = 2\nvalue = [0, 2]", fillcolor="#399de5ff"] ;
40 -> 41 ;
42 [label="gini = 0.2188\nsamples = 8\nvalue = [7, 1]", fillcolor="#e58139db"] ;
40 -> 42 ;
43 [label="Total day minutes <= 173.65\ngini = 0.226\nsamples = 77\nvalue = [67, 10]", fillcolor="#e58139d9"] ;
35 -> 43 ;
44 [label="Total eve minutes <= 208.9\ngini = 0.4567\nsamples = 17\nvalue = [11, 6]", fillcolor="#e5813974"] ;
43 -> 44 ;
45 [label="gini = 0.2449\nsamples = 7\nvalue = [1, 6]", fillcolor="#399de5d4"] ;
44 -> 45 ;
46 [label="gini = 0.0\nsamples = 10\nvalue = [10, 0]", fillcolor="#e58139ff"] ;
44 -> 46 ;
47 [label="Customer service calls <= 8.5\ngini = 0.1244\nsamples = 60\nvalue = [56, 4]", fillcolor="#e58139ed"] ;
43 -> 47 ;
48 [label="gini = 0.0965\nsamples = 59\nvalue = [56, 3]", fillcolor="#e58139f1"] ;
47 -> 48 ;
49 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]", fillcolor="#399de5ff"] ;
47 -> 49 ;
50 [label="Voice mail plan <= 0.5\ngini = 0.4666\nsamples = 151\nvalue = [56, 95]", fillcolor="#399de569"] ;
0 -> 50 [labeldistance=2.5, labelangle=-45, headlabel="False"] ;
51 [label="International plan <= 0.5\ngini = 0.2659\nsamples = 38\nvalue = [32, 6]", fillcolor="#e58139cf"] ;
50 -> 51 ;
52 [label="Total day charge <= 54.23\ngini = 0.0624\nsamples = 31\nvalue = [30, 1]", fillcolor="#e58139f6"] ;
51 -> 52 ;
53 [label="gini = 0.0\nsamples = 30\nvalue = [30, 0]", fillcolor="#e58139ff"] ;
52 -> 53 ;
54 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]", fillcolor="#399de5ff"] ;
52 -> 54 ;
55 [label="Total eve charge <= 17.79\ngini = 0.4082\nsamples = 7\nvalue = [2, 5]", fillcolor="#399de599"] ;
51 -> 55 ;
56 [label="Total day charge <= 49.42\ngini = 0.4444\nsamples = 3\nvalue = [2, 1]", fillcolor="#e581397f"] ;
55 -> 56 ;
57 [label="gini = 0.0\nsamples = 2\nvalue = [2, 0]", fillcolor="#e58139ff"] ;
56 -> 57 ;
58 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]", fillcolor="#399de5ff"] ;
56 -> 58 ;
59 [label="gini = 0.0\nsamples = 4\nvalue = [0, 4]", fillcolor="#399de5ff"] ;
55 -> 59 ;
60 [label="Total eve charge <= 15.96\ngini = 0.3346\nsamples = 113\nvalue = [24, 89]", fillcolor="#399de5ba"] ;
50 -> 60 ;
61 [label="Total day charge <= 51.415\ngini = 0.495\nsamples = 40\nvalue = [22, 18]", fillcolor="#e581392e"] ;
60 -> 61 ;
62 [label="Total night charge <= 9.595\ngini = 0.4297\nsamples = 32\nvalue = [22, 10]", fillcolor="#e581398b"] ;
61 -> 62 ;
63 [label="Total intl minutes <= 14.0\ngini = 0.0997\nsamples = 19\nvalue = [18, 1]", fillcolor="#e58139f1"] ;
62 -> 63 ;
64 [label="gini = 0.0\nsamples = 17\nvalue = [17, 0]", fillcolor="#e58139ff"] ;
63 -> 64 ;
65 [label="gini = 0.5\nsamples = 2\nvalue = [1, 1]", fillcolor="#e5813900"] ;
63 -> 65 ;
66 [label="Total eve minutes <= 155.3\ngini = 0.426\nsamples = 13\nvalue = [4, 9]", fillcolor="#399de58e"] ;
62 -> 66 ;
67 [label="gini = 0.0\nsamples = 4\nvalue = [4, 0]", fillcolor="#e58139ff"] ;
66 -> 67 ;
68 [label="gini = 0.0\nsamples = 9\nvalue = [0, 9]", fillcolor="#399de5ff"] ;
66 -> 68 ;
69 [label="gini = 0.0\nsamples = 8\nvalue = [0, 8]", fillcolor="#399de5ff"] ;
61 -> 69 ;
70 [label="Total night charge <= 5.9\ngini = 0.0533\nsamples = 73\nvalue = [2, 71]", fillcolor="#399de5f8"] ;
60 -> 70 ;
71 [label="Total intl calls <= 2.5\ngini = 0.4444\nsamples = 3\nvalue = [2, 1]", fillcolor="#e581397f"] ;
70 -> 71 ;
72 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]", fillcolor="#399de5ff"] ;
71 -> 72 ;
73 [label="gini = 0.0\nsamples = 2\nvalue = [2, 0]", fillcolor="#e58139ff"] ;
71 -> 73 ;
74 [label="gini = 0.0\nsamples = 70\nvalue = [0, 70]", fillcolor="#399de5ff"] ;
70 -> 74 ;
}