Spaces:
Sleeping
Sleeping
Commit
·
5aed05b
1
Parent(s):
4b252a4
Update model with new genetic algorithm schema
Browse files- GA_KKPM.ipynb +0 -0
- decision.dot +329 -0
- model-0.joblib +2 -2
- model-1.joblib +2 -2
- model-2.joblib +2 -2
- model-3.joblib +2 -2
- model-4.joblib +2 -2
GA_KKPM.ipynb
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decision.dot
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1 |
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digraph Tree {
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node [shape=box, style="rounded", color="black", fontname="helvetica"] ;
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edge [fontname="helvetica"] ;
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0 [label="cp_4.0 <= 0.5\ngini = 0.494\nsamples = 690\nvalue = [308.0, 382.0]"] ;
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1 [label="sex <= 0.5\ngini = 0.415\nsamples = 320\nvalue = [226, 94]"] ;
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0 -> 1 [labeldistance=2.5, labelangle=45, headlabel="True"] ;
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2 [label="thal_7.0 <= 0.5\ngini = 0.172\nsamples = 95\nvalue = [86, 9]"] ;
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1 -> 2 ;
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3 [label="cp_2.0 <= 0.5\ngini = 0.126\nsamples = 89\nvalue = [83, 6]"] ;
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2 -> 3 ;
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4 [label="slope_2 <= 0.5\ngini = 0.162\nsamples = 45\nvalue = [41, 4]"] ;
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3 -> 4 ;
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5 [label="restecg_1 <= 0.5\ngini = 0.087\nsamples = 22\nvalue = [21, 1]"] ;
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4 -> 5 ;
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6 [label="gini = 0.0\nsamples = 21\nvalue = [21, 0]"] ;
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5 -> 6 ;
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7 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]"] ;
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5 -> 7 ;
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8 [label="restecg_1 <= 0.5\ngini = 0.227\nsamples = 23\nvalue = [20, 3]"] ;
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4 -> 8 ;
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9 [label="cp_1.0 <= 0.5\ngini = 0.278\nsamples = 18\nvalue = [15, 3]"] ;
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8 -> 9 ;
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10 [label="gini = 0.245\nsamples = 14\nvalue = [12, 2]"] ;
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9 -> 10 ;
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11 [label="gini = 0.375\nsamples = 4\nvalue = [3, 1]"] ;
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9 -> 11 ;
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12 [label="gini = 0.0\nsamples = 5\nvalue = [5, 0]"] ;
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8 -> 12 ;
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13 [label="slope_1 <= 0.5\ngini = 0.087\nsamples = 44\nvalue = [42, 2]"] ;
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3 -> 13 ;
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14 [label="restecg_1 <= 0.5\ngini = 0.061\nsamples = 32\nvalue = [31, 1]"] ;
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13 -> 14 ;
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15 [label="exang <= 0.5\ngini = 0.077\nsamples = 25\nvalue = [24, 1]"] ;
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14 -> 15 ;
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16 [label="gini = 0.08\nsamples = 24\nvalue = [23, 1]"] ;
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15 -> 16 ;
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17 [label="gini = 0.0\nsamples = 1\nvalue = [1, 0]"] ;
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18 [label="gini = 0.0\nsamples = 7\nvalue = [7, 0]"] ;
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14 -> 18 ;
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19 [label="exang <= 0.5\ngini = 0.153\nsamples = 12\nvalue = [11, 1]"] ;
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13 -> 19 ;
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20 [label="restecg_1 <= 0.5\ngini = 0.18\nsamples = 10\nvalue = [9, 1]"] ;
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21 [label="gini = 0.198\nsamples = 9\nvalue = [8, 1]"] ;
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22 [label="gini = 0.0\nsamples = 1\nvalue = [1, 0]"] ;
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23 [label="gini = 0.0\nsamples = 2\nvalue = [2, 0]"] ;
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19 -> 23 ;
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24 [label="slope_1 <= 0.5\ngini = 0.5\nsamples = 6\nvalue = [3, 3]"] ;
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2 -> 24 ;
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25 [label="exang <= 0.5\ngini = 0.48\nsamples = 5\nvalue = [2, 3]"] ;
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24 -> 25 ;
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26 [label="gini = 0.5\nsamples = 2\nvalue = [1, 1]"] ;
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25 -> 26 ;
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27 [label="cp_3.0 <= 0.5\ngini = 0.444\nsamples = 3\nvalue = [1, 2]"] ;
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25 -> 27 ;
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28 [label="gini = 0.5\nsamples = 2\nvalue = [1, 1]"] ;
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29 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]"] ;
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30 [label="gini = 0.0\nsamples = 1\nvalue = [1, 0]"] ;
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24 -> 30 ;
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31 [label="cp_2.0 <= 0.5\ngini = 0.47\nsamples = 225\nvalue = [140, 85]"] ;
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1 -> 31 ;
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32 [label="restecg_1 <= 0.5\ngini = 0.5\nsamples = 137\nvalue = [70, 67]"] ;
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31 -> 32 ;
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33 [label="slope_2 <= 0.5\ngini = 0.489\nsamples = 110\nvalue = [63, 47]"] ;
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32 -> 33 ;
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34 [label="thal_3.0 <= 0.5\ngini = 0.401\nsamples = 36\nvalue = [26, 10]"] ;
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33 -> 34 ;
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34 -> 35 ;
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44 [label="slope_1 <= 0.5\ngini = 0.363\nsamples = 21\nvalue = [16, 5]"] ;
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47 [label="gini = 0.48\nsamples = 5\nvalue = [2, 3]"] ;
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48 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]"] ;
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42 -> 48 ;
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49 [label="thal_6.0 <= 0.5\ngini = 0.5\nsamples = 74\nvalue = [37, 37]"] ;
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33 -> 49 ;
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50 [label="cp_3.0 <= 0.5\ngini = 0.5\nsamples = 72\nvalue = [37, 35]"] ;
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49 -> 50 ;
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51 [label="thal_3.0 <= 0.5\ngini = 0.444\nsamples = 12\nvalue = [4, 8]"] ;
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52 [label="gini = 0.48\nsamples = 5\nvalue = [3, 2]"] ;
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53 [label="gini = 0.245\nsamples = 7\nvalue = [1, 6]"] ;
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51 -> 53 ;
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54 [label="thal_3.0 <= 0.5\ngini = 0.495\nsamples = 60\nvalue = [33, 27]"] ;
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50 -> 54 ;
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55 [label="exang <= 0.5\ngini = 0.444\nsamples = 12\nvalue = [4, 8]"] ;
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56 [label="gini = 0.408\nsamples = 7\nvalue = [2, 5]"] ;
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57 [label="gini = 0.48\nsamples = 5\nvalue = [2, 3]"] ;
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55 -> 57 ;
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58 [label="exang <= 0.5\ngini = 0.478\nsamples = 48\nvalue = [29, 19]"] ;
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59 [label="gini = 0.444\nsamples = 36\nvalue = [24, 12]"] ;
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60 [label="gini = 0.486\nsamples = 12\nvalue = [5, 7]"] ;
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61 [label="gini = 0.0\nsamples = 2\nvalue = [0, 2]"] ;
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49 -> 61 ;
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62 [label="exang <= 0.5\ngini = 0.384\nsamples = 27\nvalue = [7, 20]"] ;
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32 -> 62 ;
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63 [label="slope_1 <= 0.5\ngini = 0.434\nsamples = 22\nvalue = [7.0, 15.0]"] ;
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62 -> 63 ;
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64 [label="slope_2 <= 0.5\ngini = 0.42\nsamples = 20\nvalue = [6, 14]"] ;
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63 -> 64 ;
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65 [label="gini = 0.0\nsamples = 2\nvalue = [0, 2]"] ;
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64 -> 65 ;
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66 [label="cp_1.0 <= 0.5\ngini = 0.444\nsamples = 18\nvalue = [6, 12]"] ;
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64 -> 66 ;
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67 [label="thal_6.0 <= 0.5\ngini = 0.444\nsamples = 15\nvalue = [5, 10]"] ;
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68 [label="gini = 0.444\nsamples = 12\nvalue = [4, 8]"] ;
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71 [label="gini = 0.5\nsamples = 2\nvalue = [1, 1]"] ;
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63 -> 71 ;
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72 [label="gini = 0.0\nsamples = 5\nvalue = [0, 5]"] ;
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62 -> 72 ;
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73 [label="exang <= 0.5\ngini = 0.325\nsamples = 88\nvalue = [70, 18]"] ;
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31 -> 73 ;
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74 [label="thal_7.0 <= 0.5\ngini = 0.242\nsamples = 78\nvalue = [67, 11]"] ;
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73 -> 74 ;
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75 [label="restecg_1 <= 0.5\ngini = 0.185\nsamples = 68\nvalue = [61, 7]"] ;
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84 -> 88 ;
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73 -> 89 ;
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90 [label="gini = 0.0\nsamples = 1\nvalue = [1, 0]"] ;
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89 -> 91 ;
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91 -> 92 ;
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96 [label="exang <= 0.5\ngini = 0.345\nsamples = 370\nvalue = [82, 288]"] ;
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0 -> 96 [labeldistance=2.5, labelangle=-45, headlabel="False"] ;
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96 -> 97 ;
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98 [label="slope_1 <= 0.5\ngini = 0.236\nsamples = 44\nvalue = [6, 38]"] ;
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203 |
+
100 [label="thal_6.0 <= 0.5\ngini = 0.147\nsamples = 25\nvalue = [2, 23]"] ;
|
204 |
+
99 -> 100 ;
|
205 |
+
101 [label="sex <= 0.5\ngini = 0.095\nsamples = 20\nvalue = [1, 19]"] ;
|
206 |
+
100 -> 101 ;
|
207 |
+
102 [label="gini = 0.0\nsamples = 4\nvalue = [0, 4]"] ;
|
208 |
+
101 -> 102 ;
|
209 |
+
103 [label="gini = 0.117\nsamples = 16\nvalue = [1, 15]"] ;
|
210 |
+
101 -> 103 ;
|
211 |
+
104 [label="gini = 0.32\nsamples = 5\nvalue = [1, 4]"] ;
|
212 |
+
100 -> 104 ;
|
213 |
+
105 [label="gini = 0.0\nsamples = 9\nvalue = [0, 9]"] ;
|
214 |
+
99 -> 105 ;
|
215 |
+
106 [label="thal_6.0 <= 0.5\ngini = 0.48\nsamples = 10\nvalue = [4, 6]"] ;
|
216 |
+
98 -> 106 ;
|
217 |
+
107 [label="restecg_1 <= 0.5\ngini = 0.444\nsamples = 9\nvalue = [3, 6]"] ;
|
218 |
+
106 -> 107 ;
|
219 |
+
108 [label="gini = 0.469\nsamples = 8\nvalue = [3, 5]"] ;
|
220 |
+
107 -> 108 ;
|
221 |
+
109 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]"] ;
|
222 |
+
107 -> 109 ;
|
223 |
+
110 [label="gini = 0.0\nsamples = 1\nvalue = [1, 0]"] ;
|
224 |
+
106 -> 110 ;
|
225 |
+
111 [label="sex <= 0.5\ngini = 0.495\nsamples = 116\nvalue = [52, 64]"] ;
|
226 |
+
97 -> 111 ;
|
227 |
+
112 [label="slope_2 <= 0.5\ngini = 0.397\nsamples = 22\nvalue = [16, 6]"] ;
|
228 |
+
111 -> 112 ;
|
229 |
+
113 [label="slope_1 <= 0.5\ngini = 0.48\nsamples = 10\nvalue = [6, 4]"] ;
|
230 |
+
112 -> 113 ;
|
231 |
+
114 [label="gini = 0.0\nsamples = 2\nvalue = [0, 2]"] ;
|
232 |
+
113 -> 114 ;
|
233 |
+
115 [label="gini = 0.375\nsamples = 8\nvalue = [6, 2]"] ;
|
234 |
+
113 -> 115 ;
|
235 |
+
116 [label="restecg_1 <= 0.5\ngini = 0.278\nsamples = 12\nvalue = [10, 2]"] ;
|
236 |
+
112 -> 116 ;
|
237 |
+
117 [label="gini = 0.198\nsamples = 9\nvalue = [8, 1]"] ;
|
238 |
+
116 -> 117 ;
|
239 |
+
118 [label="gini = 0.444\nsamples = 3\nvalue = [2, 1]"] ;
|
240 |
+
116 -> 118 ;
|
241 |
+
119 [label="slope_1 <= 0.5\ngini = 0.473\nsamples = 94\nvalue = [36, 58]"] ;
|
242 |
+
111 -> 119 ;
|
243 |
+
120 [label="restecg_1 <= 0.5\ngini = 0.477\nsamples = 74\nvalue = [29, 45]"] ;
|
244 |
+
119 -> 120 ;
|
245 |
+
121 [label="slope_2 <= 0.5\ngini = 0.46\nsamples = 53\nvalue = [19, 34]"] ;
|
246 |
+
120 -> 121 ;
|
247 |
+
122 [label="gini = 0.444\nsamples = 3\nvalue = [1, 2]"] ;
|
248 |
+
121 -> 122 ;
|
249 |
+
123 [label="gini = 0.461\nsamples = 50\nvalue = [18, 32]"] ;
|
250 |
+
121 -> 123 ;
|
251 |
+
124 [label="slope_2 <= 0.5\ngini = 0.499\nsamples = 21\nvalue = [10, 11]"] ;
|
252 |
+
120 -> 124 ;
|
253 |
+
125 [label="gini = 0.0\nsamples = 1\nvalue = [1, 0]"] ;
|
254 |
+
124 -> 125 ;
|
255 |
+
126 [label="gini = 0.495\nsamples = 20\nvalue = [9, 11]"] ;
|
256 |
+
124 -> 126 ;
|
257 |
+
127 [label="restecg_1 <= 0.5\ngini = 0.455\nsamples = 20\nvalue = [7, 13]"] ;
|
258 |
+
119 -> 127 ;
|
259 |
+
128 [label="gini = 0.492\nsamples = 16\nvalue = [7, 9]"] ;
|
260 |
+
127 -> 128 ;
|
261 |
+
129 [label="gini = 0.0\nsamples = 4\nvalue = [0, 4]"] ;
|
262 |
+
127 -> 129 ;
|
263 |
+
130 [label="sex <= 0.5\ngini = 0.202\nsamples = 210\nvalue = [24, 186]"] ;
|
264 |
+
96 -> 130 ;
|
265 |
+
131 [label="thal_3.0 <= 0.5\ngini = 0.384\nsamples = 27\nvalue = [7, 20]"] ;
|
266 |
+
130 -> 131 ;
|
267 |
+
132 [label="gini = 0.0\nsamples = 9\nvalue = [0, 9]"] ;
|
268 |
+
131 -> 132 ;
|
269 |
+
133 [label="slope_1 <= 0.5\ngini = 0.475\nsamples = 18\nvalue = [7, 11]"] ;
|
270 |
+
131 -> 133 ;
|
271 |
+
134 [label="slope_2 <= 0.5\ngini = 0.444\nsamples = 15\nvalue = [5, 10]"] ;
|
272 |
+
133 -> 134 ;
|
273 |
+
135 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]"] ;
|
274 |
+
134 -> 135 ;
|
275 |
+
136 [label="restecg_1 <= 0.5\ngini = 0.459\nsamples = 14\nvalue = [5, 9]"] ;
|
276 |
+
134 -> 136 ;
|
277 |
+
137 [label="gini = 0.463\nsamples = 11\nvalue = [4, 7]"] ;
|
278 |
+
136 -> 137 ;
|
279 |
+
138 [label="gini = 0.444\nsamples = 3\nvalue = [1, 2]"] ;
|
280 |
+
136 -> 138 ;
|
281 |
+
139 [label="gini = 0.444\nsamples = 3\nvalue = [2, 1]"] ;
|
282 |
+
133 -> 139 ;
|
283 |
+
140 [label="restecg_1 <= 0.5\ngini = 0.169\nsamples = 183\nvalue = [17, 166]"] ;
|
284 |
+
130 -> 140 ;
|
285 |
+
141 [label="slope_2 <= 0.5\ngini = 0.146\nsamples = 139\nvalue = [11, 128]"] ;
|
286 |
+
140 -> 141 ;
|
287 |
+
142 [label="slope_1 <= 0.5\ngini = 0.206\nsamples = 43\nvalue = [5, 38]"] ;
|
288 |
+
141 -> 142 ;
|
289 |
+
143 [label="thal_7.0 <= 0.5\ngini = 0.172\nsamples = 21\nvalue = [2, 19]"] ;
|
290 |
+
142 -> 143 ;
|
291 |
+
144 [label="thal_6.0 <= 0.5\ngini = 0.142\nsamples = 13\nvalue = [1, 12]"] ;
|
292 |
+
143 -> 144 ;
|
293 |
+
145 [label="gini = 0.153\nsamples = 12\nvalue = [1, 11]"] ;
|
294 |
+
144 -> 145 ;
|
295 |
+
146 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]"] ;
|
296 |
+
144 -> 146 ;
|
297 |
+
147 [label="gini = 0.219\nsamples = 8\nvalue = [1, 7]"] ;
|
298 |
+
143 -> 147 ;
|
299 |
+
148 [label="thal_3.0 <= 0.5\ngini = 0.236\nsamples = 22\nvalue = [3, 19]"] ;
|
300 |
+
142 -> 148 ;
|
301 |
+
149 [label="gini = 0.231\nsamples = 15\nvalue = [2, 13]"] ;
|
302 |
+
148 -> 149 ;
|
303 |
+
150 [label="gini = 0.245\nsamples = 7\nvalue = [1, 6]"] ;
|
304 |
+
148 -> 150 ;
|
305 |
+
151 [label="thal_3.0 <= 0.5\ngini = 0.117\nsamples = 96\nvalue = [6, 90]"] ;
|
306 |
+
141 -> 151 ;
|
307 |
+
152 [label="thal_6.0 <= 0.5\ngini = 0.046\nsamples = 42\nvalue = [1, 41]"] ;
|
308 |
+
151 -> 152 ;
|
309 |
+
153 [label="gini = 0.056\nsamples = 35\nvalue = [1, 34]"] ;
|
310 |
+
152 -> 153 ;
|
311 |
+
154 [label="gini = 0.0\nsamples = 7\nvalue = [0, 7]"] ;
|
312 |
+
152 -> 154 ;
|
313 |
+
155 [label="gini = 0.168\nsamples = 54\nvalue = [5, 49]"] ;
|
314 |
+
151 -> 155 ;
|
315 |
+
156 [label="slope_2 <= 0.5\ngini = 0.236\nsamples = 44\nvalue = [6, 38]"] ;
|
316 |
+
140 -> 156 ;
|
317 |
+
157 [label="gini = 0.0\nsamples = 12\nvalue = [0, 12]"] ;
|
318 |
+
156 -> 157 ;
|
319 |
+
158 [label="thal_6.0 <= 0.5\ngini = 0.305\nsamples = 32\nvalue = [6, 26]"] ;
|
320 |
+
156 -> 158 ;
|
321 |
+
159 [label="thal_7.0 <= 0.5\ngini = 0.32\nsamples = 30\nvalue = [6, 24]"] ;
|
322 |
+
158 -> 159 ;
|
323 |
+
160 [label="gini = 0.302\nsamples = 27\nvalue = [5, 22]"] ;
|
324 |
+
159 -> 160 ;
|
325 |
+
161 [label="gini = 0.444\nsamples = 3\nvalue = [1, 2]"] ;
|
326 |
+
159 -> 161 ;
|
327 |
+
162 [label="gini = 0.0\nsamples = 2\nvalue = [0, 2]"] ;
|
328 |
+
158 -> 162 ;
|
329 |
+
}
|
model-0.joblib
CHANGED
@@ -1,3 +1,3 @@
|
|
1 |
version https://git-lfs.github.com/spec/v1
|
2 |
-
oid sha256:
|
3 |
-
size
|
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|
1 |
version https://git-lfs.github.com/spec/v1
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+
oid sha256:84d0527d9f69d3ca17fedebc918d30d3652bd28af2bfc2e56456284df0eb269d
|
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size 29071
|
model-1.joblib
CHANGED
@@ -1,3 +1,3 @@
|
|
1 |
version https://git-lfs.github.com/spec/v1
|
2 |
-
oid sha256:
|
3 |
-
size
|
|
|
1 |
version https://git-lfs.github.com/spec/v1
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+
oid sha256:254c7cba0859a1a9b4c82bef678e3ccbbb91ca2df5d29b65ad952946434e9681
|
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size 23935
|
model-2.joblib
CHANGED
@@ -1,3 +1,3 @@
|
|
1 |
version https://git-lfs.github.com/spec/v1
|
2 |
-
oid sha256:
|
3 |
-
size
|
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|
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version https://git-lfs.github.com/spec/v1
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oid sha256:e93fe9a2066b9f508ef4506a94c8ce2daffbef225392e0c9a7ecf9a4d80277f0
|
3 |
+
size 28847
|
model-3.joblib
CHANGED
@@ -1,3 +1,3 @@
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|
1 |
version https://git-lfs.github.com/spec/v1
|
2 |
-
oid sha256:
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3 |
-
size
|
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|
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version https://git-lfs.github.com/spec/v1
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oid sha256:754250161c0ea8e6a5e45f1e4bf1173227159d0cfb5af20ae851b2db05ffa7fe
|
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+
size 14783
|
model-4.joblib
CHANGED
@@ -1,3 +1,3 @@
|
|
1 |
version https://git-lfs.github.com/spec/v1
|
2 |
-
oid sha256:
|
3 |
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size
|
|
|
1 |
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:754250161c0ea8e6a5e45f1e4bf1173227159d0cfb5af20ae851b2db05ffa7fe
|
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size 14783
|