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Default ODTE and optim. STree hyperparams

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This commit is contained in:
Ricardo Montañana Gómez
2022-02-17 09:58:02 +01:00
parent 5a99d4d61b
commit 2369bd09c2
2 changed files with 12 additions and 132 deletions
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142
experiments/build_ODTE_best.ipynb
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@@ -57,7 +57,7 @@
"for key, value in data.items():\n", "for key, value in data.items():\n",
" value[0]=0.0\n", " value[0]=0.0\n",
" value[2]=\"-program made-\"\n", " value[2]=\"-program made-\"\n",
" value[1] = {\"n_jobs\": 1, \"max_samples\": 0.66, \"max_features\": \"auto\", \"n_estimators\": 100, \"be_hyperparams\": f\"{json.dumps(value[1])}\"}\n", " value[1] = {\"n_jobs\": 1, \"n_estimators\": 100, \"be_hyperparams\": f\"{json.dumps(value[1])}\"}\n",
"json.dump(data, fo)\n", "json.dump(data, fo)\n",
"fd.close()\n", "fd.close()\n",
"fo.close()" "fo.close()"
@@ -74,344 +74,226 @@
"text/plain": [ "text/plain": [
"{'balance-scale': [0.0,\n", "{'balance-scale': [0.0,\n",
" {'n_jobs': 1,\n", " {'n_jobs': 1,\n",
" 'max_samples': 0.66,\n",
" 'max_features': 'auto',\n",
" 'n_estimators': 100,\n", " 'n_estimators': 100,\n",
" 'be_hyperparams': '{\"C\": 10000.0, \"gamma\": 0.1, \"kernel\": \"rbf\", \"max_iter\": 10000.0, \"multiclass_strategy\": \"ovr\"}'},\n", " 'be_hyperparams': '{\"C\": 10000.0, \"gamma\": 0.1, \"kernel\": \"rbf\", \"max_iter\": 10000.0, \"multiclass_strategy\": \"ovr\"}'},\n",
" '-program made-'],\n", " '-program made-'],\n",
" 'balloons': [0.0,\n", " 'balloons': [0.0,\n",
" {'n_jobs': 1,\n", " {'n_jobs': 1,\n",
" 'max_samples': 0.66,\n",
" 'max_features': 'auto',\n",
" 'n_estimators': 100,\n", " 'n_estimators': 100,\n",
" 'be_hyperparams': '{\"C\": 7, \"gamma\": 0.1, \"kernel\": \"rbf\", \"max_iter\": 10000.0, \"multiclass_strategy\": \"ovr\"}'},\n", " 'be_hyperparams': '{\"C\": 7, \"gamma\": 0.1, \"kernel\": \"rbf\", \"max_iter\": 10000.0, \"multiclass_strategy\": \"ovr\"}'},\n",
" '-program made-'],\n", " '-program made-'],\n",
" 'breast-cancer-wisc-diag': [0.0,\n", " 'breast-cancer-wisc-diag': [0.0,\n",
" {'n_jobs': 1,\n", " {'n_jobs': 1,\n",
" 'max_samples': 0.66,\n",
" 'max_features': 'auto',\n",
" 'n_estimators': 100,\n", " 'n_estimators': 100,\n",
" 'be_hyperparams': '{\"C\": 0.2, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n", " 'be_hyperparams': '{\"C\": 0.2, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n",
" '-program made-'],\n", " '-program made-'],\n",
" 'breast-cancer-wisc-prog': [0.0,\n", " 'breast-cancer-wisc-prog': [0.0,\n",
" {'n_jobs': 1,\n", " {'n_jobs': 1,\n",
" 'max_samples': 0.66,\n",
" 'max_features': 'auto',\n",
" 'n_estimators': 100,\n", " 'n_estimators': 100,\n",
" 'be_hyperparams': '{\"C\": 0.2, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n", " 'be_hyperparams': '{\"C\": 0.2, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n",
" '-program made-'],\n", " '-program made-'],\n",
" 'breast-cancer-wisc': [0.0,\n", " 'breast-cancer-wisc': [0.0,\n",
" {'n_jobs': 1,\n", " {'n_jobs': 1,\n",
" 'max_samples': 0.66,\n",
" 'max_features': 'auto',\n",
" 'n_estimators': 100,\n", " 'n_estimators': 100,\n",
" 'be_hyperparams': '{\"kernel\": \"rbf\", \"multiclass_strategy\": \"ovr\"}'},\n", " 'be_hyperparams': '{\"kernel\": \"rbf\", \"multiclass_strategy\": \"ovr\"}'},\n",
" '-program made-'],\n", " '-program made-'],\n",
" 'breast-cancer': [0.0,\n", " 'breast-cancer': [0.0,\n",
" {'n_jobs': 1,\n", " {'n_jobs': 1,\n",
" 'max_samples': 0.66,\n",
" 'max_features': 'auto',\n",
" 'n_estimators': 100,\n", " 'n_estimators': 100,\n",
" 'be_hyperparams': '{\"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n", " 'be_hyperparams': '{\"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n",
" '-program made-'],\n", " '-program made-'],\n",
" 'cardiotocography-10clases': [0.0,\n", " 'cardiotocography-10clases': [0.0,\n",
" {'n_jobs': 1,\n", " {'n_jobs': 1, 'n_estimators': 100, 'be_hyperparams': '{}'},\n",
" 'max_samples': 0.66,\n",
" 'max_features': 'auto',\n",
" 'n_estimators': 100,\n",
" 'be_hyperparams': '{}'},\n",
" '-program made-'],\n", " '-program made-'],\n",
" 'cardiotocography-3clases': [0.0,\n", " 'cardiotocography-3clases': [0.0,\n",
" {'n_jobs': 1,\n", " {'n_jobs': 1, 'n_estimators': 100, 'be_hyperparams': '{}'},\n",
" 'max_samples': 0.66,\n",
" 'max_features': 'auto',\n",
" 'n_estimators': 100,\n",
" 'be_hyperparams': '{}'},\n",
" '-program made-'],\n", " '-program made-'],\n",
" 'conn-bench-sonar-mines-rocks': [0.0,\n", " 'conn-bench-sonar-mines-rocks': [0.0,\n",
" {'n_jobs': 1,\n", " {'n_jobs': 1,\n",
" 'max_samples': 0.66,\n",
" 'max_features': 'auto',\n",
" 'n_estimators': 100,\n", " 'n_estimators': 100,\n",
" 'be_hyperparams': '{\"kernel\": \"rbf\", \"multiclass_strategy\": \"ovr\"}'},\n", " 'be_hyperparams': '{\"kernel\": \"rbf\", \"multiclass_strategy\": \"ovr\"}'},\n",
" '-program made-'],\n", " '-program made-'],\n",
" 'cylinder-bands': [0.0,\n", " 'cylinder-bands': [0.0,\n",
" {'n_jobs': 1,\n", " {'n_jobs': 1,\n",
" 'max_samples': 0.66,\n",
" 'max_features': 'auto',\n",
" 'n_estimators': 100,\n", " 'n_estimators': 100,\n",
" 'be_hyperparams': '{\"kernel\": \"rbf\", \"multiclass_strategy\": \"ovr\"}'},\n", " 'be_hyperparams': '{\"kernel\": \"rbf\", \"multiclass_strategy\": \"ovr\"}'},\n",
" '-program made-'],\n", " '-program made-'],\n",
" 'dermatology': [0.0,\n", " 'dermatology': [0.0,\n",
" {'n_jobs': 1,\n", " {'n_jobs': 1,\n",
" 'max_samples': 0.66,\n",
" 'max_features': 'auto',\n",
" 'n_estimators': 100,\n", " 'n_estimators': 100,\n",
" 'be_hyperparams': '{\"C\": 55, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n", " 'be_hyperparams': '{\"C\": 55, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n",
" '-program made-'],\n", " '-program made-'],\n",
" 'echocardiogram': [0.0,\n", " 'echocardiogram': [0.0,\n",
" {'n_jobs': 1,\n", " {'n_jobs': 1,\n",
" 'max_samples': 0.66,\n",
" 'max_features': 'auto',\n",
" 'n_estimators': 100,\n", " 'n_estimators': 100,\n",
" 'be_hyperparams': '{\"splitter\": \"random\", \"max_features\": \"auto\"}'},\n", " 'be_hyperparams': '{\"splitter\": \"random\", \"max_features\": \"auto\"}'},\n",
" '-program made-'],\n", " '-program made-'],\n",
" 'fertility': [0.0,\n", " 'fertility': [0.0,\n",
" {'n_jobs': 1,\n", " {'n_jobs': 1,\n",
" 'max_samples': 0.66,\n",
" 'max_features': 'auto',\n",
" 'n_estimators': 100,\n", " 'n_estimators': 100,\n",
" 'be_hyperparams': '{\"C\": 0.05, \"max_features\": \"auto\", \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n", " 'be_hyperparams': '{\"C\": 0.05, \"max_features\": \"auto\", \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n",
" '-program made-'],\n", " '-program made-'],\n",
" 'haberman-survival': [0.0,\n", " 'haberman-survival': [0.0,\n",
" {'n_jobs': 1,\n", " {'n_jobs': 1,\n",
" 'max_samples': 0.66,\n",
" 'max_features': 'auto',\n",
" 'n_estimators': 100,\n", " 'n_estimators': 100,\n",
" 'be_hyperparams': '{\"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n", " 'be_hyperparams': '{\"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n",
" '-program made-'],\n", " '-program made-'],\n",
" 'heart-hungarian': [0.0,\n", " 'heart-hungarian': [0.0,\n",
" {'n_jobs': 1,\n", " {'n_jobs': 1,\n",
" 'max_samples': 0.66,\n",
" 'max_features': 'auto',\n",
" 'n_estimators': 100,\n", " 'n_estimators': 100,\n",
" 'be_hyperparams': '{\"C\": 0.05, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n", " 'be_hyperparams': '{\"C\": 0.05, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n",
" '-program made-'],\n", " '-program made-'],\n",
" 'hepatitis': [0.0,\n", " 'hepatitis': [0.0,\n",
" {'n_jobs': 1,\n", " {'n_jobs': 1,\n",
" 'max_samples': 0.66,\n",
" 'max_features': 'auto',\n",
" 'n_estimators': 100,\n", " 'n_estimators': 100,\n",
" 'be_hyperparams': '{\"C\": 7, \"gamma\": 0.1, \"kernel\": \"rbf\", \"max_iter\": 10000.0, \"multiclass_strategy\": \"ovr\"}'},\n", " 'be_hyperparams': '{\"C\": 7, \"gamma\": 0.1, \"kernel\": \"rbf\", \"max_iter\": 10000.0, \"multiclass_strategy\": \"ovr\"}'},\n",
" '-program made-'],\n", " '-program made-'],\n",
" 'ilpd-indian-liver': [0.0,\n", " 'ilpd-indian-liver': [0.0,\n",
" {'n_jobs': 1,\n", " {'n_jobs': 1,\n",
" 'max_samples': 0.66,\n",
" 'max_features': 'auto',\n",
" 'n_estimators': 100,\n", " 'n_estimators': 100,\n",
" 'be_hyperparams': '{\"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n", " 'be_hyperparams': '{\"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n",
" '-program made-'],\n", " '-program made-'],\n",
" 'ionosphere': [0.0,\n", " 'ionosphere': [0.0,\n",
" {'n_jobs': 1,\n", " {'n_jobs': 1,\n",
" 'max_samples': 0.66,\n",
" 'max_features': 'auto',\n",
" 'n_estimators': 100,\n", " 'n_estimators': 100,\n",
" 'be_hyperparams': '{\"C\": 7, \"gamma\": 0.1, \"kernel\": \"rbf\", \"max_iter\": 10000.0, \"multiclass_strategy\": \"ovr\"}'},\n", " 'be_hyperparams': '{\"C\": 7, \"gamma\": 0.1, \"kernel\": \"rbf\", \"max_iter\": 10000.0, \"multiclass_strategy\": \"ovr\"}'},\n",
" '-program made-'],\n", " '-program made-'],\n",
" 'iris': [0.0,\n", " 'iris': [0.0,\n",
" {'n_jobs': 1,\n", " {'n_jobs': 1, 'n_estimators': 100, 'be_hyperparams': '{}'},\n",
" 'max_samples': 0.66,\n",
" 'max_features': 'auto',\n",
" 'n_estimators': 100,\n",
" 'be_hyperparams': '{}'},\n",
" '-program made-'],\n", " '-program made-'],\n",
" 'led-display': [0.0,\n", " 'led-display': [0.0,\n",
" {'n_jobs': 1,\n", " {'n_jobs': 1,\n",
" 'max_samples': 0.66,\n",
" 'max_features': 'auto',\n",
" 'n_estimators': 100,\n", " 'n_estimators': 100,\n",
" 'be_hyperparams': '{\"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n", " 'be_hyperparams': '{\"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n",
" '-program made-'],\n", " '-program made-'],\n",
" 'libras': [0.0,\n", " 'libras': [0.0,\n",
" {'n_jobs': 1,\n", " {'n_jobs': 1,\n",
" 'max_samples': 0.66,\n",
" 'max_features': 'auto',\n",
" 'n_estimators': 100,\n", " 'n_estimators': 100,\n",
" 'be_hyperparams': '{\"C\": 0.08, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n", " 'be_hyperparams': '{\"C\": 0.08, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n",
" '-program made-'],\n", " '-program made-'],\n",
" 'low-res-spect': [0.0,\n", " 'low-res-spect': [0.0,\n",
" {'n_jobs': 1,\n", " {'n_jobs': 1, 'n_estimators': 100, 'be_hyperparams': '{}'},\n",
" 'max_samples': 0.66,\n",
" 'max_features': 'auto',\n",
" 'n_estimators': 100,\n",
" 'be_hyperparams': '{}'},\n",
" '-program made-'],\n", " '-program made-'],\n",
" 'lymphography': [0.0,\n", " 'lymphography': [0.0,\n",
" {'n_jobs': 1,\n", " {'n_jobs': 1,\n",
" 'max_samples': 0.66,\n",
" 'max_features': 'auto',\n",
" 'n_estimators': 100,\n", " 'n_estimators': 100,\n",
" 'be_hyperparams': '{\"C\": 0.05, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n", " 'be_hyperparams': '{\"C\": 0.05, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n",
" '-program made-'],\n", " '-program made-'],\n",
" 'mammographic': [0.0,\n", " 'mammographic': [0.0,\n",
" {'n_jobs': 1,\n", " {'n_jobs': 1,\n",
" 'max_samples': 0.66,\n",
" 'max_features': 'auto',\n",
" 'n_estimators': 100,\n", " 'n_estimators': 100,\n",
" 'be_hyperparams': '{\"kernel\": \"rbf\", \"multiclass_strategy\": \"ovr\"}'},\n", " 'be_hyperparams': '{\"kernel\": \"rbf\", \"multiclass_strategy\": \"ovr\"}'},\n",
" '-program made-'],\n", " '-program made-'],\n",
" 'molec-biol-promoter': [0.0,\n", " 'molec-biol-promoter': [0.0,\n",
" {'n_jobs': 1,\n", " {'n_jobs': 1,\n",
" 'max_samples': 0.66,\n",
" 'max_features': 'auto',\n",
" 'n_estimators': 100,\n", " 'n_estimators': 100,\n",
" 'be_hyperparams': '{\"kernel\": \"rbf\", \"multiclass_strategy\": \"ovr\"}'},\n", " 'be_hyperparams': '{\"kernel\": \"rbf\", \"multiclass_strategy\": \"ovr\"}'},\n",
" '-program made-'],\n", " '-program made-'],\n",
" 'musk-1': [0.0,\n", " 'musk-1': [0.0,\n",
" {'n_jobs': 1,\n", " {'n_jobs': 1,\n",
" 'max_samples': 0.66,\n",
" 'max_features': 'auto',\n",
" 'n_estimators': 100,\n", " 'n_estimators': 100,\n",
" 'be_hyperparams': '{\"C\": 0.05, \"gamma\": 0.1, \"kernel\": \"poly\", \"max_iter\": 10000.0, \"multiclass_strategy\": \"ovr\"}'},\n", " 'be_hyperparams': '{\"C\": 0.05, \"gamma\": 0.1, \"kernel\": \"poly\", \"max_iter\": 10000.0, \"multiclass_strategy\": \"ovr\"}'},\n",
" '-program made-'],\n", " '-program made-'],\n",
" 'oocytes_merluccius_nucleus_4d': [0.0,\n", " 'oocytes_merluccius_nucleus_4d': [0.0,\n",
" {'n_jobs': 1,\n", " {'n_jobs': 1,\n",
" 'max_samples': 0.66,\n",
" 'max_features': 'auto',\n",
" 'n_estimators': 100,\n", " 'n_estimators': 100,\n",
" 'be_hyperparams': '{\"C\": 8.25, \"gamma\": 0.1, \"kernel\": \"poly\", \"multiclass_strategy\": \"ovr\"}'},\n", " 'be_hyperparams': '{\"C\": 8.25, \"gamma\": 0.1, \"kernel\": \"poly\", \"multiclass_strategy\": \"ovr\"}'},\n",
" '-program made-'],\n", " '-program made-'],\n",
" 'oocytes_merluccius_states_2f': [0.0,\n", " 'oocytes_merluccius_states_2f': [0.0,\n",
" {'n_jobs': 1,\n", " {'n_jobs': 1, 'n_estimators': 100, 'be_hyperparams': '{}'},\n",
" 'max_samples': 0.66,\n",
" 'max_features': 'auto',\n",
" 'n_estimators': 100,\n",
" 'be_hyperparams': '{}'},\n",
" '-program made-'],\n", " '-program made-'],\n",
" 'oocytes_trisopterus_nucleus_2f': [0.0,\n", " 'oocytes_trisopterus_nucleus_2f': [0.0,\n",
" {'n_jobs': 1,\n", " {'n_jobs': 1,\n",
" 'max_samples': 0.66,\n",
" 'max_features': 'auto',\n",
" 'n_estimators': 100,\n", " 'n_estimators': 100,\n",
" 'be_hyperparams': '{\"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n", " 'be_hyperparams': '{\"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n",
" '-program made-'],\n", " '-program made-'],\n",
" 'oocytes_trisopterus_states_5b': [0.0,\n", " 'oocytes_trisopterus_states_5b': [0.0,\n",
" {'n_jobs': 1,\n", " {'n_jobs': 1,\n",
" 'max_samples': 0.66,\n",
" 'max_features': 'auto',\n",
" 'n_estimators': 100,\n", " 'n_estimators': 100,\n",
" 'be_hyperparams': '{\"C\": 0.11, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n", " 'be_hyperparams': '{\"C\": 0.11, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n",
" '-program made-'],\n", " '-program made-'],\n",
" 'parkinsons': [0.0,\n", " 'parkinsons': [0.0,\n",
" {'n_jobs': 1,\n", " {'n_jobs': 1,\n",
" 'max_samples': 0.66,\n",
" 'max_features': 'auto',\n",
" 'n_estimators': 100,\n", " 'n_estimators': 100,\n",
" 'be_hyperparams': '{\"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n", " 'be_hyperparams': '{\"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n",
" '-program made-'],\n", " '-program made-'],\n",
" 'pima': [0.0,\n", " 'pima': [0.0,\n",
" {'n_jobs': 1,\n", " {'n_jobs': 1, 'n_estimators': 100, 'be_hyperparams': '{}'},\n",
" 'max_samples': 0.66,\n",
" 'max_features': 'auto',\n",
" 'n_estimators': 100,\n",
" 'be_hyperparams': '{}'},\n",
" '-program made-'],\n", " '-program made-'],\n",
" 'pittsburg-bridges-MATERIAL': [0.0,\n", " 'pittsburg-bridges-MATERIAL': [0.0,\n",
" {'n_jobs': 1,\n", " {'n_jobs': 1,\n",
" 'max_samples': 0.66,\n",
" 'max_features': 'auto',\n",
" 'n_estimators': 100,\n", " 'n_estimators': 100,\n",
" 'be_hyperparams': '{\"C\": 7, \"gamma\": 0.1, \"kernel\": \"rbf\", \"max_iter\": 10000.0, \"multiclass_strategy\": \"ovr\"}'},\n", " 'be_hyperparams': '{\"C\": 7, \"gamma\": 0.1, \"kernel\": \"rbf\", \"max_iter\": 10000.0, \"multiclass_strategy\": \"ovr\"}'},\n",
" '-program made-'],\n", " '-program made-'],\n",
" 'pittsburg-bridges-REL-L': [0.0,\n", " 'pittsburg-bridges-REL-L': [0.0,\n",
" {'n_jobs': 1,\n", " {'n_jobs': 1, 'n_estimators': 100, 'be_hyperparams': '{}'},\n",
" 'max_samples': 0.66,\n",
" 'max_features': 'auto',\n",
" 'n_estimators': 100,\n",
" 'be_hyperparams': '{}'},\n",
" '-program made-'],\n", " '-program made-'],\n",
" 'pittsburg-bridges-SPAN': [0.0,\n", " 'pittsburg-bridges-SPAN': [0.0,\n",
" {'n_jobs': 1,\n", " {'n_jobs': 1,\n",
" 'max_samples': 0.66,\n",
" 'max_features': 'auto',\n",
" 'n_estimators': 100,\n", " 'n_estimators': 100,\n",
" 'be_hyperparams': '{\"C\": 0.05, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n", " 'be_hyperparams': '{\"C\": 0.05, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n",
" '-program made-'],\n", " '-program made-'],\n",
" 'pittsburg-bridges-T-OR-D': [0.0,\n", " 'pittsburg-bridges-T-OR-D': [0.0,\n",
" {'n_jobs': 1,\n", " {'n_jobs': 1,\n",
" 'max_samples': 0.66,\n",
" 'max_features': 'auto',\n",
" 'n_estimators': 100,\n", " 'n_estimators': 100,\n",
" 'be_hyperparams': '{\"splitter\": \"random\", \"max_features\": \"auto\"}'},\n", " 'be_hyperparams': '{\"splitter\": \"random\", \"max_features\": \"auto\"}'},\n",
" '-program made-'],\n", " '-program made-'],\n",
" 'planning': [0.0,\n", " 'planning': [0.0,\n",
" {'n_jobs': 1,\n", " {'n_jobs': 1,\n",
" 'max_samples': 0.66,\n",
" 'max_features': 'auto',\n",
" 'n_estimators': 100,\n", " 'n_estimators': 100,\n",
" 'be_hyperparams': '{\"C\": 7, \"gamma\": 10.0, \"kernel\": \"rbf\", \"max_iter\": 10000.0, \"multiclass_strategy\": \"ovr\"}'},\n", " 'be_hyperparams': '{\"C\": 7, \"gamma\": 10.0, \"kernel\": \"rbf\", \"max_iter\": 10000.0, \"multiclass_strategy\": \"ovr\"}'},\n",
" '-program made-'],\n", " '-program made-'],\n",
" 'post-operative': [0.0,\n", " 'post-operative': [0.0,\n",
" {'n_jobs': 1,\n", " {'n_jobs': 1,\n",
" 'max_samples': 0.66,\n",
" 'max_features': 'auto',\n",
" 'n_estimators': 100,\n", " 'n_estimators': 100,\n",
" 'be_hyperparams': '{\"C\": 55, \"degree\": 5, \"gamma\": 0.1, \"kernel\": \"poly\", \"max_iter\": 10000.0, \"multiclass_strategy\": \"ovr\"}'},\n", " 'be_hyperparams': '{\"C\": 55, \"degree\": 5, \"gamma\": 0.1, \"kernel\": \"poly\", \"max_iter\": 10000.0, \"multiclass_strategy\": \"ovr\"}'},\n",
" '-program made-'],\n", " '-program made-'],\n",
" 'seeds': [0.0,\n", " 'seeds': [0.0,\n",
" {'n_jobs': 1,\n", " {'n_jobs': 1,\n",
" 'max_samples': 0.66,\n",
" 'max_features': 'auto',\n",
" 'n_estimators': 100,\n", " 'n_estimators': 100,\n",
" 'be_hyperparams': '{\"C\": 10000.0, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n", " 'be_hyperparams': '{\"C\": 10000.0, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n",
" '-program made-'],\n", " '-program made-'],\n",
" 'statlog-australian-credit': [0.0,\n", " 'statlog-australian-credit': [0.0,\n",
" {'n_jobs': 1,\n", " {'n_jobs': 1, 'n_estimators': 100, 'be_hyperparams': '{}'},\n",
" 'max_samples': 0.66,\n",
" 'max_features': 'auto',\n",
" 'n_estimators': 100,\n",
" 'be_hyperparams': '{}'},\n",
" '-program made-'],\n", " '-program made-'],\n",
" 'statlog-german-credit': [0.0,\n", " 'statlog-german-credit': [0.0,\n",
" {'n_jobs': 1,\n", " {'n_jobs': 1, 'n_estimators': 100, 'be_hyperparams': '{}'},\n",
" 'max_samples': 0.66,\n",
" 'max_features': 'auto',\n",
" 'n_estimators': 100,\n",
" 'be_hyperparams': '{}'},\n",
" '-program made-'],\n", " '-program made-'],\n",
" 'statlog-heart': [0.0,\n", " 'statlog-heart': [0.0,\n",
" {'n_jobs': 1,\n", " {'n_jobs': 1,\n",
" 'max_samples': 0.66,\n",
" 'max_features': 'auto',\n",
" 'n_estimators': 100,\n", " 'n_estimators': 100,\n",
" 'be_hyperparams': '{\"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n", " 'be_hyperparams': '{\"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n",
" '-program made-'],\n", " '-program made-'],\n",
" 'statlog-image': [0.0,\n", " 'statlog-image': [0.0,\n",
" {'n_jobs': 1,\n", " {'n_jobs': 1,\n",
" 'max_samples': 0.66,\n",
" 'max_features': 'auto',\n",
" 'n_estimators': 100,\n", " 'n_estimators': 100,\n",
" 'be_hyperparams': '{\"C\": 7, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n", " 'be_hyperparams': '{\"C\": 7, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n",
" '-program made-'],\n", " '-program made-'],\n",
" 'statlog-vehicle': [0.0,\n", " 'statlog-vehicle': [0.0,\n",
" {'n_jobs': 1,\n", " {'n_jobs': 1,\n",
" 'max_samples': 0.66,\n",
" 'max_features': 'auto',\n",
" 'n_estimators': 100,\n", " 'n_estimators': 100,\n",
" 'be_hyperparams': '{\"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n", " 'be_hyperparams': '{\"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n",
" '-program made-'],\n", " '-program made-'],\n",
" 'synthetic-control': [0.0,\n", " 'synthetic-control': [0.0,\n",
" {'n_jobs': 1,\n", " {'n_jobs': 1, 'n_estimators': 100, 'be_hyperparams': '{}'},\n",
" 'max_samples': 0.66,\n",
" 'max_features': 'auto',\n",
" 'n_estimators': 100,\n",
" 'be_hyperparams': '{}'},\n",
" '-program made-'],\n", " '-program made-'],\n",
" 'tic-tac-toe': [0.0,\n", " 'tic-tac-toe': [0.0,\n",
" {'n_jobs': 1,\n", " {'n_jobs': 1,\n",
" 'max_samples': 0.66,\n",
" 'max_features': 'auto',\n",
" 'n_estimators': 100,\n", " 'n_estimators': 100,\n",
" 'be_hyperparams': '{\"C\": 0.2, \"gamma\": 0.1, \"kernel\": \"poly\", \"max_iter\": 10000.0, \"multiclass_strategy\": \"ovr\"}'},\n", " 'be_hyperparams': '{\"C\": 0.2, \"gamma\": 0.1, \"kernel\": \"poly\", \"max_iter\": 10000.0, \"multiclass_strategy\": \"ovr\"}'},\n",
" '-program made-'],\n", " '-program made-'],\n",
" 'vertebral-column-2clases': [0.0,\n", " 'vertebral-column-2clases': [0.0,\n",
" {'n_jobs': 1,\n", " {'n_jobs': 1,\n",
" 'max_samples': 0.66,\n",
" 'max_features': 'auto',\n",
" 'n_estimators': 100,\n", " 'n_estimators': 100,\n",
" 'be_hyperparams': '{\"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n", " 'be_hyperparams': '{\"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n",
" '-program made-'],\n", " '-program made-'],\n",
" 'wine': [0.0,\n", " 'wine': [0.0,\n",
" {'n_jobs': 1,\n", " {'n_jobs': 1,\n",
" 'max_samples': 0.66,\n",
" 'max_features': 'auto',\n",
" 'n_estimators': 100,\n", " 'n_estimators': 100,\n",
" 'be_hyperparams': '{\"C\": 0.55, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n", " 'be_hyperparams': '{\"C\": 0.55, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n",
" '-program made-'],\n", " '-program made-'],\n",
" 'zoo': [0.0,\n", " 'zoo': [0.0,\n",
" {'n_jobs': 1,\n", " {'n_jobs': 1,\n",
" 'max_samples': 0.66,\n",
" 'max_features': 'auto',\n",
" 'n_estimators': 100,\n", " 'n_estimators': 100,\n",
" 'be_hyperparams': '{\"C\": 0.1, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n", " 'be_hyperparams': '{\"C\": 0.1, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n",
" '-program made-']}" " '-program made-']}"
@@ -437,8 +319,6 @@
"text/plain": [ "text/plain": [
"[0.0,\n", "[0.0,\n",
" {'n_jobs': 1,\n", " {'n_jobs': 1,\n",
" 'max_samples': 0.66,\n",
" 'max_features': 'auto',\n",
" 'n_estimators': 100,\n", " 'n_estimators': 100,\n",
" 'be_hyperparams': '{\"C\": 0.1, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n", " 'be_hyperparams': '{\"C\": 0.1, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n",
" '-program made-']" " '-program made-']"

2
results/best_results_accuracy_ODTE.json
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