From 47675509f1be4ef19c5ea0b288fdcb5fe28918f8 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Ricardo=20Montan=CC=83ana?= Date: Mon, 14 Feb 2022 12:05:09 +0100 Subject: [PATCH] Add ODTE best STree hyperparams --- results/best_results_accuracy_ODTE.json | 2 +- results/build_ODTE_best.ipynb | 421 ++++++++++++++++++++++++ 2 files changed, 422 insertions(+), 1 deletion(-) create mode 100644 results/build_ODTE_best.ipynb diff --git a/results/best_results_accuracy_ODTE.json b/results/best_results_accuracy_ODTE.json index 9f173bc..004751f 100644 --- a/results/best_results_accuracy_ODTE.json +++ b/results/best_results_accuracy_ODTE.json @@ -1 +1 @@ -{"balance-scale": [0.9239999999999999, {}, "results_accuracy_ODTE_Galgo_2021-12-17_17:07:14_0.json"], "balloons": [0.7066666666666667, {"n_estimators": 5, "n_jobs": 1}, "results_accuracy_ODTE_iMac27_2021-11-10_17:58:18_0.json"], "breast-cancer-wisc-diag": [0.9739931687626143, {}, "results_accuracy_ODTE_Galgo_2021-12-17_17:07:14_0.json"], "breast-cancer-wisc-prog": [0.8070512820512818, {}, "results_accuracy_ODTE_Galgo_2021-12-17_17:07:14_0.json"], "breast-cancer-wisc": [0.9692415210688591, {"max_features": "auto"}, "results_accuracy_ODTE_Galgo_2021-12-18_19:59:11_0.json"], "breast-cancer": [0.7359649122807018, {}, "results_accuracy_ODTE_Galgo_2021-12-17_17:07:14_0.json"], "cardiotocography-10clases": [0.8377754211543773, {}, "results_accuracy_ODTE_Galgo_2021-12-17_17:07:14_0.json"], "cardiotocography-3clases": [0.9158537420602043, {}, "results_accuracy_ODTE_Galgo_2021-12-17_17:07:14_0.json"], "conn-bench-sonar-mines-rocks": [0.7854239256678279, {"max_features": "auto"}, "results_accuracy_ODTE_Galgo_2021-12-18_19:59:11_0.json"], "cylinder-bands": [0.7460803350466401, {"n_estimators": 20, "n_jobs": 1}, "results_accuracy_ODTE_iMac27_2021-11-10_18:23:50_0.json"], "dermatology": [0.9680081451314329, {"n_estimators": 20, "n_jobs": 1}, "results_accuracy_ODTE_iMac27_2021-11-10_18:23:50_0.json"], "echocardiogram": [0.8238746438746438, {}, "results_accuracy_ODTE_Galgo_2021-12-17_17:07:14_0.json"], "fertility": [0.88, {"n_estimators": 20, "n_jobs": -1, "max_features": "log2"}, "results_accuracy_ODTE_Galgo_2021-12-19_18:48:05_0.json"], "haberman-survival": [0.7353569539925967, {"n_estimators": 3, "n_jobs": -1}, "results_accuracy_ODTE_iMac27_2021-11-10_16:46:11_0.json"], "heart-hungarian": [0.8214085330216249, {}, "results_accuracy_ODTE_Galgo_2021-12-17_17:07:14_0.json"], "hepatitis": [0.8283870967741934, {}, "results_accuracy_ODTE_Galgo_2021-12-17_17:07:14_0.json"], "ilpd-indian-liver": [0.7157987032124963, {}, "results_accuracy_ODTE_Galgo_2021-12-17_17:07:14_0.json"], "ionosphere": [0.9059718309859154, {"n_estimators": 20, "n_jobs": 1}, "results_accuracy_ODTE_iMac27_2021-11-10_18:23:50_0.json"], "iris": [0.964, {"n_estimators": 3, "n_jobs": 1}, "results_accuracy_ODTE_iMac27_2021-11-10_17:11:04_0.json"], "led-display": [0.7137000000000002, {}, "results_accuracy_ODTE_Galgo_2021-12-17_17:07:14_0.json"], "libras": [0.8625, {}, "results_accuracy_ODTE_Galgo_2021-12-17_17:07:14_0.json"], "low-res-spect": [0.9093969317580672, {}, "results_accuracy_ODTE_Galgo_2021-12-17_17:07:14_0.json"], "lymphography": [0.832344827586207, {}, "results_accuracy_ODTE_Galgo_2021-12-17_17:07:14_0.json"], "mammographic": [0.8288347366148531, {}, "results_accuracy_ODTE_Galgo_2021-12-17_17:07:14_0.json"], "molec-biol-promoter": [0.7904329004329003, {}, "results_accuracy_ODTE_Galgo_2021-12-17_17:07:14_0.json"], "musk-1": [0.8548026315789474, {}, "results_accuracy_ODTE_Galgo_2021-12-17_17:07:14_0.json"], "oocytes_merluccius_nucleus_4d": [0.8087986609277857, {}, "results_accuracy_ODTE_Galgo_2021-12-17_17:07:14_0.json"], "oocytes_merluccius_states_2f": [0.9230946915351506, {}, "results_accuracy_ODTE_Galgo_2021-12-17_17:07:14_0.json"], "oocytes_trisopterus_nucleus_2f": [0.8073500270221581, {}, "results_accuracy_ODTE_Galgo_2021-12-17_17:07:14_0.json"], "oocytes_trisopterus_states_5b": [0.9267387257551191, {"n_estimators": 20, "n_jobs": 1}, "results_accuracy_ODTE_iMac27_2021-11-10_18:23:50_0.json"], "parkinsons": [0.9066666666666667, {}, "results_accuracy_ODTE_Galgo_2021-12-17_17:07:14_0.json"], "pima": [0.7728910958322721, {"n_estimators": 20, "n_jobs": 1}, "results_accuracy_ODTE_iMac27_2021-11-10_18:23:50_0.json"], "pittsburg-bridges-MATERIAL": [0.8277922077922077, {"n_estimators": 5, "n_jobs": 1}, "results_accuracy_ODTE_iMac27_2021-11-10_17:58:18_0.json"], "pittsburg-bridges-REL-L": [0.6884761904761906, {"max_features": "auto"}, "results_accuracy_ODTE_Galgo_2021-12-18_19:59:11_0.json"], "pittsburg-bridges-SPAN": [0.6746783625730994, {}, "results_accuracy_ODTE_Galgo_2021-12-17_17:07:14_0.json"], "pittsburg-bridges-T-OR-D": [0.8664761904761904, {}, "results_accuracy_ODTE_Galgo_2021-12-17_17:07:14_0.json"], "planning": [0.714924924924925, {}, "results_accuracy_ODTE_Galgo_2021-12-17_17:07:14_0.json"], "post-operative": [0.711111111111111, {"max_features": "sqrt", "n_estimators": 20, "n_jobs": 1}, "results_accuracy_ODTE_bart_2021-12-20_11:17:18_0.json"], "seeds": [0.9376190476190476, {}, "results_accuracy_ODTE_Galgo_2021-12-17_17:07:14_0.json"], "statlog-australian-credit": [0.6782608695652174, {"n_estimators": 20, "n_jobs": -1, "max_features": "log2"}, "results_accuracy_ODTE_Galgo_2021-12-19_18:48:05_0.json"], "statlog-german-credit": [0.7576, {"n_estimators": 20, "n_jobs": 1}, "results_accuracy_ODTE_iMac27_2021-11-10_18:23:50_0.json"], "statlog-heart": [0.8362962962962963, {}, "results_accuracy_ODTE_Galgo_2021-12-17_17:07:14_0.json"], "statlog-image": [0.9628138528138528, {}, "results_accuracy_ODTE_Galgo_2021-12-17_17:07:14_0.json"], "statlog-vehicle": [0.7922151061608075, {}, "results_accuracy_ODTE_Galgo_2021-12-17_17:07:14_0.json"], "synthetic-control": [0.987, {}, "results_accuracy_ODTE_Galgo_2021-12-17_17:07:14_0.json"], "tic-tac-toe": [0.983296247818499, {"n_estimators": 5, "n_jobs": 1}, "results_accuracy_ODTE_iMac27_2021-11-10_17:58:18_0.json"], "vertebral-column-2clases": [0.8564516129032256, {"n_estimators": 20, "n_jobs": 1}, "results_accuracy_ODTE_iMac27_2021-11-10_18:23:50_0.json"], "wine": [0.9752857142857142, {"n_estimators": 10, "n_jobs": 1}, "results_accuracy_ODTE_iMac27_2021-11-10_18:10:09_0.json"], "zoo": [0.9574761904761906, {}, "results_accuracy_ODTE_Galgo_2021-12-17_17:07:14_0.json"]} \ No newline at end of file +{"balance-scale": [0.0, {"n_jobs": 10, "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": 10, "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": 10, "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": 10, "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": 10, "n_estimators": 100, "be_hyperparams": {"kernel": "rbf", "multiclass_strategy": "ovr"}}, "-program made-"], "breast-cancer": [0.0, {"n_jobs": 10, "n_estimators": 100, "be_hyperparams": {"kernel": "liblinear", "multiclass_strategy": "ovr"}}, "-program made-"], "cardiotocography-10clases": [0.0, {"n_jobs": 10, "n_estimators": 100, "be_hyperparams": {}}, "-program made-"], "cardiotocography-3clases": [0.0, {"n_jobs": 10, "n_estimators": 100, "be_hyperparams": {}}, "-program made-"], "conn-bench-sonar-mines-rocks": [0.0, {"n_jobs": 10, "n_estimators": 100, "be_hyperparams": {"kernel": "rbf", "multiclass_strategy": "ovr"}}, "-program made-"], "cylinder-bands": [0.0, {"n_jobs": 10, "n_estimators": 100, "be_hyperparams": {"kernel": "rbf", "multiclass_strategy": "ovr"}}, "-program made-"], "dermatology": [0.0, {"n_jobs": 10, "n_estimators": 100, "be_hyperparams": {"C": 55, "max_iter": 10000.0, "kernel": "liblinear", "multiclass_strategy": "ovr"}}, "-program made-"], "echocardiogram": [0.0, {"n_jobs": 10, "n_estimators": 100, "be_hyperparams": {"splitter": "random", "max_features": "auto"}}, "-program made-"], "fertility": [0.0, {"n_jobs": 10, "n_estimators": 100, "be_hyperparams": {"C": 0.05, "max_features": "auto", "max_iter": 10000.0, "kernel": "liblinear", "multiclass_strategy": "ovr"}}, "-program made-"], "haberman-survival": [0.0, {"n_jobs": 10, "n_estimators": 100, "be_hyperparams": {"kernel": "liblinear", "multiclass_strategy": "ovr"}}, "-program made-"], "heart-hungarian": [0.0, {"n_jobs": 10, "n_estimators": 100, "be_hyperparams": {"C": 0.05, "max_iter": 10000.0, "kernel": "liblinear", "multiclass_strategy": "ovr"}}, "-program made-"], "hepatitis": [0.0, {"n_jobs": 10, "n_estimators": 100, "be_hyperparams": {"C": 7, "gamma": 0.1, "kernel": "rbf", "max_iter": 10000.0, "multiclass_strategy": "ovr"}}, "-program made-"], "ilpd-indian-liver": [0.0, {"n_jobs": 10, "n_estimators": 100, "be_hyperparams": {"kernel": "liblinear", "multiclass_strategy": "ovr"}}, "-program made-"], "ionosphere": [0.0, {"n_jobs": 10, "n_estimators": 100, "be_hyperparams": {"C": 7, "gamma": 0.1, "kernel": "rbf", "max_iter": 10000.0, "multiclass_strategy": "ovr"}}, "-program made-"], "iris": [0.0, {"n_jobs": 10, "n_estimators": 100, "be_hyperparams": {}}, "-program made-"], "led-display": [0.0, {"n_jobs": 10, "n_estimators": 100, "be_hyperparams": {"kernel": "liblinear", "multiclass_strategy": "ovr"}}, "-program made-"], "libras": [0.0, {"n_jobs": 10, "n_estimators": 100, "be_hyperparams": {"C": 0.08, "max_iter": 10000.0, "kernel": "liblinear", "multiclass_strategy": "ovr"}}, "-program made-"], "low-res-spect": [0.0, {"n_jobs": 10, "n_estimators": 100, "be_hyperparams": {}}, "-program made-"], "lymphography": [0.0, {"n_jobs": 10, "n_estimators": 100, "be_hyperparams": {"C": 0.05, "max_iter": 10000.0, "kernel": "liblinear", "multiclass_strategy": "ovr"}}, "-program made-"], "mammographic": [0.0, {"n_jobs": 10, "n_estimators": 100, "be_hyperparams": {"kernel": "rbf", "multiclass_strategy": "ovr"}}, "-program made-"], "molec-biol-promoter": [0.0, {"n_jobs": 10, "n_estimators": 100, "be_hyperparams": {"kernel": "rbf", "multiclass_strategy": "ovr"}}, "-program made-"], "musk-1": [0.0, {"n_jobs": 10, "n_estimators": 100, "be_hyperparams": {"C": 0.05, "gamma": 0.1, "kernel": "poly", "max_iter": 10000.0, "multiclass_strategy": "ovr"}}, "-program made-"], "oocytes_merluccius_nucleus_4d": [0.0, {"n_jobs": 10, "n_estimators": 100, "be_hyperparams": {"C": 8.25, "gamma": 0.1, "kernel": "poly", "multiclass_strategy": "ovr"}}, "-program made-"], "oocytes_merluccius_states_2f": [0.0, {"n_jobs": 10, "n_estimators": 100, "be_hyperparams": {}}, "-program made-"], "oocytes_trisopterus_nucleus_2f": [0.0, {"n_jobs": 10, "n_estimators": 100, "be_hyperparams": {"kernel": "liblinear", "multiclass_strategy": "ovr"}}, "-program made-"], "oocytes_trisopterus_states_5b": [0.0, {"n_jobs": 10, "n_estimators": 100, "be_hyperparams": {"C": 0.11, "max_iter": 10000.0, "kernel": "liblinear", "multiclass_strategy": "ovr"}}, "-program made-"], "parkinsons": [0.0, {"n_jobs": 10, "n_estimators": 100, "be_hyperparams": {"kernel": "liblinear", "multiclass_strategy": "ovr"}}, "-program made-"], "pima": [0.0, {"n_jobs": 10, "n_estimators": 100, "be_hyperparams": {}}, "-program made-"], "pittsburg-bridges-MATERIAL": [0.0, {"n_jobs": 10, "n_estimators": 100, "be_hyperparams": {"C": 7, "gamma": 0.1, "kernel": "rbf", "max_iter": 10000.0, "multiclass_strategy": "ovr"}}, "-program made-"], "pittsburg-bridges-REL-L": [0.0, {"n_jobs": 10, "n_estimators": 100, "be_hyperparams": {}}, "-program made-"], "pittsburg-bridges-SPAN": [0.0, {"n_jobs": 10, "n_estimators": 100, "be_hyperparams": {"C": 0.05, "max_iter": 10000.0, "kernel": "liblinear", "multiclass_strategy": "ovr"}}, "-program made-"], "pittsburg-bridges-T-OR-D": [0.0, {"n_jobs": 10, "n_estimators": 100, "be_hyperparams": {"splitter": "random", "max_features": "auto"}}, "-program made-"], "planning": [0.0, {"n_jobs": 10, "n_estimators": 100, "be_hyperparams": {"C": 7, "gamma": 10.0, "kernel": "rbf", "max_iter": 10000.0, "multiclass_strategy": "ovr"}}, "-program made-"], "post-operative": [0.0, {"n_jobs": 10, "n_estimators": 100, "be_hyperparams": {"C": 55, "degree": 5, "gamma": 0.1, "kernel": "poly", "max_iter": 10000.0, "multiclass_strategy": "ovr"}}, "-program made-"], "seeds": [0.0, {"n_jobs": 10, "n_estimators": 100, "be_hyperparams": {"C": 10000.0, "max_iter": 10000.0, "kernel": "liblinear", "multiclass_strategy": "ovr"}}, "-program made-"], "statlog-australian-credit": [0.0, {"n_jobs": 10, "n_estimators": 100, "be_hyperparams": {}}, "-program made-"], "statlog-german-credit": [0.0, {"n_jobs": 10, "n_estimators": 100, "be_hyperparams": {}}, "-program made-"], "statlog-heart": [0.0, {"n_jobs": 10, "n_estimators": 100, "be_hyperparams": {"kernel": "liblinear", "multiclass_strategy": "ovr"}}, "-program made-"], "statlog-image": [0.0, {"n_jobs": 10, "n_estimators": 100, "be_hyperparams": {"C": 7, "max_iter": 10000.0, "kernel": "liblinear", "multiclass_strategy": "ovr"}}, "-program made-"], "statlog-vehicle": [0.0, {"n_jobs": 10, "n_estimators": 100, "be_hyperparams": {"kernel": "liblinear", "multiclass_strategy": "ovr"}}, "-program made-"], "synthetic-control": [0.0, {"n_jobs": 10, "n_estimators": 100, "be_hyperparams": {}}, "-program made-"], "tic-tac-toe": [0.0, {"n_jobs": 10, "n_estimators": 100, "be_hyperparams": {"C": 0.2, "gamma": 0.1, "kernel": "poly", "max_iter": 10000.0, "multiclass_strategy": "ovr"}}, "-program made-"], "vertebral-column-2clases": [0.0, {"n_jobs": 10, "n_estimators": 100, "be_hyperparams": {"kernel": "liblinear", "multiclass_strategy": "ovr"}}, "-program made-"], "wine": [0.0, {"n_jobs": 10, "n_estimators": 100, "be_hyperparams": {"C": 0.55, "max_iter": 10000.0, "kernel": "liblinear", "multiclass_strategy": "ovr"}}, "-program made-"], "zoo": [0.0, {"n_jobs": 10, "n_estimators": 100, "be_hyperparams": {"C": 0.1, "max_iter": 10000.0, "kernel": "liblinear", "multiclass_strategy": "ovr"}}, "-program made-"]} \ No newline at end of file diff --git a/results/build_ODTE_best.ipynb b/results/build_ODTE_best.ipynb new file mode 100644 index 0000000..8aa8ba5 --- /dev/null +++ b/results/build_ODTE_best.ipynb @@ -0,0 +1,421 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "a467e3ba-8d17-41a7-bedd-978a258ce3c4", + "metadata": {}, + "outputs": [], + "source": [ + "import json" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "2f06565e-3ea3-497b-84f3-8b02974866dc", + "metadata": {}, + "outputs": [], + "source": [ + "fd=open(\"best_results_accuracy_STree.json\")\n", + "fo=open(\"best_results_accuracy_ODTE.json\", \"w\")\n", + "data=json.load(fd)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "53ed3731-3a41-4fc9-8a4e-f6fb67898d69", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'C': 10000.0,\n", + " 'gamma': 0.1,\n", + " 'kernel': 'rbf',\n", + " 'max_iter': 10000.0,\n", + " 'multiclass_strategy': 'ovr'}" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data['balance-scale'][1]" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "9711dd21-f14e-4df8-896f-bbbdb726aab6", + "metadata": {}, + "outputs": [], + "source": [ + "for key, value in data.items():\n", + " value[0]=0.0\n", + " value[2]=\"-program made-\"\n", + " value[1] = {\"n_jobs\": 10, \"n_estimators\": 100, \"be_hyperparams\": value[1]}\n", + "json.dump(data, fo)\n", + "fd.close()\n", + "fo.close()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "e3706b14-7673-4eef-832c-bfa701a21892", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'balance-scale': [0.0,\n", + " {'n_jobs': 10,\n", + " 'n_estimators': 100,\n", + " 'be_hyperparams': {'C': 10000.0,\n", + " 'gamma': 0.1,\n", + " 'kernel': 'rbf',\n", + " 'max_iter': 10000.0,\n", + " 'multiclass_strategy': 'ovr'}},\n", + " '-program made-'],\n", + " 'balloons': [0.0,\n", + " {'n_jobs': 10,\n", + " 'n_estimators': 100,\n", + " 'be_hyperparams': {'C': 7,\n", + " 'gamma': 0.1,\n", + " 'kernel': 'rbf',\n", + " 'max_iter': 10000.0,\n", + " 'multiclass_strategy': 'ovr'}},\n", + " '-program made-'],\n", + " 'breast-cancer-wisc-diag': [0.0,\n", + " {'n_jobs': 10,\n", + " 'n_estimators': 100,\n", + " 'be_hyperparams': {'C': 0.2,\n", + " 'max_iter': 10000.0,\n", + " 'kernel': 'liblinear',\n", + " 'multiclass_strategy': 'ovr'}},\n", + " '-program made-'],\n", + " 'breast-cancer-wisc-prog': [0.0,\n", + " {'n_jobs': 10,\n", + " 'n_estimators': 100,\n", + " 'be_hyperparams': {'C': 0.2,\n", + " 'max_iter': 10000.0,\n", + " 'kernel': 'liblinear',\n", + " 'multiclass_strategy': 'ovr'}},\n", + " '-program made-'],\n", + " 'breast-cancer-wisc': [0.0,\n", + " {'n_jobs': 10,\n", + " 'n_estimators': 100,\n", + " 'be_hyperparams': {'kernel': 'rbf', 'multiclass_strategy': 'ovr'}},\n", + " '-program made-'],\n", + " 'breast-cancer': [0.0,\n", + " {'n_jobs': 10,\n", + " 'n_estimators': 100,\n", + " 'be_hyperparams': {'kernel': 'liblinear', 'multiclass_strategy': 'ovr'}},\n", + " '-program made-'],\n", + " 'cardiotocography-10clases': [0.0,\n", + " {'n_jobs': 10, 'n_estimators': 100, 'be_hyperparams': {}},\n", + " '-program made-'],\n", + " 'cardiotocography-3clases': [0.0,\n", + " {'n_jobs': 10, 'n_estimators': 100, 'be_hyperparams': {}},\n", + " '-program made-'],\n", + " 'conn-bench-sonar-mines-rocks': [0.0,\n", + " {'n_jobs': 10,\n", + " 'n_estimators': 100,\n", + " 'be_hyperparams': {'kernel': 'rbf', 'multiclass_strategy': 'ovr'}},\n", + " '-program made-'],\n", + " 'cylinder-bands': [0.0,\n", + " {'n_jobs': 10,\n", + " 'n_estimators': 100,\n", + " 'be_hyperparams': {'kernel': 'rbf', 'multiclass_strategy': 'ovr'}},\n", + " '-program made-'],\n", + " 'dermatology': [0.0,\n", + " {'n_jobs': 10,\n", + " 'n_estimators': 100,\n", + " 'be_hyperparams': {'C': 55,\n", + " 'max_iter': 10000.0,\n", + " 'kernel': 'liblinear',\n", + " 'multiclass_strategy': 'ovr'}},\n", + " '-program made-'],\n", + " 'echocardiogram': [0.0,\n", + " {'n_jobs': 10,\n", + " 'n_estimators': 100,\n", + " 'be_hyperparams': {'splitter': 'random', 'max_features': 'auto'}},\n", + " '-program made-'],\n", + " 'fertility': [0.0,\n", + " {'n_jobs': 10,\n", + " 'n_estimators': 100,\n", + " 'be_hyperparams': {'C': 0.05,\n", + " 'max_features': 'auto',\n", + " 'max_iter': 10000.0,\n", + " 'kernel': 'liblinear',\n", + " 'multiclass_strategy': 'ovr'}},\n", + " '-program made-'],\n", + " 'haberman-survival': [0.0,\n", + " {'n_jobs': 10,\n", + " 'n_estimators': 100,\n", + " 'be_hyperparams': {'kernel': 'liblinear', 'multiclass_strategy': 'ovr'}},\n", + " '-program made-'],\n", + " 'heart-hungarian': [0.0,\n", + " {'n_jobs': 10,\n", + " 'n_estimators': 100,\n", + " 'be_hyperparams': {'C': 0.05,\n", + " 'max_iter': 10000.0,\n", + " 'kernel': 'liblinear',\n", + " 'multiclass_strategy': 'ovr'}},\n", + " '-program made-'],\n", + " 'hepatitis': [0.0,\n", + " {'n_jobs': 10,\n", + " 'n_estimators': 100,\n", + " 'be_hyperparams': {'C': 7,\n", + " 'gamma': 0.1,\n", + " 'kernel': 'rbf',\n", + " 'max_iter': 10000.0,\n", + " 'multiclass_strategy': 'ovr'}},\n", + " '-program made-'],\n", + " 'ilpd-indian-liver': [0.0,\n", + " {'n_jobs': 10,\n", + " 'n_estimators': 100,\n", + " 'be_hyperparams': {'kernel': 'liblinear', 'multiclass_strategy': 'ovr'}},\n", + " '-program made-'],\n", + " 'ionosphere': [0.0,\n", + " {'n_jobs': 10,\n", + " 'n_estimators': 100,\n", + " 'be_hyperparams': {'C': 7,\n", + " 'gamma': 0.1,\n", + " 'kernel': 'rbf',\n", + " 'max_iter': 10000.0,\n", + " 'multiclass_strategy': 'ovr'}},\n", + " '-program made-'],\n", + " 'iris': [0.0,\n", + " {'n_jobs': 10, 'n_estimators': 100, 'be_hyperparams': {}},\n", + " '-program made-'],\n", + " 'led-display': [0.0,\n", + " {'n_jobs': 10,\n", + " 'n_estimators': 100,\n", + " 'be_hyperparams': {'kernel': 'liblinear', 'multiclass_strategy': 'ovr'}},\n", + " '-program made-'],\n", + " 'libras': [0.0,\n", + " {'n_jobs': 10,\n", + " 'n_estimators': 100,\n", + " 'be_hyperparams': {'C': 0.08,\n", + " 'max_iter': 10000.0,\n", + " 'kernel': 'liblinear',\n", + " 'multiclass_strategy': 'ovr'}},\n", + " '-program made-'],\n", + " 'low-res-spect': [0.0,\n", + " {'n_jobs': 10, 'n_estimators': 100, 'be_hyperparams': {}},\n", + " '-program made-'],\n", + " 'lymphography': [0.0,\n", + " {'n_jobs': 10,\n", + " 'n_estimators': 100,\n", + " 'be_hyperparams': {'C': 0.05,\n", + " 'max_iter': 10000.0,\n", + " 'kernel': 'liblinear',\n", + " 'multiclass_strategy': 'ovr'}},\n", + " '-program made-'],\n", + " 'mammographic': [0.0,\n", + " {'n_jobs': 10,\n", + " 'n_estimators': 100,\n", + " 'be_hyperparams': {'kernel': 'rbf', 'multiclass_strategy': 'ovr'}},\n", + " '-program made-'],\n", + " 'molec-biol-promoter': [0.0,\n", + " {'n_jobs': 10,\n", + " 'n_estimators': 100,\n", + " 'be_hyperparams': {'kernel': 'rbf', 'multiclass_strategy': 'ovr'}},\n", + " '-program made-'],\n", + " 'musk-1': [0.0,\n", + " {'n_jobs': 10,\n", + " 'n_estimators': 100,\n", + " 'be_hyperparams': {'C': 0.05,\n", + " 'gamma': 0.1,\n", + " 'kernel': 'poly',\n", + " 'max_iter': 10000.0,\n", + " 'multiclass_strategy': 'ovr'}},\n", + " '-program made-'],\n", + " 'oocytes_merluccius_nucleus_4d': [0.0,\n", + " {'n_jobs': 10,\n", + " 'n_estimators': 100,\n", + " 'be_hyperparams': {'C': 8.25,\n", + " 'gamma': 0.1,\n", + " 'kernel': 'poly',\n", + " 'multiclass_strategy': 'ovr'}},\n", + " '-program made-'],\n", + " 'oocytes_merluccius_states_2f': [0.0,\n", + " {'n_jobs': 10, 'n_estimators': 100, 'be_hyperparams': {}},\n", + " '-program made-'],\n", + " 'oocytes_trisopterus_nucleus_2f': [0.0,\n", + " {'n_jobs': 10,\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': 10,\n", + " 'n_estimators': 100,\n", + " 'be_hyperparams': {'C': 0.11,\n", + " 'max_iter': 10000.0,\n", + " 'kernel': 'liblinear',\n", + " 'multiclass_strategy': 'ovr'}},\n", + " '-program made-'],\n", + " 'parkinsons': [0.0,\n", + " {'n_jobs': 10,\n", + " 'n_estimators': 100,\n", + " 'be_hyperparams': {'kernel': 'liblinear', 'multiclass_strategy': 'ovr'}},\n", + " '-program made-'],\n", + " 'pima': [0.0,\n", + " {'n_jobs': 10, 'n_estimators': 100, 'be_hyperparams': {}},\n", + " '-program made-'],\n", + " 'pittsburg-bridges-MATERIAL': [0.0,\n", + " {'n_jobs': 10,\n", + " 'n_estimators': 100,\n", + " 'be_hyperparams': {'C': 7,\n", + " 'gamma': 0.1,\n", + " 'kernel': 'rbf',\n", + " 'max_iter': 10000.0,\n", + " 'multiclass_strategy': 'ovr'}},\n", + " '-program made-'],\n", + " 'pittsburg-bridges-REL-L': [0.0,\n", + " {'n_jobs': 10, 'n_estimators': 100, 'be_hyperparams': {}},\n", + " '-program made-'],\n", + " 'pittsburg-bridges-SPAN': [0.0,\n", + " {'n_jobs': 10,\n", + " 'n_estimators': 100,\n", + " 'be_hyperparams': {'C': 0.05,\n", + " 'max_iter': 10000.0,\n", + " 'kernel': 'liblinear',\n", + " 'multiclass_strategy': 'ovr'}},\n", + " '-program made-'],\n", + " 'pittsburg-bridges-T-OR-D': [0.0,\n", + " {'n_jobs': 10,\n", + " 'n_estimators': 100,\n", + " 'be_hyperparams': {'splitter': 'random', 'max_features': 'auto'}},\n", + " '-program made-'],\n", + " 'planning': [0.0,\n", + " {'n_jobs': 10,\n", + " 'n_estimators': 100,\n", + " 'be_hyperparams': {'C': 7,\n", + " 'gamma': 10.0,\n", + " 'kernel': 'rbf',\n", + " 'max_iter': 10000.0,\n", + " 'multiclass_strategy': 'ovr'}},\n", + " '-program made-'],\n", + " 'post-operative': [0.0,\n", + " {'n_jobs': 10,\n", + " 'n_estimators': 100,\n", + " 'be_hyperparams': {'C': 55,\n", + " 'degree': 5,\n", + " 'gamma': 0.1,\n", + " 'kernel': 'poly',\n", + " 'max_iter': 10000.0,\n", + " 'multiclass_strategy': 'ovr'}},\n", + " '-program made-'],\n", + " 'seeds': [0.0,\n", + " {'n_jobs': 10,\n", + " 'n_estimators': 100,\n", + " 'be_hyperparams': {'C': 10000.0,\n", + " 'max_iter': 10000.0,\n", + " 'kernel': 'liblinear',\n", + " 'multiclass_strategy': 'ovr'}},\n", + " '-program made-'],\n", + " 'statlog-australian-credit': [0.0,\n", + " {'n_jobs': 10, 'n_estimators': 100, 'be_hyperparams': {}},\n", + " '-program made-'],\n", + " 'statlog-german-credit': [0.0,\n", + " {'n_jobs': 10, 'n_estimators': 100, 'be_hyperparams': {}},\n", + " '-program made-'],\n", + " 'statlog-heart': [0.0,\n", + " {'n_jobs': 10,\n", + " 'n_estimators': 100,\n", + " 'be_hyperparams': {'kernel': 'liblinear', 'multiclass_strategy': 'ovr'}},\n", + " '-program made-'],\n", + " 'statlog-image': [0.0,\n", + " {'n_jobs': 10,\n", + " 'n_estimators': 100,\n", + " 'be_hyperparams': {'C': 7,\n", + " 'max_iter': 10000.0,\n", + " 'kernel': 'liblinear',\n", + " 'multiclass_strategy': 'ovr'}},\n", + " '-program made-'],\n", + " 'statlog-vehicle': [0.0,\n", + " {'n_jobs': 10,\n", + " 'n_estimators': 100,\n", + " 'be_hyperparams': {'kernel': 'liblinear', 'multiclass_strategy': 'ovr'}},\n", + " '-program made-'],\n", + " 'synthetic-control': [0.0,\n", + " {'n_jobs': 10, 'n_estimators': 100, 'be_hyperparams': {}},\n", + " '-program made-'],\n", + " 'tic-tac-toe': [0.0,\n", + " {'n_jobs': 10,\n", + " 'n_estimators': 100,\n", + " 'be_hyperparams': {'C': 0.2,\n", + " 'gamma': 0.1,\n", + " 'kernel': 'poly',\n", + " 'max_iter': 10000.0,\n", + " 'multiclass_strategy': 'ovr'}},\n", + " '-program made-'],\n", + " 'vertebral-column-2clases': [0.0,\n", + " {'n_jobs': 10,\n", + " 'n_estimators': 100,\n", + " 'be_hyperparams': {'kernel': 'liblinear', 'multiclass_strategy': 'ovr'}},\n", + " '-program made-'],\n", + " 'wine': [0.0,\n", + " {'n_jobs': 10,\n", + " 'n_estimators': 100,\n", + " 'be_hyperparams': {'C': 0.55,\n", + " 'max_iter': 10000.0,\n", + " 'kernel': 'liblinear',\n", + " 'multiclass_strategy': 'ovr'}},\n", + " '-program made-'],\n", + " 'zoo': [0.0,\n", + " {'n_jobs': 10,\n", + " 'n_estimators': 100,\n", + " 'be_hyperparams': {'C': 0.1,\n", + " 'max_iter': 10000.0,\n", + " 'kernel': 'liblinear',\n", + " 'multiclass_strategy': 'ovr'}},\n", + " '-program made-']}" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1bf8d699-bc7d-4767-b093-de19bf434c89", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.9" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}