Instructions to use EngrSamad/breast-cancer with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Scikit-learn
How to use EngrSamad/breast-cancer with Scikit-learn:
import joblib from skops.hub_utils import download download("EngrSamad/breast-cancer", "path_to_folder") model = joblib.load( "breast.pkl" ) # only load pickle files from sources you trust # read more about it here https://skops.readthedocs.io/en/stable/persistence.html - Notebooks
- Google Colab
- Kaggle
Upload config.json
Browse files- config.json +197 -0
config.json
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| 1 |
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{
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| 2 |
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"sklearn": {
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| 3 |
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"columns": [
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| 4 |
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"mean radius",
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| 5 |
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"mean texture",
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| 6 |
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"mean perimeter",
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| 7 |
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"mean area",
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| 8 |
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"mean smoothness",
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| 9 |
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"mean compactness",
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| 10 |
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"mean concavity",
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| 11 |
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"mean concave points",
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| 12 |
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"mean symmetry",
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| 13 |
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"mean fractal dimension",
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| 14 |
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"radius error",
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| 15 |
+
"texture error",
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| 16 |
+
"perimeter error",
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| 17 |
+
"area error",
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| 18 |
+
"smoothness error",
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| 19 |
+
"compactness error",
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| 20 |
+
"concavity error",
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| 21 |
+
"concave points error",
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| 22 |
+
"symmetry error",
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| 23 |
+
"fractal dimension error",
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| 24 |
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"worst radius",
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| 25 |
+
"worst texture",
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| 26 |
+
"worst perimeter",
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| 27 |
+
"worst area",
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| 28 |
+
"worst smoothness",
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| 29 |
+
"worst compactness",
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| 30 |
+
"worst concavity",
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| 31 |
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"worst concave points",
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| 32 |
+
"worst symmetry",
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| 33 |
+
"worst fractal dimension"
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| 34 |
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],
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| 35 |
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"environment": [
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"scikit-learn=1.4.1.post1"
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| 37 |
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],
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| 38 |
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"example_input": {
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| 39 |
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"area error": [
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| 40 |
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30.29,
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| 41 |
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96.05,
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| 42 |
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48.31
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| 43 |
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],
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| 44 |
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"compactness error": [
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| 45 |
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0.01911,
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| 46 |
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0.01652,
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| 47 |
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0.01484
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| 48 |
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],
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| 49 |
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"concave points error": [
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| 50 |
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0.01037,
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| 51 |
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0.0137,
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| 52 |
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0.01093
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| 53 |
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],
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| 54 |
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"concavity error": [
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| 55 |
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0.02701,
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| 56 |
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0.02269,
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| 57 |
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0.02813
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| 58 |
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],
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| 59 |
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"fractal dimension error": [
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| 60 |
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0.003586,
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| 61 |
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0.001698,
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| 62 |
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0.002461
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| 63 |
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],
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| 64 |
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"mean area": [
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| 65 |
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481.9,
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| 66 |
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1130.0,
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| 67 |
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748.9
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| 68 |
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],
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| 69 |
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"mean compactness": [
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| 70 |
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0.1058,
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| 71 |
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0.1029,
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| 72 |
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0.1223
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| 73 |
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],
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| 74 |
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"mean concave points": [
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| 75 |
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0.03821,
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| 76 |
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0.07951,
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| 77 |
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0.08087
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| 78 |
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],
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| 79 |
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"mean concavity": [
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| 80 |
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0.08005,
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| 81 |
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0.108,
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| 82 |
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0.1466
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| 83 |
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],
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| 84 |
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"mean fractal dimension": [
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| 85 |
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0.06373,
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| 86 |
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0.05461,
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| 87 |
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0.05796
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],
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| 89 |
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"mean perimeter": [
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81.09,
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| 91 |
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123.6,
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| 92 |
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101.7
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| 93 |
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],
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| 94 |
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"mean radius": [
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| 95 |
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12.47,
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| 96 |
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18.94,
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| 97 |
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15.46
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| 98 |
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],
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| 99 |
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"mean smoothness": [
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| 100 |
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0.09965,
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| 101 |
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0.09009,
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| 102 |
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0.1092
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| 103 |
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],
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| 104 |
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"mean symmetry": [
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| 105 |
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0.1925,
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| 106 |
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0.1582,
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| 107 |
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0.1931
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| 108 |
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],
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"mean texture": [
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| 110 |
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18.6,
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| 111 |
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21.31,
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| 112 |
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19.48
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| 113 |
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],
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| 114 |
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"perimeter error": [
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| 115 |
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2.497,
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| 116 |
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5.486,
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| 117 |
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3.094
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| 118 |
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],
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| 119 |
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"radius error": [
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| 120 |
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0.3961,
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| 121 |
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0.7888,
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| 122 |
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0.4743
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| 123 |
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],
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| 124 |
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"smoothness error": [
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| 125 |
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0.006953,
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| 126 |
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0.004444,
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| 127 |
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0.00624
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| 128 |
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],
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| 129 |
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"symmetry error": [
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| 130 |
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0.01782,
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| 131 |
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0.01386,
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| 132 |
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0.01397
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| 133 |
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],
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| 134 |
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"texture error": [
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| 135 |
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1.044,
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| 136 |
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0.7975,
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| 137 |
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0.7859
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| 138 |
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],
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| 139 |
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"worst area": [
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| 140 |
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677.9,
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| 141 |
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1866.0,
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| 142 |
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1156.0
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| 143 |
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],
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| 144 |
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"worst compactness": [
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| 145 |
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0.2378,
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| 146 |
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0.2336,
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| 147 |
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0.2394
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| 148 |
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],
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| 149 |
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"worst concave points": [
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| 150 |
+
0.1015,
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| 151 |
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0.1789,
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| 152 |
+
0.1514
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| 153 |
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],
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| 154 |
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"worst concavity": [
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| 155 |
+
0.2671,
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| 156 |
+
0.2687,
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| 157 |
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0.3791
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| 158 |
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],
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| 159 |
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"worst fractal dimension": [
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| 160 |
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0.0875,
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| 161 |
+
0.06589,
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| 162 |
+
0.08019
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| 163 |
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],
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| 164 |
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"worst perimeter": [
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| 165 |
+
96.05,
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| 166 |
+
165.9,
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| 167 |
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124.9
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| 168 |
+
],
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| 169 |
+
"worst radius": [
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| 170 |
+
14.97,
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| 171 |
+
24.86,
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| 172 |
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19.26
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| 173 |
+
],
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| 174 |
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"worst smoothness": [
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| 175 |
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| 176 |
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0.1193,
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| 177 |
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| 178 |
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],
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| 179 |
+
"worst symmetry": [
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| 180 |
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0.3014,
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| 181 |
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0.2551,
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| 182 |
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0.2837
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| 183 |
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],
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| 184 |
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"worst texture": [
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| 185 |
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| 186 |
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26.58,
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| 187 |
+
26.0
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| 188 |
+
]
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| 189 |
+
},
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| 190 |
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"model": {
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| 191 |
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"file": "breast.pkl"
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| 192 |
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},
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| 193 |
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"model_format": "pickle",
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| 194 |
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"task": "tabular-classification",
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| 195 |
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"use_intelex": false
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| 196 |
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}
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| 197 |
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}
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