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add grid scores and dot files
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Noel Dawe authored and Noel Dawe committed Jul 4, 2014
1 parent 20bbf50 commit a13ad45
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*grid_scores.pickle
255 changes: 255 additions & 0 deletions clf_boosted_125_NONISOL_ebz_12_0/tree_0000.dot
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digraph Tree {
0 [label="mmc1_mass <= 99.8861\ngini = 0.5\nsamples = 16266", shape="box"] ;
1 [label="mmc1_mass <= 93.5470\ngini = 0.220765639674\nsamples = 5971", shape="box"] ;
0 -> 1 ;
2 [label="mmc1_mass <= 83.2014\ngini = 0.135595625645\nsamples = 4640", shape="box"] ;
1 -> 2 ;
3 [label="tau_pt_ratio <= 2.7823\ngini = 0.0613423334084\nsamples = 2583", shape="box"] ;
2 -> 3 ;
4 [label="dR_tau1_tau2 <= 1.3838\ngini = 0.0469032475197\nsamples = 2352", shape="box"] ;
3 -> 4 ;
5 [label="sum_pt_full <= 355961.0625\ngini = 0.0248580909175\nsamples = 1854", shape="box"] ;
4 -> 5 ;
6 [label="tau_pt_ratio <= 2.1723\ngini = 0.0186060911468\nsamples = 1699", shape="box"] ;
5 -> 6 ;
7 [label="dR_tau1_tau2 <= 1.1875\ngini = 0.0122494968293\nsamples = 1463", shape="box"] ;
6 -> 7 ;
8 [label="MET_centrality <= 0.5895\ngini = 0.00799055131527\nsamples = 900", shape="box"] ;
7 -> 8 ;
9 [label="gini = 0.0227\nsamples = 217\nvalue = [ 0.01755773 0.00020375]", shape="box"] ;
8 -> 9 ;
10 [label="MET_centrality <= 1.2524\ngini = 0.00359590131016\nsamples = 683", shape="box"] ;
8 -> 10 ;
11 [label="tau_pt_ratio <= 1.2619\ngini = 0.000701926970685\nsamples = 399", shape="box"] ;
10 -> 11 ;
12 [label="gini = 0.0021\nsamples = 130\nvalue = [ 1.16338583e-02 1.22818860e-05]", shape="box"] ;
11 -> 12 ;
13 [label="gini = -0.0000\nsamples = 269\nvalue = [ 0.02333634 0. ]", shape="box"] ;
11 -> 13 ;
14 [label="sum_pt_full <= 239111.1875\ngini = 0.0076363811506\nsamples = 284", shape="box"] ;
10 -> 14 ;
15 [label="gini = 0.0037\nsamples = 160\nvalue = [ 1.32463172e-02 2.46402740e-05]", shape="box"] ;
14 -> 15 ;
16 [label="gini = 0.0121\nsamples = 124\nvalue = [ 1.16265886e-02 7.10614413e-05]", shape="box"] ;
14 -> 16 ;
17 [label="MET_centrality <= 0.8771\ngini = 0.019454750554\nsamples = 563", shape="box"] ;
7 -> 17 ;
18 [label="gini = 0.0080\nsamples = 183\nvalue = [ 1.47188620e-02 5.93293544e-05]", shape="box"] ;
17 -> 18 ;
19 [label="MET_centrality <= 1.2182\ngini = 0.0248890254535\nsamples = 380", shape="box"] ;
17 -> 19 ;
20 [label="gini = 0.0376\nsamples = 154\nvalue = [ 0.01220637 0.00023858]", shape="box"] ;
19 -> 20 ;
21 [label="gini = 0.0162\nsamples = 226\nvalue = [ 0.01829146 0.0001507 ]", shape="box"] ;
19 -> 21 ;
22 [label="gini = 0.0586\nsamples = 236\nvalue = [ 0.01854314 0.0005779 ]", shape="box"] ;
6 -> 22 ;
23 [label="gini = 0.0945\nsamples = 155\nvalue = [ 0.01164927 0.00060977]", shape="box"] ;
5 -> 23 ;
24 [label="sum_pt_full <= 211983.6875\ngini = 0.1377947528\nsamples = 498", shape="box"] ;
4 -> 24 ;
25 [label="MET_centrality <= 1.2971\ngini = 0.0915412296906\nsamples = 330", shape="box"] ;
24 -> 25 ;
26 [label="gini = 0.0088\nsamples = 170\nvalue = [ 1.17278563e-02 5.19240808e-05]", shape="box"] ;
25 -> 26 ;
27 [label="gini = 0.1673\nsamples = 160\nvalue = [ 0.01060765 0.00107627]", shape="box"] ;
25 -> 27 ;
28 [label="gini = 0.2224\nsamples = 168\nvalue = [ 0.01017549 0.00148651]", shape="box"] ;
24 -> 28 ;
29 [label="gini = 0.2107\nsamples = 231\nvalue = [ 0.01452373 0.00197431]", shape="box"] ;
3 -> 29 ;
30 [label="tau_pt_ratio <= 2.3707\ngini = 0.225659078394\nsamples = 2057", shape="box"] ;
2 -> 30 ;
31 [label="dR_tau1_tau2 <= 1.3662\ngini = 0.17994519564\nsamples = 1531", shape="box"] ;
30 -> 31 ;
32 [label="tau_pt_ratio <= 1.8573\ngini = 0.118982478747\nsamples = 744", shape="box"] ;
31 -> 32 ;
33 [label="dR_tau1_tau2 <= 1.1245\ngini = 0.0895051221291\nsamples = 562", shape="box"] ;
32 -> 33 ;
34 [label="gini = 0.0162\nsamples = 226\nvalue = [ 0.02088131 0.00017164]", shape="box"] ;
33 -> 34 ;
35 [label="mmc1_mass <= 87.9643\ngini = 0.140343494907\nsamples = 336", shape="box"] ;
33 -> 35 ;
36 [label="gini = 0.1917\nsamples = 161\nvalue = [ 0.01178254 0.00141762]", shape="box"] ;
35 -> 36 ;
37 [label="gini = 0.0918\nsamples = 175\nvalue = [ 0.01426622 0.00072304]", shape="box"] ;
35 -> 37 ;
38 [label="gini = 0.2075\nsamples = 182\nvalue = [ 0.01332852 0.00177542]", shape="box"] ;
32 -> 38 ;
39 [label="MET_centrality <= 1.1982\ngini = 0.245051498921\nsamples = 787", shape="box"] ;
31 -> 39 ;
40 [label="mmc1_mass <= 88.9182\ngini = 0.141803607217\nsamples = 396", shape="box"] ;
39 -> 40 ;
41 [label="gini = 0.0605\nsamples = 197\nvalue = [ 0.01336534 0.00043057]", shape="box"] ;
40 -> 41 ;
42 [label="gini = 0.2204\nsamples = 199\nvalue = [ 0.01114189 0.00160816]", shape="box"] ;
40 -> 42 ;
43 [label="sum_pt_full <= 206934.3438\ngini = 0.326810747252\nsamples = 391", shape="box"] ;
39 -> 43 ;
44 [label="gini = 0.2707\nsamples = 226\nvalue = [ 0.01370113 0.00263739]", shape="box"] ;
43 -> 44 ;
45 [label="gini = 0.3923\nsamples = 165\nvalue = [ 0.0085253 0.00311966]", shape="box"] ;
43 -> 45 ;
46 [label="MET_centrality <= 1.2641\ngini = 0.362328612677\nsamples = 526", shape="box"] ;
30 -> 46 ;
47 [label="gini = 0.2478\nsamples = 336\nvalue = [ 0.01755287 0.00297377]", shape="box"] ;
46 -> 47 ;
48 [label="gini = 0.4778\nsamples = 190\nvalue = [ 0.0073435 0.0047866]", shape="box"] ;
46 -> 48 ;
49 [label="tau_pt_ratio <= 2.4097\ngini = 0.447562680604\nsamples = 1331", shape="box"] ;
1 -> 49 ;
50 [label="sum_pt_full <= 229839.0938\ngini = 0.41613499938\nsamples = 1000", shape="box"] ;
49 -> 50 ;
51 [label="MET_centrality <= 1.1796\ngini = 0.475867587994\nsamples = 425", shape="box"] ;
50 -> 51 ;
52 [label="gini = 0.4045\nsamples = 190\nvalue = [ 0.00978756 0.00383371]", shape="box"] ;
51 -> 52 ;
53 [label="gini = 0.4989\nsamples = 235\nvalue = [ 0.00902134 0.00819942]", shape="box"] ;
51 -> 53 ;
54 [label="mmc1_mass <= 96.4025\ngini = 0.34411010021\nsamples = 575", shape="box"] ;
50 -> 54 ;
55 [label="gini = 0.2521\nsamples = 250\nvalue = [ 0.01584882 0.00275207]", shape="box"] ;
54 -> 55 ;
56 [label="gini = 0.4085\nsamples = 325\nvalue = [ 0.01480861 0.00593595]", shape="box"] ;
54 -> 56 ;
57 [label="gini = 0.4998\nsamples = 331\nvalue = [ 0.01005758 0.00968084]", shape="box"] ;
49 -> 57 ;
58 [label="mmc1_mass <= 164.9010\ngini = 0.316310205555\nsamples = 10295", shape="box"] ;
0 -> 58 ;
59 [label="mmc1_mass <= 107.4771\ngini = 0.298462324461\nsamples = 10102", shape="box"] ;
58 -> 59 ;
60 [label="mmc1_mass <= 102.9595\ngini = 0.470435471635\nsamples = 1815", shape="box"] ;
59 -> 60 ;
61 [label="sum_pt_full <= 252250.9219\ngini = 0.499496571463\nsamples = 686", shape="box"] ;
60 -> 61 ;
62 [label="gini = 0.4956\nsamples = 340\nvalue = [ 0.00985256 0.00816525]", shape="box"] ;
61 -> 62 ;
63 [label="gini = 0.4902\nsamples = 346\nvalue = [ 0.00900452 0.01192776]", shape="box"] ;
61 -> 63 ;
64 [label="MET_centrality <= 1.1299\ngini = 0.433929867396\nsamples = 1129", shape="box"] ;
60 -> 64 ;
65 [label="tau_pt_ratio <= 1.7621\ngini = 0.48655792976\nsamples = 479", shape="box"] ;
64 -> 65 ;
66 [label="gini = 0.4988\nsamples = 214\nvalue = [ 0.00716687 0.00649179]", shape="box"] ;
65 -> 66 ;
67 [label="gini = 0.4385\nsamples = 265\nvalue = [ 0.00506461 0.01053738]", shape="box"] ;
65 -> 67 ;
68 [label="dR_tau1_tau2 <= 1.5240\ngini = 0.368632537915\nsamples = 650", shape="box"] ;
64 -> 68 ;
69 [label="gini = 0.3148\nsamples = 346\nvalue = [ 0.00429991 0.01767515]", shape="box"] ;
68 -> 69 ;
70 [label="gini = 0.4240\nsamples = 304\nvalue = [ 0.00524623 0.01194854]", shape="box"] ;
68 -> 70 ;
71 [label="dR_tau1_tau2 <= 1.8923\ngini = 0.232014810151\nsamples = 8287", shape="box"] ;
59 -> 71 ;
72 [label="mmc1_mass <= 113.8503\ngini = 0.19155578439\nsamples = 6645", shape="box"] ;
71 -> 72 ;
73 [label="dR_tau1_tau2 <= 1.2964\ngini = 0.321098886676\nsamples = 1476", shape="box"] ;
72 -> 73 ;
74 [label="tau_pt_ratio <= 1.9160\ngini = 0.21384848378\nsamples = 511", shape="box"] ;
73 -> 74 ;
75 [label="gini = 0.2607\nsamples = 257\nvalue = [ 0.00197566 0.01084365]", shape="box"] ;
74 -> 75 ;
76 [label="gini = 0.1636\nsamples = 254\nvalue = [ 0.0011693 0.01184344]", shape="box"] ;
74 -> 76 ;
77 [label="MET_centrality <= 0.9042\ngini = 0.363491320101\nsamples = 965", shape="box"] ;
73 -> 77 ;
78 [label="gini = 0.4238\nsamples = 226\nvalue = [ 0.00397379 0.00906281]", shape="box"] ;
77 -> 78 ;
79 [label="mmc1_mass <= 109.3224\ngini = 0.340669920171\nsamples = 739", shape="box"] ;
77 -> 79 ;
80 [label="gini = 0.3935\nsamples = 215\nvalue = [ 0.00313682 0.00851336]", shape="box"] ;
79 -> 80 ;
81 [label="MET_centrality <= 1.2450\ngini = 0.316777840784\nsamples = 524", shape="box"] ;
79 -> 81 ;
82 [label="gini = 0.4026\nsamples = 237\nvalue = [ 0.00384555 0.00992256]", shape="box"] ;
81 -> 82 ;
83 [label="gini = 0.2188\nsamples = 287\nvalue = [ 0.00195154 0.01365846]", shape="box"] ;
81 -> 83 ;
84 [label="dR_tau1_tau2 <= 1.5242\ngini = 0.14491745008\nsamples = 5169", shape="box"] ;
72 -> 84 ;
85 [label="MET_centrality <= 1.4019\ngini = 0.101282165665\nsamples = 2984", shape="box"] ;
84 -> 85 ;
86 [label="mmc1_mass <= 116.2204\ngini = 0.0841043957118\nsamples = 2691", shape="box"] ;
85 -> 86 ;
87 [label="gini = 0.1784\nsamples = 303\nvalue = [ 0.00163497 0.0148749 ]", shape="box"] ;
86 -> 87 ;
88 [label="tau_pt_ratio <= 1.9767\ngini = 0.0698839819833\nsamples = 2388", shape="box"] ;
86 -> 88 ;
89 [label="sum_pt_full <= 477300.4375\ngini = 0.0423165574863\nsamples = 1539", shape="box"] ;
88 -> 89 ;
90 [label="tau_pt_ratio <= 1.2808\ngini = 0.035044999721\nsamples = 1313", shape="box"] ;
89 -> 90 ;
91 [label="tau_pt_ratio <= 1.0949\ngini = 0.00694656643994\nsamples = 556", shape="box"] ;
90 -> 91 ;
92 [label="gini = 0.0156\nsamples = 208\nvalue = [ 9.16154391e-05 1.15583823e-02]", shape="box"] ;
91 -> 92 ;
93 [label="gini = 0.0000\nsamples = 348\nvalue = [ 0. 0.01463525]", shape="box"] ;
91 -> 93 ;
94 [label="tau_pt_ratio <= 1.5140\ngini = 0.0533826542502\nsamples = 757", shape="box"] ;
90 -> 94 ;
95 [label="gini = 0.0916\nsamples = 332\nvalue = [ 0.00084496 0.01670854]", shape="box"] ;
94 -> 95 ;
96 [label="gini = 0.0212\nsamples = 425\nvalue = [ 0.00023334 0.02150352]", shape="box"] ;
94 -> 96 ;
97 [label="gini = 0.0816\nsamples = 226\nvalue = [ 0.00050374 0.01131206]", shape="box"] ;
89 -> 97 ;
98 [label="dR_tau1_tau2 <= 1.1848\ngini = 0.120591535382\nsamples = 849", shape="box"] ;
88 -> 98 ;
99 [label="gini = 0.0366\nsamples = 348\nvalue = [ 0.00032199 0.01693205]", shape="box"] ;
98 -> 99 ;
100 [label="gini = 0.1783\nsamples = 501\nvalue = [ 0.00226642 0.02064133]", shape="box"] ;
98 -> 100 ;
101 [label="gini = 0.2363\nsamples = 293\nvalue = [ 0.00209418 0.01320091]", shape="box"] ;
85 -> 101 ;
102 [label="mmc1_mass <= 140.0887\ngini = 0.199272204095\nsamples = 2185", shape="box"] ;
84 -> 102 ;
103 [label="mmc1_mass <= 116.7134\ngini = 0.179265099689\nsamples = 1907", shape="box"] ;
102 -> 103 ;
104 [label="gini = 0.2986\nsamples = 251\nvalue = [ 0.00214838 0.009614 ]", shape="box"] ;
103 -> 104 ;
105 [label="MET_centrality <= 0.7722\ngini = 0.160790761205\nsamples = 1656", shape="box"] ;
103 -> 105 ;
106 [label="gini = 0.2421\nsamples = 242\nvalue = [ 0.00164493 0.01002877]", shape="box"] ;
105 -> 106 ;
107 [label="mmc1_mass <= 125.1357\ngini = 0.147001197862\nsamples = 1414", shape="box"] ;
105 -> 107 ;
108 [label="mmc1_mass <= 121.0836\ngini = 0.184522825298\nsamples = 711", shape="box"] ;
107 -> 108 ;
109 [label="gini = 0.1349\nsamples = 402\nvalue = [ 0.0016921 0.02157853]", shape="box"] ;
108 -> 109 ;
110 [label="gini = 0.2548\nsamples = 309\nvalue = [ 0.00223466 0.01267909]", shape="box"] ;
108 -> 110 ;
111 [label="dR_tau1_tau2 <= 1.6709\ngini = 0.105024372562\nsamples = 703", shape="box"] ;
107 -> 111 ;
112 [label="gini = 0.0539\nsamples = 262\nvalue = [ 0.00033392 0.01172175]", shape="box"] ;
111 -> 112 ;
113 [label="sum_pt_full <= 244081.3750\ngini = 0.129500248734\nsamples = 441", shape="box"] ;
111 -> 113 ;
114 [label="gini = 0.1045\nsamples = 198\nvalue = [ 0.00068609 0.0117183 ]", shape="box"] ;
113 -> 114 ;
115 [label="gini = 0.1552\nsamples = 243\nvalue = [ 0.00098753 0.01065666]", shape="box"] ;
113 -> 115 ;
116 [label="gini = 0.3205\nsamples = 278\nvalue = [ 0.00281869 0.01124545]", shape="box"] ;
102 -> 116 ;
117 [label="mmc1_mass <= 145.5520\ngini = 0.3576257549\nsamples = 1642", shape="box"] ;
71 -> 117 ;
118 [label="mmc1_mass <= 118.0718\ngini = 0.32684706859\nsamples = 1391", shape="box"] ;
117 -> 118 ;
119 [label="gini = 0.4168\nsamples = 331\nvalue = [ 0.00558642 0.01328728]", shape="box"] ;
118 -> 119 ;
120 [label="dR_tau1_tau2 <= 1.9892\ngini = 0.289974260956\nsamples = 1060", shape="box"] ;
118 -> 120 ;
121 [label="gini = 0.2007\nsamples = 360\nvalue = [ 0.00234481 0.01837896]", shape="box"] ;
120 -> 121 ;
122 [label="tau_pt_ratio <= 2.1362\ngini = 0.333775791054\nsamples = 700", shape="box"] ;
120 -> 122 ;
123 [label="gini = 0.3710\nsamples = 433\nvalue = [ 0.00562424 0.0172383 ]", shape="box"] ;
122 -> 123 ;
124 [label="gini = 0.2602\nsamples = 267\nvalue = [ 0.00207923 0.01144542]", shape="box"] ;
122 -> 124 ;
125 [label="gini = 0.4643\nsamples = 251\nvalue = [ 0.00573074 0.0099067 ]", shape="box"] ;
117 -> 125 ;
126 [label="gini = 0.2713\nsamples = 193\nvalue = [ 0.01015247 0.00196082]", shape="box"] ;
58 -> 126 ;
}
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