From 2369bd09c2cdd70730435a0f64b9e8dae1efd057 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Ricardo=20Montan=CC=83ana?= Date: Thu, 17 Feb 2022 09:58:02 +0100 Subject: [PATCH] Default ODTE and optim. STree hyperparams --- experiments/build_ODTE_best.ipynb | 142 ++---------------------- results/best_results_accuracy_ODTE.json | 2 +- 2 files changed, 12 insertions(+), 132 deletions(-) diff --git a/experiments/build_ODTE_best.ipynb b/experiments/build_ODTE_best.ipynb index bfdcef1..b27e292 100644 --- a/experiments/build_ODTE_best.ipynb +++ b/experiments/build_ODTE_best.ipynb @@ -57,7 +57,7 @@ "for key, value in data.items():\n", " value[0]=0.0\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", "fd.close()\n", "fo.close()" @@ -74,344 +74,226 @@ "text/plain": [ "{'balance-scale': [0.0,\n", " {'n_jobs': 1,\n", - " 'max_samples': 0.66,\n", - " 'max_features': 'auto',\n", " 'n_estimators': 100,\n", " 'be_hyperparams': '{\"C\": 10000.0, \"gamma\": 0.1, \"kernel\": \"rbf\", \"max_iter\": 10000.0, \"multiclass_strategy\": \"ovr\"}'},\n", " '-program made-'],\n", " 'balloons': [0.0,\n", " {'n_jobs': 1,\n", - " 'max_samples': 0.66,\n", - " 'max_features': 'auto',\n", " 'n_estimators': 100,\n", " 'be_hyperparams': '{\"C\": 7, \"gamma\": 0.1, \"kernel\": \"rbf\", \"max_iter\": 10000.0, \"multiclass_strategy\": \"ovr\"}'},\n", " '-program made-'],\n", " 'breast-cancer-wisc-diag': [0.0,\n", " {'n_jobs': 1,\n", - " 'max_samples': 0.66,\n", - " 'max_features': 'auto',\n", " 'n_estimators': 100,\n", " 'be_hyperparams': '{\"C\": 0.2, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n", " '-program made-'],\n", " 'breast-cancer-wisc-prog': [0.0,\n", " {'n_jobs': 1,\n", - " 'max_samples': 0.66,\n", - " 'max_features': 'auto',\n", " 'n_estimators': 100,\n", " 'be_hyperparams': '{\"C\": 0.2, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n", " '-program made-'],\n", " 'breast-cancer-wisc': [0.0,\n", " {'n_jobs': 1,\n", - " 'max_samples': 0.66,\n", - " 'max_features': 'auto',\n", " 'n_estimators': 100,\n", " 'be_hyperparams': '{\"kernel\": \"rbf\", \"multiclass_strategy\": \"ovr\"}'},\n", " '-program made-'],\n", " 'breast-cancer': [0.0,\n", " {'n_jobs': 1,\n", - " 'max_samples': 0.66,\n", - " 'max_features': 'auto',\n", " 'n_estimators': 100,\n", " 'be_hyperparams': '{\"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n", " '-program made-'],\n", " 'cardiotocography-10clases': [0.0,\n", - " {'n_jobs': 1,\n", - " 'max_samples': 0.66,\n", - " 'max_features': 'auto',\n", - " 'n_estimators': 100,\n", - " 'be_hyperparams': '{}'},\n", + " {'n_jobs': 1, 'n_estimators': 100, 'be_hyperparams': '{}'},\n", " '-program made-'],\n", " 'cardiotocography-3clases': [0.0,\n", - " {'n_jobs': 1,\n", - " 'max_samples': 0.66,\n", - " 'max_features': 'auto',\n", - " 'n_estimators': 100,\n", - " 'be_hyperparams': '{}'},\n", + " {'n_jobs': 1, 'n_estimators': 100, 'be_hyperparams': '{}'},\n", " '-program made-'],\n", " 'conn-bench-sonar-mines-rocks': [0.0,\n", " {'n_jobs': 1,\n", - " 'max_samples': 0.66,\n", - " 'max_features': 'auto',\n", " 'n_estimators': 100,\n", " 'be_hyperparams': '{\"kernel\": \"rbf\", \"multiclass_strategy\": \"ovr\"}'},\n", " '-program made-'],\n", " 'cylinder-bands': [0.0,\n", " {'n_jobs': 1,\n", - " 'max_samples': 0.66,\n", - " 'max_features': 'auto',\n", " 'n_estimators': 100,\n", " 'be_hyperparams': '{\"kernel\": \"rbf\", \"multiclass_strategy\": \"ovr\"}'},\n", " '-program made-'],\n", " 'dermatology': [0.0,\n", " {'n_jobs': 1,\n", - " 'max_samples': 0.66,\n", - " 'max_features': 'auto',\n", " 'n_estimators': 100,\n", " 'be_hyperparams': '{\"C\": 55, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n", " '-program made-'],\n", " 'echocardiogram': [0.0,\n", " {'n_jobs': 1,\n", - " 'max_samples': 0.66,\n", - " 'max_features': 'auto',\n", " 'n_estimators': 100,\n", " 'be_hyperparams': '{\"splitter\": \"random\", \"max_features\": \"auto\"}'},\n", " '-program made-'],\n", " 'fertility': [0.0,\n", " {'n_jobs': 1,\n", - " 'max_samples': 0.66,\n", - " 'max_features': 'auto',\n", " 'n_estimators': 100,\n", " 'be_hyperparams': '{\"C\": 0.05, \"max_features\": \"auto\", \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n", " '-program made-'],\n", " 'haberman-survival': [0.0,\n", " {'n_jobs': 1,\n", - " 'max_samples': 0.66,\n", - " 'max_features': 'auto',\n", " 'n_estimators': 100,\n", " 'be_hyperparams': '{\"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n", " '-program made-'],\n", " 'heart-hungarian': [0.0,\n", " {'n_jobs': 1,\n", - " 'max_samples': 0.66,\n", - " 'max_features': 'auto',\n", " 'n_estimators': 100,\n", " 'be_hyperparams': '{\"C\": 0.05, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n", " '-program made-'],\n", " 'hepatitis': [0.0,\n", " {'n_jobs': 1,\n", - " 'max_samples': 0.66,\n", - " 'max_features': 'auto',\n", " 'n_estimators': 100,\n", " 'be_hyperparams': '{\"C\": 7, \"gamma\": 0.1, \"kernel\": \"rbf\", \"max_iter\": 10000.0, \"multiclass_strategy\": \"ovr\"}'},\n", " '-program made-'],\n", " 'ilpd-indian-liver': [0.0,\n", " {'n_jobs': 1,\n", - " 'max_samples': 0.66,\n", - " 'max_features': 'auto',\n", " 'n_estimators': 100,\n", " 'be_hyperparams': '{\"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n", " '-program made-'],\n", " 'ionosphere': [0.0,\n", " {'n_jobs': 1,\n", - " 'max_samples': 0.66,\n", - " 'max_features': 'auto',\n", " 'n_estimators': 100,\n", " 'be_hyperparams': '{\"C\": 7, \"gamma\": 0.1, \"kernel\": \"rbf\", \"max_iter\": 10000.0, \"multiclass_strategy\": \"ovr\"}'},\n", " '-program made-'],\n", " 'iris': [0.0,\n", - " {'n_jobs': 1,\n", - " 'max_samples': 0.66,\n", - " 'max_features': 'auto',\n", - " 'n_estimators': 100,\n", - " 'be_hyperparams': '{}'},\n", + " {'n_jobs': 1, 'n_estimators': 100, 'be_hyperparams': '{}'},\n", " '-program made-'],\n", " 'led-display': [0.0,\n", " {'n_jobs': 1,\n", - " 'max_samples': 0.66,\n", - " 'max_features': 'auto',\n", " 'n_estimators': 100,\n", " 'be_hyperparams': '{\"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n", " '-program made-'],\n", " 'libras': [0.0,\n", " {'n_jobs': 1,\n", - " 'max_samples': 0.66,\n", - " 'max_features': 'auto',\n", " 'n_estimators': 100,\n", " 'be_hyperparams': '{\"C\": 0.08, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n", " '-program made-'],\n", " 'low-res-spect': [0.0,\n", - " {'n_jobs': 1,\n", - " 'max_samples': 0.66,\n", - " 'max_features': 'auto',\n", - " 'n_estimators': 100,\n", - " 'be_hyperparams': '{}'},\n", + " {'n_jobs': 1, 'n_estimators': 100, 'be_hyperparams': '{}'},\n", " '-program made-'],\n", " 'lymphography': [0.0,\n", " {'n_jobs': 1,\n", - " 'max_samples': 0.66,\n", - " 'max_features': 'auto',\n", " 'n_estimators': 100,\n", " 'be_hyperparams': '{\"C\": 0.05, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n", " '-program made-'],\n", " 'mammographic': [0.0,\n", " {'n_jobs': 1,\n", - " 'max_samples': 0.66,\n", - " 'max_features': 'auto',\n", " 'n_estimators': 100,\n", " 'be_hyperparams': '{\"kernel\": \"rbf\", \"multiclass_strategy\": \"ovr\"}'},\n", " '-program made-'],\n", " 'molec-biol-promoter': [0.0,\n", " {'n_jobs': 1,\n", - " 'max_samples': 0.66,\n", - " 'max_features': 'auto',\n", " 'n_estimators': 100,\n", " 'be_hyperparams': '{\"kernel\": \"rbf\", \"multiclass_strategy\": \"ovr\"}'},\n", " '-program made-'],\n", " 'musk-1': [0.0,\n", " {'n_jobs': 1,\n", - " 'max_samples': 0.66,\n", - " 'max_features': 'auto',\n", " 'n_estimators': 100,\n", " 'be_hyperparams': '{\"C\": 0.05, \"gamma\": 0.1, \"kernel\": \"poly\", \"max_iter\": 10000.0, \"multiclass_strategy\": \"ovr\"}'},\n", " '-program made-'],\n", " 'oocytes_merluccius_nucleus_4d': [0.0,\n", " {'n_jobs': 1,\n", - " 'max_samples': 0.66,\n", - " 'max_features': 'auto',\n", " 'n_estimators': 100,\n", " 'be_hyperparams': '{\"C\": 8.25, \"gamma\": 0.1, \"kernel\": \"poly\", \"multiclass_strategy\": \"ovr\"}'},\n", " '-program made-'],\n", " 'oocytes_merluccius_states_2f': [0.0,\n", - " {'n_jobs': 1,\n", - " 'max_samples': 0.66,\n", - " 'max_features': 'auto',\n", - " 'n_estimators': 100,\n", - " 'be_hyperparams': '{}'},\n", + " {'n_jobs': 1, 'n_estimators': 100, 'be_hyperparams': '{}'},\n", " '-program made-'],\n", " 'oocytes_trisopterus_nucleus_2f': [0.0,\n", " {'n_jobs': 1,\n", - " 'max_samples': 0.66,\n", - " 'max_features': 'auto',\n", " 'n_estimators': 100,\n", " 'be_hyperparams': '{\"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n", " '-program made-'],\n", " 'oocytes_trisopterus_states_5b': [0.0,\n", " {'n_jobs': 1,\n", - " 'max_samples': 0.66,\n", - " 'max_features': 'auto',\n", " 'n_estimators': 100,\n", " 'be_hyperparams': '{\"C\": 0.11, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n", " '-program made-'],\n", " 'parkinsons': [0.0,\n", " {'n_jobs': 1,\n", - " 'max_samples': 0.66,\n", - " 'max_features': 'auto',\n", " 'n_estimators': 100,\n", " 'be_hyperparams': '{\"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n", " '-program made-'],\n", " 'pima': [0.0,\n", - " {'n_jobs': 1,\n", - " 'max_samples': 0.66,\n", - " 'max_features': 'auto',\n", - " 'n_estimators': 100,\n", - " 'be_hyperparams': '{}'},\n", + " {'n_jobs': 1, 'n_estimators': 100, 'be_hyperparams': '{}'},\n", " '-program made-'],\n", " 'pittsburg-bridges-MATERIAL': [0.0,\n", " {'n_jobs': 1,\n", - " 'max_samples': 0.66,\n", - " 'max_features': 'auto',\n", " 'n_estimators': 100,\n", " 'be_hyperparams': '{\"C\": 7, \"gamma\": 0.1, \"kernel\": \"rbf\", \"max_iter\": 10000.0, \"multiclass_strategy\": \"ovr\"}'},\n", " '-program made-'],\n", " 'pittsburg-bridges-REL-L': [0.0,\n", - " {'n_jobs': 1,\n", - " 'max_samples': 0.66,\n", - " 'max_features': 'auto',\n", - " 'n_estimators': 100,\n", - " 'be_hyperparams': '{}'},\n", + " {'n_jobs': 1, 'n_estimators': 100, 'be_hyperparams': '{}'},\n", " '-program made-'],\n", " 'pittsburg-bridges-SPAN': [0.0,\n", " {'n_jobs': 1,\n", - " 'max_samples': 0.66,\n", - " 'max_features': 'auto',\n", " 'n_estimators': 100,\n", " 'be_hyperparams': '{\"C\": 0.05, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n", " '-program made-'],\n", " 'pittsburg-bridges-T-OR-D': [0.0,\n", " {'n_jobs': 1,\n", - " 'max_samples': 0.66,\n", - " 'max_features': 'auto',\n", " 'n_estimators': 100,\n", " 'be_hyperparams': '{\"splitter\": \"random\", \"max_features\": \"auto\"}'},\n", " '-program made-'],\n", " 'planning': [0.0,\n", " {'n_jobs': 1,\n", - " 'max_samples': 0.66,\n", - " 'max_features': 'auto',\n", " 'n_estimators': 100,\n", " 'be_hyperparams': '{\"C\": 7, \"gamma\": 10.0, \"kernel\": \"rbf\", \"max_iter\": 10000.0, \"multiclass_strategy\": \"ovr\"}'},\n", " '-program made-'],\n", " 'post-operative': [0.0,\n", " {'n_jobs': 1,\n", - " 'max_samples': 0.66,\n", - " 'max_features': 'auto',\n", " 'n_estimators': 100,\n", " 'be_hyperparams': '{\"C\": 55, \"degree\": 5, \"gamma\": 0.1, \"kernel\": \"poly\", \"max_iter\": 10000.0, \"multiclass_strategy\": \"ovr\"}'},\n", " '-program made-'],\n", " 'seeds': [0.0,\n", " {'n_jobs': 1,\n", - " 'max_samples': 0.66,\n", - " 'max_features': 'auto',\n", " 'n_estimators': 100,\n", " 'be_hyperparams': '{\"C\": 10000.0, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n", " '-program made-'],\n", " 'statlog-australian-credit': [0.0,\n", - " {'n_jobs': 1,\n", - " 'max_samples': 0.66,\n", - " 'max_features': 'auto',\n", - " 'n_estimators': 100,\n", - " 'be_hyperparams': '{}'},\n", + " {'n_jobs': 1, 'n_estimators': 100, 'be_hyperparams': '{}'},\n", " '-program made-'],\n", " 'statlog-german-credit': [0.0,\n", - " {'n_jobs': 1,\n", - " 'max_samples': 0.66,\n", - " 'max_features': 'auto',\n", - " 'n_estimators': 100,\n", - " 'be_hyperparams': '{}'},\n", + " {'n_jobs': 1, 'n_estimators': 100, 'be_hyperparams': '{}'},\n", " '-program made-'],\n", " 'statlog-heart': [0.0,\n", " {'n_jobs': 1,\n", - " 'max_samples': 0.66,\n", - " 'max_features': 'auto',\n", " 'n_estimators': 100,\n", " 'be_hyperparams': '{\"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n", " '-program made-'],\n", " 'statlog-image': [0.0,\n", " {'n_jobs': 1,\n", - " 'max_samples': 0.66,\n", - " 'max_features': 'auto',\n", " 'n_estimators': 100,\n", " 'be_hyperparams': '{\"C\": 7, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n", " '-program made-'],\n", " 'statlog-vehicle': [0.0,\n", " {'n_jobs': 1,\n", - " 'max_samples': 0.66,\n", - " 'max_features': 'auto',\n", " 'n_estimators': 100,\n", " 'be_hyperparams': '{\"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n", " '-program made-'],\n", " 'synthetic-control': [0.0,\n", - " {'n_jobs': 1,\n", - " 'max_samples': 0.66,\n", - " 'max_features': 'auto',\n", - " 'n_estimators': 100,\n", - " 'be_hyperparams': '{}'},\n", + " {'n_jobs': 1, 'n_estimators': 100, 'be_hyperparams': '{}'},\n", " '-program made-'],\n", " 'tic-tac-toe': [0.0,\n", " {'n_jobs': 1,\n", - " 'max_samples': 0.66,\n", - " 'max_features': 'auto',\n", " 'n_estimators': 100,\n", " 'be_hyperparams': '{\"C\": 0.2, \"gamma\": 0.1, \"kernel\": \"poly\", \"max_iter\": 10000.0, \"multiclass_strategy\": \"ovr\"}'},\n", " '-program made-'],\n", " 'vertebral-column-2clases': [0.0,\n", " {'n_jobs': 1,\n", - " 'max_samples': 0.66,\n", - " 'max_features': 'auto',\n", " 'n_estimators': 100,\n", " 'be_hyperparams': '{\"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n", " '-program made-'],\n", " 'wine': [0.0,\n", " {'n_jobs': 1,\n", - " 'max_samples': 0.66,\n", - " 'max_features': 'auto',\n", " 'n_estimators': 100,\n", " 'be_hyperparams': '{\"C\": 0.55, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n", " '-program made-'],\n", " 'zoo': [0.0,\n", " {'n_jobs': 1,\n", - " 'max_samples': 0.66,\n", - " 'max_features': 'auto',\n", " 'n_estimators': 100,\n", " 'be_hyperparams': '{\"C\": 0.1, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n", " '-program made-']}" @@ -437,8 +319,6 @@ "text/plain": [ "[0.0,\n", " {'n_jobs': 1,\n", - " 'max_samples': 0.66,\n", - " 'max_features': 'auto',\n", " 'n_estimators': 100,\n", " 'be_hyperparams': '{\"C\": 0.1, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n", " '-program made-']" diff --git a/results/best_results_accuracy_ODTE.json b/results/best_results_accuracy_ODTE.json index d967fe9..670132a 100644 --- a/results/best_results_accuracy_ODTE.json +++ b/results/best_results_accuracy_ODTE.json @@ -1 +1 @@ -{"balance-scale": [0.0, {"n_jobs": 1, "max_samples": 0.66, "max_features": "auto", "n_estimators": 100, "be_hyperparams": "{\"C\": 10000.0, \"gamma\": 0.1, \"kernel\": \"rbf\", \"max_iter\": 10000.0, \"multiclass_strategy\": \"ovr\"}"}, "-program made-"], "balloons": [0.0, {"n_jobs": 1, "max_samples": 0.66, "max_features": "auto", "n_estimators": 100, "be_hyperparams": "{\"C\": 7, \"gamma\": 0.1, \"kernel\": \"rbf\", \"max_iter\": 10000.0, \"multiclass_strategy\": \"ovr\"}"}, "-program made-"], "breast-cancer-wisc-diag": [0.0, {"n_jobs": 1, "max_samples": 0.66, "max_features": "auto", "n_estimators": 100, "be_hyperparams": "{\"C\": 0.2, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}"}, "-program made-"], "breast-cancer-wisc-prog": [0.0, {"n_jobs": 1, "max_samples": 0.66, "max_features": "auto", "n_estimators": 100, "be_hyperparams": "{\"C\": 0.2, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}"}, "-program made-"], "breast-cancer-wisc": [0.0, {"n_jobs": 1, "max_samples": 0.66, "max_features": "auto", "n_estimators": 100, "be_hyperparams": "{\"kernel\": \"rbf\", \"multiclass_strategy\": \"ovr\"}"}, "-program made-"], "breast-cancer": [0.0, {"n_jobs": 1, "max_samples": 0.66, "max_features": "auto", "n_estimators": 100, "be_hyperparams": "{\"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}"}, "-program made-"], "cardiotocography-10clases": [0.0, {"n_jobs": 1, "max_samples": 0.66, "max_features": "auto", "n_estimators": 100, "be_hyperparams": "{}"}, "-program made-"], "cardiotocography-3clases": [0.0, {"n_jobs": 1, "max_samples": 0.66, "max_features": "auto", "n_estimators": 100, "be_hyperparams": "{}"}, "-program made-"], "conn-bench-sonar-mines-rocks": [0.0, {"n_jobs": 1, "max_samples": 0.66, "max_features": "auto", "n_estimators": 100, "be_hyperparams": "{\"kernel\": \"rbf\", \"multiclass_strategy\": \"ovr\"}"}, "-program made-"], "cylinder-bands": [0.0, {"n_jobs": 1, "max_samples": 0.66, "max_features": "auto", 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