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New ODTE best_results

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This commit is contained in:
Ricardo Montañana Gómez
2022-02-15 19:15:26 +01:00
parent 235f5ae8cb
commit 3f396b4b5c
3 changed files with 132 additions and 17 deletions
Download Patch File Download Diff File Expand all files Collapse all files

144
results/build_ODTE_best.ipynb → experiments/build_ODTE_best.ipynb
View File

@@ -17,8 +17,8 @@
"metadata": {},
"outputs": [],
"source": [
"fd=open(\"best_results_accuracy_STree.json\")\n",
"fo=open(\"best_results_accuracy_ODTE.json\", \"w\")\n",
"fd=open(\"../results/best_results_accuracy_STree.json\")\n",
"fo=open(\"../results/best_results_accuracy_ODTE.json\", \"w\")\n",
"data=json.load(fd)"
]
},
@@ -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\": 10, \"n_estimators\": 100, \"be_hyperparams\": value[1]}\n",
" value[1] = {\"n_jobs\": 10, \"max_samples\": 0.66, \"max_features\": \"auto\", \"n_estimators\": 100, \"be_hyperparams\": value[1]}\n",
"json.dump(data, fo)\n",
"fd.close()\n",
"fo.close()"
@@ -74,6 +74,8 @@
"text/plain": [
"{'balance-scale': [0.0,\n",
" {'n_jobs': 10,\n",
" 'max_samples': 0.66,\n",
" 'max_features': 'auto',\n",
" 'n_estimators': 100,\n",
" 'be_hyperparams': {'C': 10000.0,\n",
" 'gamma': 0.1,\n",
@@ -83,6 +85,8 @@
" '-program made-'],\n",
" 'balloons': [0.0,\n",
" {'n_jobs': 10,\n",
" 'max_samples': 0.66,\n",
" 'max_features': 'auto',\n",
" 'n_estimators': 100,\n",
" 'be_hyperparams': {'C': 7,\n",
" 'gamma': 0.1,\n",
@@ -92,6 +96,8 @@
" '-program made-'],\n",
" 'breast-cancer-wisc-diag': [0.0,\n",
" {'n_jobs': 10,\n",
" 'max_samples': 0.66,\n",
" 'max_features': 'auto',\n",
" 'n_estimators': 100,\n",
" 'be_hyperparams': {'C': 0.2,\n",
" 'max_iter': 10000.0,\n",
@@ -100,6 +106,8 @@
" '-program made-'],\n",
" 'breast-cancer-wisc-prog': [0.0,\n",
" {'n_jobs': 10,\n",
" 'max_samples': 0.66,\n",
" 'max_features': 'auto',\n",
" 'n_estimators': 100,\n",
" 'be_hyperparams': {'C': 0.2,\n",
" 'max_iter': 10000.0,\n",
@@ -108,32 +116,50 @@
" '-program made-'],\n",
" 'breast-cancer-wisc': [0.0,\n",
" {'n_jobs': 10,\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': 10,\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': 10, 'n_estimators': 100, 'be_hyperparams': {}},\n",
" {'n_jobs': 10,\n",
" 'max_samples': 0.66,\n",
" 'max_features': 'auto',\n",
" 'n_estimators': 100,\n",
" 'be_hyperparams': {}},\n",
" '-program made-'],\n",
" 'cardiotocography-3clases': [0.0,\n",
" {'n_jobs': 10, 'n_estimators': 100, 'be_hyperparams': {}},\n",
" {'n_jobs': 10,\n",
" 'max_samples': 0.66,\n",
" 'max_features': 'auto',\n",
" 'n_estimators': 100,\n",
" 'be_hyperparams': {}},\n",
" '-program made-'],\n",
" 'conn-bench-sonar-mines-rocks': [0.0,\n",
" {'n_jobs': 10,\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': 10,\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': 10,\n",
" 'max_samples': 0.66,\n",
" 'max_features': 'auto',\n",
" 'n_estimators': 100,\n",
" 'be_hyperparams': {'C': 55,\n",
" 'max_iter': 10000.0,\n",
@@ -142,11 +168,15 @@
" '-program made-'],\n",
" 'echocardiogram': [0.0,\n",
" {'n_jobs': 10,\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': 10,\n",
" 'max_samples': 0.66,\n",
" 'max_features': 'auto',\n",
" 'n_estimators': 100,\n",
" 'be_hyperparams': {'C': 0.05,\n",
" 'max_features': 'auto',\n",
@@ -156,11 +186,15 @@
" '-program made-'],\n",
" 'haberman-survival': [0.0,\n",
" {'n_jobs': 10,\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': 10,\n",
" 'max_samples': 0.66,\n",
" 'max_features': 'auto',\n",
" 'n_estimators': 100,\n",
" 'be_hyperparams': {'C': 0.05,\n",
" 'max_iter': 10000.0,\n",
@@ -169,6 +203,8 @@
" '-program made-'],\n",
" 'hepatitis': [0.0,\n",
" {'n_jobs': 10,\n",
" 'max_samples': 0.66,\n",
" 'max_features': 'auto',\n",
" 'n_estimators': 100,\n",
" 'be_hyperparams': {'C': 7,\n",
" 'gamma': 0.1,\n",
@@ -178,11 +214,15 @@
" '-program made-'],\n",
" 'ilpd-indian-liver': [0.0,\n",
" {'n_jobs': 10,\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': 10,\n",
" 'max_samples': 0.66,\n",
" 'max_features': 'auto',\n",
" 'n_estimators': 100,\n",
" 'be_hyperparams': {'C': 7,\n",
" 'gamma': 0.1,\n",
@@ -191,15 +231,23 @@
" 'multiclass_strategy': 'ovr'}},\n",
" '-program made-'],\n",
" 'iris': [0.0,\n",
" {'n_jobs': 10, 'n_estimators': 100, 'be_hyperparams': {}},\n",
" {'n_jobs': 10,\n",
" 'max_samples': 0.66,\n",
" 'max_features': 'auto',\n",
" 'n_estimators': 100,\n",
" 'be_hyperparams': {}},\n",
" '-program made-'],\n",
" 'led-display': [0.0,\n",
" {'n_jobs': 10,\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': 10,\n",
" 'max_samples': 0.66,\n",
" 'max_features': 'auto',\n",
" 'n_estimators': 100,\n",
" 'be_hyperparams': {'C': 0.08,\n",
" 'max_iter': 10000.0,\n",
@@ -207,10 +255,16 @@
" 'multiclass_strategy': 'ovr'}},\n",
" '-program made-'],\n",
" 'low-res-spect': [0.0,\n",
" {'n_jobs': 10, 'n_estimators': 100, 'be_hyperparams': {}},\n",
" {'n_jobs': 10,\n",
" 'max_samples': 0.66,\n",
" 'max_features': 'auto',\n",
" 'n_estimators': 100,\n",
" 'be_hyperparams': {}},\n",
" '-program made-'],\n",
" 'lymphography': [0.0,\n",
" {'n_jobs': 10,\n",
" 'max_samples': 0.66,\n",
" 'max_features': 'auto',\n",
" 'n_estimators': 100,\n",
" 'be_hyperparams': {'C': 0.05,\n",
" 'max_iter': 10000.0,\n",
@@ -219,16 +273,22 @@
" '-program made-'],\n",
" 'mammographic': [0.0,\n",
" {'n_jobs': 10,\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': 10,\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': 10,\n",
" 'max_samples': 0.66,\n",
" 'max_features': 'auto',\n",
" 'n_estimators': 100,\n",
" 'be_hyperparams': {'C': 0.05,\n",
" 'gamma': 0.1,\n",
@@ -238,6 +298,8 @@
" '-program made-'],\n",
" 'oocytes_merluccius_nucleus_4d': [0.0,\n",
" {'n_jobs': 10,\n",
" 'max_samples': 0.66,\n",
" 'max_features': 'auto',\n",
" 'n_estimators': 100,\n",
" 'be_hyperparams': {'C': 8.25,\n",
" 'gamma': 0.1,\n",
@@ -245,15 +307,23 @@
" 'multiclass_strategy': 'ovr'}},\n",
" '-program made-'],\n",
" 'oocytes_merluccius_states_2f': [0.0,\n",
" {'n_jobs': 10, 'n_estimators': 100, 'be_hyperparams': {}},\n",
" {'n_jobs': 10,\n",
" 'max_samples': 0.66,\n",
" 'max_features': 'auto',\n",
" 'n_estimators': 100,\n",
" 'be_hyperparams': {}},\n",
" '-program made-'],\n",
" 'oocytes_trisopterus_nucleus_2f': [0.0,\n",
" {'n_jobs': 10,\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': 10,\n",
" 'max_samples': 0.66,\n",
" 'max_features': 'auto',\n",
" 'n_estimators': 100,\n",
" 'be_hyperparams': {'C': 0.11,\n",
" 'max_iter': 10000.0,\n",
@@ -262,14 +332,22 @@
" '-program made-'],\n",
" 'parkinsons': [0.0,\n",
" {'n_jobs': 10,\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': 10, 'n_estimators': 100, 'be_hyperparams': {}},\n",
" {'n_jobs': 10,\n",
" 'max_samples': 0.66,\n",
" 'max_features': 'auto',\n",
" 'n_estimators': 100,\n",
" 'be_hyperparams': {}},\n",
" '-program made-'],\n",
" 'pittsburg-bridges-MATERIAL': [0.0,\n",
" {'n_jobs': 10,\n",
" 'max_samples': 0.66,\n",
" 'max_features': 'auto',\n",
" 'n_estimators': 100,\n",
" 'be_hyperparams': {'C': 7,\n",
" 'gamma': 0.1,\n",
@@ -278,10 +356,16 @@
" 'multiclass_strategy': 'ovr'}},\n",
" '-program made-'],\n",
" 'pittsburg-bridges-REL-L': [0.0,\n",
" {'n_jobs': 10, 'n_estimators': 100, 'be_hyperparams': {}},\n",
" {'n_jobs': 10,\n",
" 'max_samples': 0.66,\n",
" 'max_features': 'auto',\n",
" 'n_estimators': 100,\n",
" 'be_hyperparams': {}},\n",
" '-program made-'],\n",
" 'pittsburg-bridges-SPAN': [0.0,\n",
" {'n_jobs': 10,\n",
" 'max_samples': 0.66,\n",
" 'max_features': 'auto',\n",
" 'n_estimators': 100,\n",
" 'be_hyperparams': {'C': 0.05,\n",
" 'max_iter': 10000.0,\n",
@@ -290,11 +374,15 @@
" '-program made-'],\n",
" 'pittsburg-bridges-T-OR-D': [0.0,\n",
" {'n_jobs': 10,\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': 10,\n",
" 'max_samples': 0.66,\n",
" 'max_features': 'auto',\n",
" 'n_estimators': 100,\n",
" 'be_hyperparams': {'C': 7,\n",
" 'gamma': 10.0,\n",
@@ -304,6 +392,8 @@
" '-program made-'],\n",
" 'post-operative': [0.0,\n",
" {'n_jobs': 10,\n",
" 'max_samples': 0.66,\n",
" 'max_features': 'auto',\n",
" 'n_estimators': 100,\n",
" 'be_hyperparams': {'C': 55,\n",
" 'degree': 5,\n",
@@ -314,6 +404,8 @@
" '-program made-'],\n",
" 'seeds': [0.0,\n",
" {'n_jobs': 10,\n",
" 'max_samples': 0.66,\n",
" 'max_features': 'auto',\n",
" 'n_estimators': 100,\n",
" 'be_hyperparams': {'C': 10000.0,\n",
" 'max_iter': 10000.0,\n",
@@ -321,18 +413,30 @@
" 'multiclass_strategy': 'ovr'}},\n",
" '-program made-'],\n",
" 'statlog-australian-credit': [0.0,\n",
" {'n_jobs': 10, 'n_estimators': 100, 'be_hyperparams': {}},\n",
" {'n_jobs': 10,\n",
" 'max_samples': 0.66,\n",
" 'max_features': 'auto',\n",
" 'n_estimators': 100,\n",
" 'be_hyperparams': {}},\n",
" '-program made-'],\n",
" 'statlog-german-credit': [0.0,\n",
" {'n_jobs': 10, 'n_estimators': 100, 'be_hyperparams': {}},\n",
" {'n_jobs': 10,\n",
" 'max_samples': 0.66,\n",
" 'max_features': 'auto',\n",
" 'n_estimators': 100,\n",
" 'be_hyperparams': {}},\n",
" '-program made-'],\n",
" 'statlog-heart': [0.0,\n",
" {'n_jobs': 10,\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': 10,\n",
" 'max_samples': 0.66,\n",
" 'max_features': 'auto',\n",
" 'n_estimators': 100,\n",
" 'be_hyperparams': {'C': 7,\n",
" 'max_iter': 10000.0,\n",
@@ -341,14 +445,22 @@
" '-program made-'],\n",
" 'statlog-vehicle': [0.0,\n",
" {'n_jobs': 10,\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': 10, 'n_estimators': 100, 'be_hyperparams': {}},\n",
" {'n_jobs': 10,\n",
" 'max_samples': 0.66,\n",
" 'max_features': 'auto',\n",
" 'n_estimators': 100,\n",
" 'be_hyperparams': {}},\n",
" '-program made-'],\n",
" 'tic-tac-toe': [0.0,\n",
" {'n_jobs': 10,\n",
" 'max_samples': 0.66,\n",
" 'max_features': 'auto',\n",
" 'n_estimators': 100,\n",
" 'be_hyperparams': {'C': 0.2,\n",
" 'gamma': 0.1,\n",
@@ -358,11 +470,15 @@
" '-program made-'],\n",
" 'vertebral-column-2clases': [0.0,\n",
" {'n_jobs': 10,\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': 10,\n",
" 'max_samples': 0.66,\n",
" 'max_features': 'auto',\n",
" 'n_estimators': 100,\n",
" 'be_hyperparams': {'C': 0.55,\n",
" 'max_iter': 10000.0,\n",
@@ -371,6 +487,8 @@
" '-program made-'],\n",
" 'zoo': [0.0,\n",
" {'n_jobs': 10,\n",
" 'max_samples': 0.66,\n",
" 'max_features': 'auto',\n",
" 'n_estimators': 100,\n",
" 'be_hyperparams': {'C': 0.1,\n",
" 'max_iter': 10000.0,\n",

2
results/best_results_accuracy_ODTE.json
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File diff suppressed because one or more lines are too long

3
src/Experiments.py
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@@ -10,9 +10,6 @@ import pandas as pd
from sklearn.model_selection import StratifiedKFold, KFold, cross_validate
from Utils import Folders, Files
from Models import Models
from stree import Stree
from wodt import Wodt
from sklearn.tree import DecisionTreeClassifier
class Randomized: