Texas_sharpshooter.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np \n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [],
   "source": [
    "import json\n",
    "with open('evaluation_110_dataset.json') as f:\n",
    "    data = json.load(f)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 149,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'EOGHorizontalSignal_without_AE': {'SVC': {'accuracy': [0.2900552486187845,\n",
       "     0.23204419889502761],\n",
       "    'params': {'C': 0.01, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [0.994475138121547, 0.2955801104972376],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 50}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.4419889502762431,\n",
       "     0.143646408839779],\n",
       "    'params': {'n_neighbors': 5}},\n",
       "   'CatBoostClassifier': {'accuracy': [1.0, 0.2541436464088398],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 100}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 0.24033149171270718],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 50}}},\n",
       "  'EOGHorizontalSignal_with_AE': {'SVC': {'accuracy': [0.5303867403314917,\n",
       "     0.3011049723756906],\n",
       "    'params': {'C': 1, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.2154696132596685],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.4972375690607735,\n",
       "     0.2292817679558011],\n",
       "    'params': {'n_neighbors': 5}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.9972375690607734,\n",
       "     0.27071823204419887],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 100}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 0.27071823204419887],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 100}},\n",
       "   'NeuralNet_with_ae': {'accuracy': [0.16298342541436464,\n",
       "     0.13812154696132597],\n",
       "    'params': {'in_features=latent_dim': 48,\n",
       "     'out_features': 12,\n",
       "     'depth': 4}}}},\n",
       " {'RefrigerationDevices_without_AE': {'SVC': {'accuracy': [0.5226666666666666,\n",
       "     0.44],\n",
       "    'params': {'C': 0.01, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.5173333333333333],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.656, 0.4053333333333333],\n",
       "    'params': {'n_neighbors': 5}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.9653333333333334, 0.5226666666666666],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 50}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 0.5306666666666666],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 100}}},\n",
       "  'RefrigerationDevices_with_AE': {'SVC': {'accuracy': [0.672, 0.568],\n",
       "    'params': {'C': 1, 'kernel': 'rbf'}},\n",
       "   'XGBClassifier': {'accuracy': [0.9893333333333333, 0.552],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 100}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.6666666666666666,\n",
       "     0.5413333333333333],\n",
       "    'params': {'n_neighbors': 7}},\n",
       "   'CatBoostClassifier': {'accuracy': [1.0, 0.52],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 100}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 0.5306666666666666],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 20}},\n",
       "   'NeuralNet_with_ae': {'accuracy': [0.34933333333333333,\n",
       "     0.33866666666666667],\n",
       "    'params': {'in_features=latent_dim': 12, 'out_features': 3, 'depth': 4}}}},\n",
       " {'TwoLeadECG_without_AE': {'SVC': {'accuracy': [0.9130434782608695,\n",
       "     0.8094820017559262],\n",
       "    'params': {'C': 1, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [0.9565217391304348, 0.8999122036874452],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.7391304347826086,\n",
       "     0.8279192273924495],\n",
       "    'params': {'n_neighbors': 5}},\n",
       "   'CatBoostClassifier': {'accuracy': [1.0, 0.9236172080772608],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 50}},\n",
       "   'RandomForestClassifier': {'accuracy': [0.9565217391304348,\n",
       "     0.8797190517998245],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}}},\n",
       "  'TwoLeadECG_with_AE': {'SVC': {'accuracy': [0.9565217391304348,\n",
       "     0.8788410886742757],\n",
       "    'params': {'C': 0.1, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.8577699736611062],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.8260869565217391,\n",
       "     0.8595258999122037],\n",
       "    'params': {'n_neighbors': 7}},\n",
       "   'CatBoostClassifier': {'accuracy': [1.0, 0.8683055311676909],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 100}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 0.8762071992976295],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 50}},\n",
       "   'NeuralNet_with_ae': {'accuracy': [0.5217391304347826, 0.5794556628621598],\n",
       "    'params': {'in_features=latent_dim': 8, 'out_features': 2, 'depth': 4}}}},\n",
       " {'UWaveGestureLibraryAll_without_AE': {'SVC': {'accuracy': [0.35044642857142855,\n",
       "     0.3196538246789503],\n",
       "    'params': {'C': 0.01, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [0.6026785714285714, 0.4553322166387493],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.5546875, 0.288107202680067],\n",
       "    'params': {'n_neighbors': 5}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.5926339285714286,\n",
       "     0.42741485203796764],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 20}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 0.4388609715242881],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 100}}},\n",
       "  'UWaveGestureLibraryAll_with_AE': {'SVC': {'accuracy': [0.46986607142857145,\n",
       "     0.4020100502512563],\n",
       "    'params': {'C': 0.1, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [0.6383928571428571, 0.38386376326074817],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.49107142857142855,\n",
       "     0.3721384701284199],\n",
       "    'params': {'n_neighbors': 11}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.9921875, 0.38498045784477947],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 100}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 0.39112227805695143],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 100}},\n",
       "   'NeuralNet_with_ae': {'accuracy': [0.3716517857142857, 0.3553880513679509],\n",
       "    'params': {'in_features=latent_dim': 32, 'out_features': 8, 'depth': 4}}}},\n",
       " {'FordB_without_AE': {'SVC': {'accuracy': [0.5558305830583058,\n",
       "     0.4839506172839506],\n",
       "    'params': {'C': 0.1, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [0.713971397139714, 0.5432098765432098],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 50}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.7687018701870187,\n",
       "     0.5074074074074074],\n",
       "    'params': {'n_neighbors': 3}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.7282728272827282, 0.5333333333333333],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 100}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 0.5481481481481482],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 100}}},\n",
       "  'FordB_with_AE': {'SVC': {'accuracy': [0.6350385038503851,\n",
       "     0.4962962962962963],\n",
       "    'params': {'C': 0.01, 'kernel': 'sigmoid'}},\n",
       "   'XGBClassifier': {'accuracy': [0.6963696369636964, 0.5037037037037037],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 50}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.6856435643564357,\n",
       "     0.5111111111111111],\n",
       "    'params': {'n_neighbors': 11}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.7263476347634763, 0.5172839506172839],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 100}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 0.5444444444444444],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 100}},\n",
       "   'NeuralNet_with_ae': {'accuracy': [0.18234323432343233,\n",
       "     0.23703703703703705],\n",
       "    'params': {'in_features=latent_dim': 8, 'out_features': 2, 'depth': 4}}}},\n",
       " {'SmoothSubspace_without_AE': {'SVC': {'accuracy': [0.54, 0.4066666666666667],\n",
       "    'params': {'C': 0.01, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [0.7933333333333333, 0.37333333333333335],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.5666666666666667,\n",
       "     0.3933333333333333],\n",
       "    'params': {'n_neighbors': 11}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.84, 0.35333333333333333],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 20}},\n",
       "   'RandomForestClassifier': {'accuracy': [0.5866666666666667,\n",
       "     0.35333333333333333],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}}},\n",
       "  'SmoothSubspace_with_AE': {'SVC': {'accuracy': [0.5866666666666667,\n",
       "     0.37333333333333335],\n",
       "    'params': {'C': 0.01, 'kernel': 'rbf'}},\n",
       "   'XGBClassifier': {'accuracy': [0.8066666666666666, 0.37333333333333335],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.54, 0.35333333333333333],\n",
       "    'params': {'n_neighbors': 11}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.8333333333333334, 0.34],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 20}},\n",
       "   'RandomForestClassifier': {'accuracy': [0.6133333333333333,\n",
       "     0.4066666666666667],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 100}},\n",
       "   'NeuralNet_with_ae': {'accuracy': [0.4066666666666667, 0.4],\n",
       "    'params': {'in_features=latent_dim': 12, 'out_features': 3, 'depth': 4}}}},\n",
       " {'Chinatown_without_AE': {'SVC': {'accuracy': [0.8, 0.760932944606414],\n",
       "    'params': {'C': 0.01, 'kernel': 'rbf'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.7434402332361516],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.7, 0.6967930029154519],\n",
       "    'params': {'n_neighbors': 5}},\n",
       "   'CatBoostClassifier': {'accuracy': [1.0, 0.7551020408163265],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 20}},\n",
       "   'RandomForestClassifier': {'accuracy': [0.95, 0.7521865889212828],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}}},\n",
       "  'Chinatown_with_AE': {'SVC': {'accuracy': [0.85, 0.7755102040816326],\n",
       "    'params': {'C': 0.01, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.6909620991253644],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.8, 0.7784256559766763],\n",
       "    'params': {'n_neighbors': 3}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.95, 0.7551020408163265],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 50}},\n",
       "   'RandomForestClassifier': {'accuracy': [0.95, 0.7434402332361516],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'NeuralNet_with_ae': {'accuracy': [0.6, 0.3498542274052478],\n",
       "    'params': {'in_features=latent_dim': 8, 'out_features': 2, 'depth': 4}}}},\n",
       " {'HandOutlines_without_AE': {'SVC': {'accuracy': [0.638, 0.6405405405405405],\n",
       "    'params': {'C': 0.01, 'kernel': 'rbf'}},\n",
       "   'XGBClassifier': {'accuracy': [0.767, 0.6702702702702703],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.728, 0.6594594594594595],\n",
       "    'params': {'n_neighbors': 11}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.801, 0.7027027027027027],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 50}},\n",
       "   'RandomForestClassifier': {'accuracy': [0.725, 0.6756756756756757],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 50}}},\n",
       "  'HandOutlines_with_AE': {'SVC': {'accuracy': [0.762, 0.6756756756756757],\n",
       "    'params': {'C': 1, 'kernel': 'rbf'}},\n",
       "   'XGBClassifier': {'accuracy': [0.796, 0.6594594594594595],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 50}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.74, 0.6864864864864865],\n",
       "    'params': {'n_neighbors': 11}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.794, 0.6945945945945946],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 100}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 0.7054054054054054],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 50}},\n",
       "   'NeuralNet_with_ae': {'accuracy': [0.112, 0.14054054054054055],\n",
       "    'params': {'in_features=latent_dim': 8, 'out_features': 2, 'depth': 4}}}},\n",
       " {'LargeKitchenAppliances_without_AE': {'SVC': {'accuracy': [0.4826666666666667,\n",
       "     0.49866666666666665],\n",
       "    'params': {'C': 1, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [0.976, 0.6266666666666667],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 100}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.5466666666666666,\n",
       "     0.45066666666666666],\n",
       "    'params': {'n_neighbors': 11}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.9546666666666667, 0.6026666666666667],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 50}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 0.632],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 50}}},\n",
       "  'LargeKitchenAppliances_with_AE': {'SVC': {'accuracy': [0.6986666666666667,\n",
       "     0.6133333333333333],\n",
       "    'params': {'C': 1, 'kernel': 'rbf'}},\n",
       "   'XGBClassifier': {'accuracy': [0.7893333333333333, 0.6186666666666667],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.6613333333333333, 0.592],\n",
       "    'params': {'n_neighbors': 7}},\n",
       "   'CatBoostClassifier': {'accuracy': [1.0, 0.592],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 100}},\n",
       "   'RandomForestClassifier': {'accuracy': [0.6506666666666666,\n",
       "     0.6186666666666667],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 100}},\n",
       "   'NeuralNet_with_ae': {'accuracy': [0.3413333333333333, 0.3413333333333333],\n",
       "    'params': {'in_features=latent_dim': 12, 'out_features': 3, 'depth': 4}}}},\n",
       " {'StarLightCurves_without_AE': {'SVC': {'accuracy': [0.607,\n",
       "     0.5863283147158815],\n",
       "    'params': {'C': 1, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.9517969888295289],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.914, 0.860247693054881],\n",
       "    'params': {'n_neighbors': 3}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.972, 0.9528897523069452],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 20}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 0.9559252064108791],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 50}}},\n",
       "  'StarLightCurves_with_AE': {'SVC': {'accuracy': [0.962, 0.9577464788732394],\n",
       "    'params': {'C': 1, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.9482758620689655],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.957, 0.9481544439048082],\n",
       "    'params': {'n_neighbors': 11}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.998, 0.9513113161728994],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 100}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 0.9519184069936862],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 100}},\n",
       "   'NeuralNet_with_ae': {'accuracy': [0.915, 0.9052938319572608],\n",
       "    'params': {'in_features=latent_dim': 12, 'out_features': 3, 'depth': 4}}}},\n",
       " {'CricketY_without_AE': {'SVC': {'accuracy': [0.2076923076923077,\n",
       "     0.1794871794871795],\n",
       "    'params': {'C': 0.1, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.258974358974359],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 100}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.43846153846153846,\n",
       "     0.11794871794871795],\n",
       "    'params': {'n_neighbors': 3}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.6948717948717948, 0.2923076923076923],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 20}},\n",
       "   'RandomForestClassifier': {'accuracy': [0.2846153846153846,\n",
       "     0.20256410256410257],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 50}}},\n",
       "  'CricketY_with_AE': {'SVC': {'accuracy': [0.3717948717948718,\n",
       "     0.2564102564102564],\n",
       "    'params': {'C': 1, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.18974358974358974],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 100}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.4641025641025641,\n",
       "     0.2128205128205128],\n",
       "    'params': {'n_neighbors': 5}},\n",
       "   'CatBoostClassifier': {'accuracy': [1.0, 0.19230769230769232],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 100}},\n",
       "   'RandomForestClassifier': {'accuracy': [0.3, 0.20256410256410257],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'NeuralNet_with_ae': {'accuracy': [0.19230769230769232,\n",
       "     0.17692307692307693],\n",
       "    'params': {'in_features=latent_dim': 48,\n",
       "     'out_features': 12,\n",
       "     'depth': 4}}}},\n",
       " {'ElectricDevices_without_AE': {'SVC': {'accuracy': [0.5459332287698857,\n",
       "     0.47334976008299834],\n",
       "    'params': {'C': 0.01, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [0.6921353349764732, 0.5193878874335365],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 100}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.6523638807976697,\n",
       "     0.4450784593437946],\n",
       "    'params': {'n_neighbors': 7}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.7071476585256554, 0.5215925301517313],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 100}},\n",
       "   'RandomForestClassifier': {'accuracy': [0.9679587721263724,\n",
       "     0.5090130981714434],\n",
       "    'params': {'max_depth': 70, 'n_estimators': 100}}},\n",
       "  'ElectricDevices_with_AE': {'SVC': {'accuracy': [0.6073269101501232,\n",
       "     0.48722604072104786],\n",
       "    'params': {'C': 1, 'kernel': 'rbf'}},\n",
       "   'XGBClassifier': {'accuracy': [0.968967062514004, 0.5100505770976527],\n",
       "    'params': {'max_depth': 70, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.6709612368362088,\n",
       "     0.5013616910906498],\n",
       "    'params': {'n_neighbors': 11}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.7241765628501008, 0.5140708079367138],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 100}},\n",
       "   'RandomForestClassifier': {'accuracy': [0.968406901187542,\n",
       "     0.512644274413176],\n",
       "    'params': {'max_depth': 70, 'n_estimators': 100}},\n",
       "   'NeuralNet_with_ae': {'accuracy': [0.43524535066099035, 0.419271171054338],\n",
       "    'params': {'in_features=latent_dim': 28, 'out_features': 7, 'depth': 4}}}},\n",
       " {'ItalyPowerDemand_without_AE': {'SVC': {'accuracy': [0.6119402985074627,\n",
       "     0.5626822157434402],\n",
       "    'params': {'C': 0.01, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.5840621963070942],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 100}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.5970149253731343,\n",
       "     0.5694849368318756],\n",
       "    'params': {'n_neighbors': 7}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.8805970149253731, 0.6064139941690962],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 20}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 0.6064139941690962],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 20}}},\n",
       "  'ItalyPowerDemand_with_AE': {'SVC': {'accuracy': [0.582089552238806,\n",
       "     0.6141885325558795],\n",
       "    'params': {'C': 1, 'kernel': 'sigmoid'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.5937803692905733],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 100}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.746268656716418,\n",
       "     0.5957240038872692],\n",
       "    'params': {'n_neighbors': 11}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.9253731343283582, 0.5966958211856171],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 100}},\n",
       "   'RandomForestClassifier': {'accuracy': [0.8656716417910447,\n",
       "     0.6161321671525753],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 50}},\n",
       "   'NeuralNet_with_ae': {'accuracy': [0.582089552238806, 0.5519922254616132],\n",
       "    'params': {'in_features=latent_dim': 8, 'out_features': 2, 'depth': 4}}}},\n",
       " {'OliveOil_without_AE': {'SVC': {'accuracy': [0.6333333333333333, 0.6],\n",
       "    'params': {'C': 0.01, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.6666666666666666],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.6333333333333333,\n",
       "     0.5666666666666667],\n",
       "    'params': {'n_neighbors': 7}},\n",
       "   'CatBoostClassifier': {'accuracy': [1.0, 0.6666666666666666],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 50}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 0.7333333333333333],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 50}}},\n",
       "  'OliveOil_with_AE': {'SVC': {'accuracy': [0.9666666666666667,\n",
       "     0.7666666666666667],\n",
       "    'params': {'C': 1, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.6666666666666666],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.6666666666666666,\n",
       "     0.6666666666666666],\n",
       "    'params': {'n_neighbors': 7}},\n",
       "   'CatBoostClassifier': {'accuracy': [1.0, 0.7],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 20}},\n",
       "   'RandomForestClassifier': {'accuracy': [0.8666666666666667,\n",
       "     0.6666666666666666],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'NeuralNet_with_ae': {'accuracy': [0.7333333333333333, 0.6333333333333333],\n",
       "    'params': {'in_features=latent_dim': 16, 'out_features': 4, 'depth': 4}}}},\n",
       " {'FiftyWords_without_AE': {'SVC': {'accuracy': [0.39111111111111113,\n",
       "     0.2835164835164835],\n",
       "    'params': {'C': 0.01, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [0.8511111111111112, 0.2725274725274725],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.24444444444444444,\n",
       "     0.18021978021978022],\n",
       "    'params': {'n_neighbors': 11}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.6044444444444445, 0.2813186813186813],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 20}},\n",
       "   'RandomForestClassifier': {'accuracy': [0.9977777777777778,\n",
       "     0.2857142857142857],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 50}}},\n",
       "  'FiftyWords_with_AE': {'SVC': {'accuracy': [0.37555555555555553,\n",
       "     0.27692307692307694],\n",
       "    'params': {'C': 0.1, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [0.98, 0.25054945054945055],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.3488888888888889,\n",
       "     0.24835164835164836],\n",
       "    'params': {'n_neighbors': 11}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.9933333333333333, 0.2813186813186813],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 100}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 0.27692307692307694],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 100}},\n",
       "   'NeuralNet_with_ae': {'accuracy': [0.12444444444444444,\n",
       "     0.10989010989010989],\n",
       "    'params': {'in_features=latent_dim': 200,\n",
       "     'out_features': 50,\n",
       "     'depth': 4}}}},\n",
       " {'MelbournePedestrian_without_AE': {'SVC': {'accuracy': [0.3082077051926298,\n",
       "     0.2960229602296023],\n",
       "    'params': {'C': 0.1, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.3763837638376384],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.33752093802345057,\n",
       "     0.22509225092250923],\n",
       "    'params': {'n_neighbors': 11}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.5376884422110553, 0.3886838868388684],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 20}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 0.3845838458384584],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 100}}},\n",
       "  'MelbournePedestrian_with_AE': {'SVC': {'accuracy': [0.474036850921273,\n",
       "     0.36654366543665434],\n",
       "    'params': {'C': 1, 'kernel': 'rbf'}},\n",
       "   'XGBClassifier': {'accuracy': [0.8953098827470687, 0.34276342763427636],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 100}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.5226130653266332,\n",
       "     0.34235342353423537],\n",
       "    'params': {'n_neighbors': 5}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.7479061976549414, 0.3460434604346043],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 50}},\n",
       "   'RandomForestClassifier': {'accuracy': [0.9991624790619765,\n",
       "     0.32677326773267734],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 20}},\n",
       "   'NeuralNet_with_ae': {'accuracy': [0.15829145728643215,\n",
       "     0.15211152111521115],\n",
       "    'params': {'in_features=latent_dim': 40,\n",
       "     'out_features': 10,\n",
       "     'depth': 4}}}},\n",
       " {'PowerCons_without_AE': {'SVC': {'accuracy': [0.7944444444444444,\n",
       "     0.7111111111111111],\n",
       "    'params': {'C': 0.01, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [0.9388888888888889, 0.7833333333333333],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.7888888888888889,\n",
       "     0.6222222222222222],\n",
       "    'params': {'n_neighbors': 5}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.8888888888888888, 0.8111111111111111],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 20}},\n",
       "   'RandomForestClassifier': {'accuracy': [0.8388888888888889,\n",
       "     0.7888888888888889],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 50}}},\n",
       "  'PowerCons_with_AE': {'SVC': {'accuracy': [0.8055555555555556,\n",
       "     0.7444444444444445],\n",
       "    'params': {'C': 0.1, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [0.8888888888888888, 0.7777777777777778],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.8, 0.7],\n",
       "    'params': {'n_neighbors': 5}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.8722222222222222, 0.7722222222222223],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 20}},\n",
       "   'RandomForestClassifier': {'accuracy': [0.8666666666666667, 0.75],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 100}},\n",
       "   'NeuralNet_with_ae': {'accuracy': [0.7888888888888889, 0.7555555555555555],\n",
       "    'params': {'in_features=latent_dim': 8, 'out_features': 2, 'depth': 4}}}},\n",
       " {'Worms_without_AE': {'SVC': {'accuracy': [0.4088397790055249,\n",
       "     0.4025974025974026],\n",
       "    'params': {'C': 0.01, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [0.988950276243094, 0.6363636363636364],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 50}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.6850828729281768,\n",
       "     0.37662337662337664],\n",
       "    'params': {'n_neighbors': 3}},\n",
       "   'CatBoostClassifier': {'accuracy': [1.0, 0.6103896103896104],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 100}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 0.5844155844155844],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 50}}},\n",
       "  'Worms_with_AE': {'SVC': {'accuracy': [0.6243093922651933,\n",
       "     0.5714285714285714],\n",
       "    'params': {'C': 1, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.6103896103896104],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 50}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.5248618784530387,\n",
       "     0.4675324675324675],\n",
       "    'params': {'n_neighbors': 11}},\n",
       "   'CatBoostClassifier': {'accuracy': [1.0, 0.6233766233766234],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 50}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 0.6233766233766234],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 50}},\n",
       "   'NeuralNet_with_ae': {'accuracy': [0.39226519337016574, 0.4025974025974026],\n",
       "    'params': {'in_features=latent_dim': 20, 'out_features': 5, 'depth': 4}}}},\n",
       " {'InsectWingbeatSound_without_AE': {'SVC': {'accuracy': [0.19545454545454546,\n",
       "     0.1388888888888889],\n",
       "    'params': {'C': 1, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [0.9954545454545455, 0.15808080808080807],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 50}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.509090909090909,\n",
       "     0.11313131313131314],\n",
       "    'params': {'n_neighbors': 3}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.7363636363636363,\n",
       "     0.18484848484848485],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 20}},\n",
       "   'RandomForestClassifier': {'accuracy': [0.31363636363636366,\n",
       "     0.16262626262626262],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}}},\n",
       "  'InsectWingbeatSound_with_AE': {'SVC': {'accuracy': [0.21363636363636362,\n",
       "     0.2005050505050505],\n",
       "    'params': {'C': 1, 'kernel': 'sigmoid'}},\n",
       "   'XGBClassifier': {'accuracy': [0.9318181818181818, 0.15656565656565657],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.3090909090909091,\n",
       "     0.1414141414141414],\n",
       "    'params': {'n_neighbors': 11}},\n",
       "   'CatBoostClassifier': {'accuracy': [1.0, 0.1505050505050505],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 100}},\n",
       "   'RandomForestClassifier': {'accuracy': [0.4090909090909091,\n",
       "     0.18232323232323233],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 100}},\n",
       "   'NeuralNet_with_ae': {'accuracy': [0.12727272727272726,\n",
       "     0.11464646464646465],\n",
       "    'params': {'in_features=latent_dim': 44,\n",
       "     'out_features': 11,\n",
       "     'depth': 4}}}},\n",
       " {'BME_without_AE': {'SVC': {'accuracy': [0.6333333333333333,\n",
       "     0.5066666666666667],\n",
       "    'params': {'C': 0.01, 'kernel': 'rbf'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.64],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.8333333333333334, 0.62],\n",
       "    'params': {'n_neighbors': 3}},\n",
       "   'CatBoostClassifier': {'accuracy': [1.0, 0.6866666666666666],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 20}},\n",
       "   'RandomForestClassifier': {'accuracy': [0.8333333333333334,\n",
       "     0.6133333333333333],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}}},\n",
       "  'BME_with_AE': {'SVC': {'accuracy': [0.7333333333333333, 0.6266666666666667],\n",
       "    'params': {'C': 0.1, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.5866666666666667],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.7, 0.5266666666666666],\n",
       "    'params': {'n_neighbors': 11}},\n",
       "   'CatBoostClassifier': {'accuracy': [1.0, 0.6066666666666667],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 50}},\n",
       "   'RandomForestClassifier': {'accuracy': [0.8666666666666667, 0.56],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'NeuralNet_with_ae': {'accuracy': [0.5666666666666667, 0.6466666666666666],\n",
       "    'params': {'in_features=latent_dim': 12, 'out_features': 3, 'depth': 4}}}},\n",
       " {'TwoPatterns_without_AE': {'SVC': {'accuracy': [0.531, 0.44375],\n",
       "    'params': {'C': 0.01, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [0.632, 0.46125],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.579, 0.44775],\n",
       "    'params': {'n_neighbors': 11}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.968, 0.47475],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 100}},\n",
       "   'RandomForestClassifier': {'accuracy': [0.536, 0.4515],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 50}}},\n",
       "  'TwoPatterns_with_AE': {'SVC': {'accuracy': [0.546, 0.465],\n",
       "    'params': {'C': 1, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [0.654, 0.45475],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.588, 0.4635],\n",
       "    'params': {'n_neighbors': 11}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.985, 0.45625],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 100}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 0.458],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 100}},\n",
       "   'NeuralNet_with_ae': {'accuracy': [0.455, 0.455],\n",
       "    'params': {'in_features=latent_dim': 16, 'out_features': 4, 'depth': 4}}}},\n",
       " {'BirdChicken_without_AE': {'SVC': {'accuracy': [0.9, 0.65],\n",
       "    'params': {'C': 0.01, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.75],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.85, 0.8],\n",
       "    'params': {'n_neighbors': 5}},\n",
       "   'CatBoostClassifier': {'accuracy': [1.0, 0.75],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 20}},\n",
       "   'RandomForestClassifier': {'accuracy': [0.95, 0.75],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}}},\n",
       "  'BirdChicken_with_AE': {'SVC': {'accuracy': [0.9, 0.7],\n",
       "    'params': {'C': 0.01, 'kernel': 'rbf'}},\n",
       "   'XGBClassifier': {'accuracy': [0.95, 0.75],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.85, 0.75],\n",
       "    'params': {'n_neighbors': 5}},\n",
       "   'CatBoostClassifier': {'accuracy': [1.0, 0.65],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 50}},\n",
       "   'RandomForestClassifier': {'accuracy': [0.9, 0.65],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'NeuralNet_with_ae': {'accuracy': [0.55, 0.8],\n",
       "    'params': {'in_features=latent_dim': 8, 'out_features': 2, 'depth': 4}}}},\n",
       " {'ToeSegmentation2_without_AE': {'SVC': {'accuracy': [0.9166666666666666,\n",
       "     0.8153846153846154],\n",
       "    'params': {'C': 0.01, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.8076923076923077],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.75, 0.6384615384615384],\n",
       "    'params': {'n_neighbors': 3}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.9722222222222222, 0.8153846153846154],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 100}},\n",
       "   'RandomForestClassifier': {'accuracy': [0.9722222222222222,\n",
       "     0.8153846153846154],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}}},\n",
       "  'ToeSegmentation2_with_AE': {'SVC': {'accuracy': [0.9444444444444444,\n",
       "     0.8076923076923077],\n",
       "    'params': {'C': 0.01, 'kernel': 'rbf'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.8153846153846154],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 50}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.9722222222222222,\n",
       "     0.8153846153846154],\n",
       "    'params': {'n_neighbors': 3}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.9444444444444444, 0.7923076923076923],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 20}},\n",
       "   'RandomForestClassifier': {'accuracy': [0.9722222222222222,\n",
       "     0.7923076923076923],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'NeuralNet_with_ae': {'accuracy': [0.08333333333333333,\n",
       "     0.13076923076923078],\n",
       "    'params': {'in_features=latent_dim': 8, 'out_features': 2, 'depth': 4}}}},\n",
       " {'ProximalPhalanxOutlineAgeGroup_without_AE': {'SVC': {'accuracy': [0.7475,\n",
       "     0.8536585365853658],\n",
       "    'params': {'C': 0.01, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [0.855, 0.8],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.78, 0.8],\n",
       "    'params': {'n_neighbors': 11}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.8825, 0.8],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 20}},\n",
       "   'RandomForestClassifier': {'accuracy': [0.7475, 0.8536585365853658],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 50}}},\n",
       "  'ProximalPhalanxOutlineAgeGroup_with_AE': {'SVC': {'accuracy': [0.795,\n",
       "     0.8292682926829268],\n",
       "    'params': {'C': 1, 'kernel': 'poly'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.7560975609756098],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 100}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.81, 0.7414634146341463],\n",
       "    'params': {'n_neighbors': 5}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.88, 0.8],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 20}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 0.7463414634146341],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 100}},\n",
       "   'NeuralNet_with_ae': {'accuracy': [0.7325, 0.8195121951219512],\n",
       "    'params': {'in_features=latent_dim': 12, 'out_features': 3, 'depth': 4}}}},\n",
       " {'Meat_without_AE': {'SVC': {'accuracy': [0.7333333333333333,\n",
       "     0.7166666666666667],\n",
       "    'params': {'C': 0.01, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.8166666666666667],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.6, 0.5333333333333333],\n",
       "    'params': {'n_neighbors': 11}},\n",
       "   'CatBoostClassifier': {'accuracy': [1.0, 0.85],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 20}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 0.8],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 50}}},\n",
       "  'Meat_with_AE': {'SVC': {'accuracy': [0.8166666666666667, 0.85],\n",
       "    'params': {'C': 0.01, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.8],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 50}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.7833333333333333,\n",
       "     0.7666666666666667],\n",
       "    'params': {'n_neighbors': 7}},\n",
       "   'CatBoostClassifier': {'accuracy': [1.0, 0.8],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 20}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 0.8333333333333334],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 50}},\n",
       "   'NeuralNet_with_ae': {'accuracy': [0.43333333333333335,\n",
       "     0.43333333333333335],\n",
       "    'params': {'in_features=latent_dim': 12, 'out_features': 3, 'depth': 4}}}},\n",
       " {'CBF_without_AE': {'SVC': {'accuracy': [0.7, 0.5355555555555556],\n",
       "    'params': {'C': 1, 'kernel': 'rbf'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.6366666666666667],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.7, 0.5544444444444444],\n",
       "    'params': {'n_neighbors': 7}},\n",
       "   'CatBoostClassifier': {'accuracy': [1.0, 0.63],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 20}},\n",
       "   'RandomForestClassifier': {'accuracy': [0.9333333333333333,\n",
       "     0.6155555555555555],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 100}}},\n",
       "  'CBF_with_AE': {'SVC': {'accuracy': [0.7666666666666667, 0.5766666666666667],\n",
       "    'params': {'C': 1, 'kernel': 'poly'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.5655555555555556],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.6333333333333333,\n",
       "     0.6122222222222222],\n",
       "    'params': {'n_neighbors': 7}},\n",
       "   'CatBoostClassifier': {'accuracy': [1.0, 0.57],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 50}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 0.5844444444444444],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 20}},\n",
       "   'NeuralNet_with_ae': {'accuracy': [0.6333333333333333, 0.5111111111111111],\n",
       "    'params': {'in_features=latent_dim': 12, 'out_features': 3, 'depth': 4}}}},\n",
       " {'SyntheticControl_without_AE': {'SVC': {'accuracy': [0.41,\n",
       "     0.3566666666666667],\n",
       "    'params': {'C': 0.1, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [0.8166666666666667, 0.42],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.4, 0.36333333333333334],\n",
       "    'params': {'n_neighbors': 11}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.7833333333333333, 0.4033333333333333],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 20}},\n",
       "   'RandomForestClassifier': {'accuracy': [0.5133333333333333,\n",
       "     0.39666666666666667],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 50}}},\n",
       "  'SyntheticControl_with_AE': {'SVC': {'accuracy': [0.67, 0.3933333333333333],\n",
       "    'params': {'C': 1, 'kernel': 'poly'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.4033333333333333],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 100}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.56, 0.35],\n",
       "    'params': {'n_neighbors': 7}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.9866666666666667, 0.4],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 50}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 0.37666666666666665],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 50}},\n",
       "   'NeuralNet_with_ae': {'accuracy': [0.2866666666666667, 0.22],\n",
       "    'params': {'in_features=latent_dim': 24, 'out_features': 6, 'depth': 4}}}},\n",
       " {'ProximalPhalanxOutlineCorrect_without_AE': {'SVC': {'accuracy': [0.7066666666666667,\n",
       "     0.7250859106529209],\n",
       "    'params': {'C': 0.1, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [0.8583333333333333, 0.7422680412371134],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 50}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.725, 0.7250859106529209],\n",
       "    'params': {'n_neighbors': 11}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.825, 0.7353951890034365],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 20}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 0.7457044673539519],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 100}}},\n",
       "  'ProximalPhalanxOutlineCorrect_with_AE': {'SVC': {'accuracy': [0.7683333333333333,\n",
       "     0.7525773195876289],\n",
       "    'params': {'C': 1, 'kernel': 'poly'}},\n",
       "   'XGBClassifier': {'accuracy': [0.795, 0.7353951890034365],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.8283333333333334,\n",
       "     0.7491408934707904],\n",
       "    'params': {'n_neighbors': 3}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.815, 0.7491408934707904],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 100}},\n",
       "   'RandomForestClassifier': {'accuracy': [0.7383333333333333,\n",
       "     0.7147766323024055],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 100}},\n",
       "   'NeuralNet_with_ae': {'accuracy': [0.08166666666666667,\n",
       "     0.07560137457044673],\n",
       "    'params': {'in_features=latent_dim': 8, 'out_features': 2, 'depth': 4}}}},\n",
       " {'UWaveGestureLibraryX_without_AE': {'SVC': {'accuracy': [0.37723214285714285,\n",
       "     0.3562255723059743],\n",
       "    'params': {'C': 0.01, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [0.6529017857142857, 0.44667783361250696],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.43861607142857145,\n",
       "     0.24064768285873814],\n",
       "    'params': {'n_neighbors': 7}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.9553571428571429, 0.4360692350642099],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 100}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 0.44416527079843665],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 50}}},\n",
       "  'UWaveGestureLibraryX_with_AE': {'SVC': {'accuracy': [0.5970982142857143,\n",
       "     0.44611948632049137],\n",
       "    'params': {'C': 1, 'kernel': 'rbf'}},\n",
       "   'XGBClassifier': {'accuracy': [0.8805803571428571, 0.4109436069235064],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 50}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.6026785714285714,\n",
       "     0.37995533221663874],\n",
       "    'params': {'n_neighbors': 5}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.9955357142857143, 0.3941931881630374],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 100}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 0.3972640982691234],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 100}},\n",
       "   'NeuralNet_with_ae': {'accuracy': [0.33370535714285715, 0.3112786152987158],\n",
       "    'params': {'in_features=latent_dim': 32, 'out_features': 8, 'depth': 4}}}},\n",
       " {'FacesUCR_without_AE': {'SVC': {'accuracy': [0.33, 0.2570731707317073],\n",
       "    'params': {'C': 1, 'kernel': 'rbf'}},\n",
       "   'XGBClassifier': {'accuracy': [0.955, 0.3795121951219512],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.4, 0.2526829268292683],\n",
       "    'params': {'n_neighbors': 11}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.82, 0.3302439024390244],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 20}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 0.36634146341463414],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 50}}},\n",
       "  'FacesUCR_with_AE': {'SVC': {'accuracy': [0.56, 0.25365853658536586],\n",
       "    'params': {'C': 1, 'kernel': 'poly'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.2760975609756098],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.54, 0.24780487804878049],\n",
       "    'params': {'n_neighbors': 5}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.885, 0.22585365853658537],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 20}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 0.2731707317073171],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 100}},\n",
       "   'NeuralNet_with_ae': {'accuracy': [0.15, 0.09609756097560976],\n",
       "    'params': {'in_features=latent_dim': 56,\n",
       "     'out_features': 14,\n",
       "     'depth': 4}}}},\n",
       " {'CricketZ_without_AE': {'SVC': {'accuracy': [0.2230769230769231,\n",
       "     0.19230769230769232],\n",
       "    'params': {'C': 1, 'kernel': 'rbf'}},\n",
       "   'XGBClassifier': {'accuracy': [0.7282051282051282, 0.27692307692307694],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.38461538461538464,\n",
       "     0.19487179487179487],\n",
       "    'params': {'n_neighbors': 7}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.9102564102564102,\n",
       "     0.28974358974358977],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 50}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 0.2948717948717949],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 100}}},\n",
       "  'CricketZ_with_AE': {'SVC': {'accuracy': [0.3871794871794872,\n",
       "     0.28974358974358977],\n",
       "    'params': {'C': 0.1, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.23076923076923078],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 100}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.4076923076923077,\n",
       "     0.26153846153846155],\n",
       "    'params': {'n_neighbors': 11}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.7102564102564103, 0.2794871794871795],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 20}},\n",
       "   'RandomForestClassifier': {'accuracy': [0.3333333333333333,\n",
       "     0.14102564102564102],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'NeuralNet_with_ae': {'accuracy': [0.1641025641025641, 0.1358974358974359],\n",
       "    'params': {'in_features=latent_dim': 48,\n",
       "     'out_features': 12,\n",
       "     'depth': 4}}}},\n",
       " {'SemgHandGenderCh2_without_AE': {'SVC': {'accuracy': [0.6933333333333334,\n",
       "     0.645],\n",
       "    'params': {'C': 1, 'kernel': 'rbf'}},\n",
       "   'XGBClassifier': {'accuracy': [0.8566666666666667, 0.6716666666666666],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.73, 0.6883333333333334],\n",
       "    'params': {'n_neighbors': 11}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.8, 0.6816666666666666],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 20}},\n",
       "   'RandomForestClassifier': {'accuracy': [0.7333333333333333,\n",
       "     0.6666666666666666],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 50}}},\n",
       "  'SemgHandGenderCh2_with_AE': {'SVC': {'accuracy': [0.6766666666666666,\n",
       "     0.6333333333333333],\n",
       "    'params': {'C': 0.01, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [0.8266666666666667, 0.6833333333333333],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.7133333333333334,\n",
       "     0.6616666666666666],\n",
       "    'params': {'n_neighbors': 7}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.8166666666666667, 0.6883333333333334],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 20}},\n",
       "   'RandomForestClassifier': {'accuracy': [0.73, 0.6866666666666666],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'NeuralNet_with_ae': {'accuracy': [0.61, 0.595],\n",
       "    'params': {'in_features=latent_dim': 8, 'out_features': 2, 'depth': 4}}}},\n",
       " {'UWaveGestureLibraryY_without_AE': {'SVC': {'accuracy': [0.38839285714285715,\n",
       "     0.35845896147403683],\n",
       "    'params': {'C': 0.01, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.3646007816862088],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.5022321428571429,\n",
       "     0.22640982691233946],\n",
       "    'params': {'n_neighbors': 5}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.9676339285714286,\n",
       "     0.36795086543830263],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 100}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 0.37548855388051366],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 100}}},\n",
       "  'UWaveGestureLibraryY_with_AE': {'SVC': {'accuracy': [0.41517857142857145,\n",
       "     0.38860971524288107],\n",
       "    'params': {'C': 0.1, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [0.6517857142857143, 0.3481295365717476],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.45982142857142855,\n",
       "     0.32663316582914576],\n",
       "    'params': {'n_neighbors': 11}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.8850446428571429, 0.34142936906756],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 50}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 0.34952540480178673],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 100}},\n",
       "   'NeuralNet_with_ae': {'accuracy': [0.32142857142857145,\n",
       "     0.30206588498045783],\n",
       "    'params': {'in_features=latent_dim': 32, 'out_features': 8, 'depth': 4}}}},\n",
       " {'DistalPhalanxTW_without_AE': {'SVC': {'accuracy': [0.7625,\n",
       "     0.5899280575539568],\n",
       "    'params': {'C': 0.1, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [0.895, 0.5683453237410072],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.7775, 0.5827338129496403],\n",
       "    'params': {'n_neighbors': 11}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.9825, 0.539568345323741],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 50}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 0.5467625899280576],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 50}}},\n",
       "  'DistalPhalanxTW_with_AE': {'SVC': {'accuracy': [0.7675, 0.5827338129496403],\n",
       "    'params': {'C': 0.1, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.5683453237410072],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.7775, 0.5323741007194245],\n",
       "    'params': {'n_neighbors': 7}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.905, 0.5755395683453237],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 20}},\n",
       "   'RandomForestClassifier': {'accuracy': [0.9975, 0.5611510791366906],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 100}},\n",
       "   'NeuralNet_with_ae': {'accuracy': [0.0775, 0.1366906474820144],\n",
       "    'params': {'in_features=latent_dim': 24, 'out_features': 6, 'depth': 4}}}},\n",
       " {'MiddlePhalanxOutlineAgeGroup_without_AE': {'SVC': {'accuracy': [0.2575,\n",
       "     0.5714285714285714],\n",
       "    'params': {'C': 0.01, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [0.8725, 0.5714285714285714],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.78, 0.551948051948052],\n",
       "    'params': {'n_neighbors': 11}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.925, 0.5909090909090909],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 20}},\n",
       "   'RandomForestClassifier': {'accuracy': [0.7725, 0.6168831168831169],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}}},\n",
       "  'MiddlePhalanxOutlineAgeGroup_with_AE': {'SVC': {'accuracy': [0.74,\n",
       "     0.564935064935065],\n",
       "    'params': {'C': 1, 'kernel': 'sigmoid'}},\n",
       "   'XGBClassifier': {'accuracy': [0.855, 0.5584415584415584],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.7825, 0.6038961038961039],\n",
       "    'params': {'n_neighbors': 11}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.9825, 0.5584415584415584],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 50}},\n",
       "   'RandomForestClassifier': {'accuracy': [0.77, 0.6103896103896104],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 100}},\n",
       "   'NeuralNet_with_ae': {'accuracy': [0.755, 0.551948051948052],\n",
       "    'params': {'in_features=latent_dim': 12, 'out_features': 3, 'depth': 4}}}},\n",
       " {'WordSynonyms_without_AE': {'SVC': {'accuracy': [0.3333333333333333,\n",
       "     0.28996865203761757],\n",
       "    'params': {'C': 0.01, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [0.850187265917603, 0.2836990595611285],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.3146067415730337,\n",
       "     0.21003134796238246],\n",
       "    'params': {'n_neighbors': 11}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.6329588014981273, 0.2727272727272727],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 20}},\n",
       "   'RandomForestClassifier': {'accuracy': [0.3258426966292135,\n",
       "     0.2711598746081505],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 100}}},\n",
       "  'WordSynonyms_with_AE': {'SVC': {'accuracy': [0.41947565543071164,\n",
       "     0.30407523510971785],\n",
       "    'params': {'C': 1, 'kernel': 'rbf'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.2836990595611285],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 50}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.37453183520599254,\n",
       "     0.2946708463949843],\n",
       "    'params': {'n_neighbors': 11}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.9438202247191011, 0.2774294670846395],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 50}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 0.29310344827586204],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 50}},\n",
       "   'NeuralNet_with_ae': {'accuracy': [0.11235955056179775,\n",
       "     0.07210031347962383],\n",
       "    'params': {'in_features=latent_dim': 100,\n",
       "     'out_features': 25,\n",
       "     'depth': 4}}}},\n",
       " {'BeetleFly_without_AE': {'SVC': {'accuracy': [0.7, 0.75],\n",
       "    'params': {'C': 0.01, 'kernel': 'rbf'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.9],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.8, 0.8],\n",
       "    'params': {'n_neighbors': 5}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.95, 0.9],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 20}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 0.85],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}}},\n",
       "  'BeetleFly_with_AE': {'SVC': {'accuracy': [0.95, 0.7],\n",
       "    'params': {'C': 0.01, 'kernel': 'sigmoid'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.75],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.9, 0.9],\n",
       "    'params': {'n_neighbors': 7}},\n",
       "   'CatBoostClassifier': {'accuracy': [1.0, 0.9],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 20}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 0.95],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 100}},\n",
       "   'NeuralNet_with_ae': {'accuracy': [0.85, 0.75],\n",
       "    'params': {'in_features=latent_dim': 8, 'out_features': 2, 'depth': 4}}}},\n",
       " {'FaceAll_without_AE': {'SVC': {'accuracy': [0.2517857142857143,\n",
       "     0.21893491124260356],\n",
       "    'params': {'C': 1, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.28875739644970416],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 100}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.4035714285714286,\n",
       "     0.27928994082840236],\n",
       "    'params': {'n_neighbors': 5}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.6392857142857142,\n",
       "     0.27928994082840236],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 20}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 0.28994082840236685],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 100}}},\n",
       "  'FaceAll_with_AE': {'SVC': {'accuracy': [0.36964285714285716,\n",
       "     0.23136094674556212],\n",
       "    'params': {'C': 0.1, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.21301775147928995],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 100}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.4160714285714286,\n",
       "     0.20236686390532543],\n",
       "    'params': {'n_neighbors': 7}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.9517857142857142,\n",
       "     0.20532544378698225],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 50}},\n",
       "   'RandomForestClassifier': {'accuracy': [0.4303571428571429,\n",
       "     0.18994082840236687],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 100}},\n",
       "   'NeuralNet_with_ae': {'accuracy': [0.1125, 0.11715976331360947],\n",
       "    'params': {'in_features=latent_dim': 56,\n",
       "     'out_features': 14,\n",
       "     'depth': 4}}}},\n",
       " {'Phoneme_without_AE': {'SVC': {'accuracy': [0.14018691588785046,\n",
       "     0.14082278481012658],\n",
       "    'params': {'C': 1, 'kernel': 'rbf'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.13976793248945146],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 50}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.3037383177570093,\n",
       "     0.08544303797468354],\n",
       "    'params': {'n_neighbors': 7}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.5654205607476636,\n",
       "     0.14767932489451477],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 20}},\n",
       "   'RandomForestClassifier': {'accuracy': [0.26635514018691586,\n",
       "     0.1518987341772152],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 50}}},\n",
       "  'Phoneme_with_AE': {'SVC': {'accuracy': [0.27102803738317754,\n",
       "     0.17405063291139242],\n",
       "    'params': {'C': 1, 'kernel': 'rbf'}},\n",
       "   'XGBClassifier': {'accuracy': [0.9953271028037384, 0.14926160337552744],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.24766355140186916,\n",
       "     0.13291139240506328],\n",
       "    'params': {'n_neighbors': 11}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.616822429906542, 0.15981012658227847],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 20}},\n",
       "   'RandomForestClassifier': {'accuracy': [0.2757009345794392,\n",
       "     0.15611814345991562],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 100}},\n",
       "   'NeuralNet_with_ae': {'accuracy': [0.056074766355140186,\n",
       "     0.04061181434599156],\n",
       "    'params': {'in_features=latent_dim': 156,\n",
       "     'out_features': 39,\n",
       "     'depth': 4}}}},\n",
       " {'FreezerRegularTrain_without_AE': {'SVC': {'accuracy': [0.8666666666666667,\n",
       "     0.8866666666666667],\n",
       "    'params': {'C': 0.01, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.9866666666666667],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.88, 0.8947368421052632],\n",
       "    'params': {'n_neighbors': 11}},\n",
       "   'CatBoostClassifier': {'accuracy': [1.0, 0.9842105263157894],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 20}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 0.9796491228070175],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 100}}},\n",
       "  'FreezerRegularTrain_with_AE': {'SVC': {'accuracy': [0.84,\n",
       "     0.8224561403508772],\n",
       "    'params': {'C': 0.01, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.8480701754385965],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 50}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.8266666666666667,\n",
       "     0.8333333333333334],\n",
       "    'params': {'n_neighbors': 7}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.9066666666666666, 0.8417543859649123],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 20}},\n",
       "   'RandomForestClassifier': {'accuracy': [0.8666666666666667,\n",
       "     0.8270175438596491],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 100}},\n",
       "   'NeuralNet_with_ae': {'accuracy': [0.8133333333333334, 0.8154385964912281],\n",
       "    'params': {'in_features=latent_dim': 8, 'out_features': 2, 'depth': 4}}}},\n",
       " {'Yoga_without_AE': {'SVC': {'accuracy': [0.56, 0.5653333333333334],\n",
       "    'params': {'C': 0.1, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [0.8566666666666667, 0.5906666666666667],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.6566666666666666,\n",
       "     0.5636666666666666],\n",
       "    'params': {'n_neighbors': 11}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.8, 0.622],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 20}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 0.6106666666666667],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 100}}},\n",
       "  'Yoga_with_AE': {'SVC': {'accuracy': [0.7566666666666667,\n",
       "     0.6053333333333333],\n",
       "    'params': {'C': 1, 'kernel': 'rbf'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.5643333333333334],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 100}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.75, 0.593],\n",
       "    'params': {'n_neighbors': 5}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.8133333333333334, 0.5743333333333334],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 50}},\n",
       "   'RandomForestClassifier': {'accuracy': [0.7133333333333334,\n",
       "     0.5513333333333333],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'NeuralNet_with_ae': {'accuracy': [0.63, 0.559],\n",
       "    'params': {'in_features=latent_dim': 8, 'out_features': 2, 'depth': 4}}}},\n",
       " {'Fish_without_AE': {'SVC': {'accuracy': [0.4057142857142857, 0.36],\n",
       "    'params': {'C': 0.01, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.4228571428571429],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 50}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.3657142857142857,\n",
       "     0.18285714285714286],\n",
       "    'params': {'n_neighbors': 11}},\n",
       "   'CatBoostClassifier': {'accuracy': [1.0, 0.5257142857142857],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 100}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 0.4514285714285714],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 50}}},\n",
       "  'Fish_with_AE': {'SVC': {'accuracy': [0.7314285714285714,\n",
       "     0.46285714285714286],\n",
       "    'params': {'C': 1, 'kernel': 'rbf'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.4685714285714286],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 100}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.5942857142857143,\n",
       "     0.4342857142857143],\n",
       "    'params': {'n_neighbors': 5}},\n",
       "   'CatBoostClassifier': {'accuracy': [1.0, 0.48],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 50}},\n",
       "   'RandomForestClassifier': {'accuracy': [0.5942857142857143,\n",
       "     0.38857142857142857],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'NeuralNet_with_ae': {'accuracy': [0.24, 0.18857142857142858],\n",
       "    'params': {'in_features=latent_dim': 28, 'out_features': 7, 'depth': 4}}}},\n",
       " {'ECG5000_without_AE': {'SVC': {'accuracy': [0.784, 0.7737777777777778],\n",
       "    'params': {'C': 0.1, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.8411111111111111],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.826, 0.7004444444444444],\n",
       "    'params': {'n_neighbors': 3}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.97, 0.8424444444444444],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 50}},\n",
       "   'RandomForestClassifier': {'accuracy': [0.992, 0.8348888888888889],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 20}}},\n",
       "  'ECG5000_with_AE': {'SVC': {'accuracy': [0.882, 0.8495555555555555],\n",
       "    'params': {'C': 1, 'kernel': 'rbf'}},\n",
       "   'XGBClassifier': {'accuracy': [0.908, 0.8328888888888889],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.86, 0.8282222222222222],\n",
       "    'params': {'n_neighbors': 7}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.998, 0.8393333333333334],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 100}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 0.8382222222222222],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 50}},\n",
       "   'NeuralNet_with_ae': {'accuracy': [0.65, 0.6115555555555555],\n",
       "    'params': {'in_features=latent_dim': 20, 'out_features': 5, 'depth': 4}}}},\n",
       " {'GunPointOldVersusYoung_without_AE': {'SVC': {'accuracy': [0.6691176470588235,\n",
       "     0.6793650793650794],\n",
       "    'params': {'C': 1, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.8285714285714286],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 100}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.9044117647058824,\n",
       "     0.6952380952380952],\n",
       "    'params': {'n_neighbors': 3}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.9191176470588235, 0.8285714285714286],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 20}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 0.8507936507936508],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 100}}},\n",
       "  'GunPointOldVersusYoung_with_AE': {'SVC': {'accuracy': [0.8382352941176471,\n",
       "     0.8126984126984127],\n",
       "    'params': {'C': 1, 'kernel': 'poly'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.780952380952381],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.7867647058823529,\n",
       "     0.7936507936507936],\n",
       "    'params': {'n_neighbors': 11}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.9117647058823529, 0.8095238095238095],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 50}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 0.8063492063492064],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 100}},\n",
       "   'NeuralNet_with_ae': {'accuracy': [0.5808823529411765, 0.6190476190476191],\n",
       "    'params': {'in_features=latent_dim': 8, 'out_features': 2, 'depth': 4}}}},\n",
       " {'Computers_without_AE': {'SVC': {'accuracy': [0.676, 0.672],\n",
       "    'params': {'C': 0.01, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [0.968, 0.728],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 50}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.82, 0.552],\n",
       "    'params': {'n_neighbors': 3}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.876, 0.696],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 50}},\n",
       "   'RandomForestClassifier': {'accuracy': [0.996, 0.724],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 20}}},\n",
       "  'Computers_with_AE': {'SVC': {'accuracy': [0.82, 0.716],\n",
       "    'params': {'C': 1, 'kernel': 'rbf'}},\n",
       "   'XGBClassifier': {'accuracy': [0.992, 0.676],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 100}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.848, 0.668],\n",
       "    'params': {'n_neighbors': 3}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.868, 0.716],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 100}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 0.708],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 50}},\n",
       "   'NeuralNet_with_ae': {'accuracy': [0.464, 0.42],\n",
       "    'params': {'in_features=latent_dim': 8, 'out_features': 2, 'depth': 4}}}},\n",
       " {'ChlorineConcentration_without_AE': {'SVC': {'accuracy': [0.5931477516059958,\n",
       "     0.56484375],\n",
       "    'params': {'C': 0.01, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [0.6788008565310493, 0.5591145833333333],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.6017130620985011,\n",
       "     0.5072916666666667],\n",
       "    'params': {'n_neighbors': 11}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.7408993576017131, 0.5466145833333333],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 20}},\n",
       "   'RandomForestClassifier': {'accuracy': [0.6038543897216274,\n",
       "     0.5677083333333334],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}}},\n",
       "  'ChlorineConcentration_with_AE': {'SVC': {'accuracy': [0.6124197002141327,\n",
       "     0.56796875],\n",
       "    'params': {'C': 1, 'kernel': 'rbf'}},\n",
       "   'XGBClassifier': {'accuracy': [0.6745182012847966, 0.5486979166666667],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.6274089935760171,\n",
       "     0.5213541666666667],\n",
       "    'params': {'n_neighbors': 11}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.7430406852248393, 0.5403645833333334],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 20}},\n",
       "   'RandomForestClassifier': {'accuracy': [0.5952890792291221, 0.5609375],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 100}},\n",
       "   'NeuralNet_with_ae': {'accuracy': [0.4282655246252677, 0.4158854166666667],\n",
       "    'params': {'in_features=latent_dim': 12, 'out_features': 3, 'depth': 4}}}},\n",
       " {'PigArtPressure_without_AE': {'SVC': {'accuracy': [0.9423076923076923,\n",
       "     0.15384615384615385],\n",
       "    'params': {'C': 0.01, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [0.9903846153846154, 0.22115384615384615],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.22115384615384615, 0.0625],\n",
       "    'params': {'n_neighbors': 5}},\n",
       "   'CatBoostClassifier': {'accuracy': [1.0, 0.34134615384615385],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 100}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 0.30288461538461536],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 50}}},\n",
       "  'PigArtPressure_with_AE': {'SVC': {'accuracy': [0.33653846153846156,\n",
       "     0.15865384615384615],\n",
       "    'params': {'C': 0.01, 'kernel': 'sigmoid'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.1875],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.40384615384615385,\n",
       "     0.1346153846153846],\n",
       "    'params': {'n_neighbors': 3}},\n",
       "   'CatBoostClassifier': {'accuracy': [1.0, 0.16826923076923078],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 100}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 0.14903846153846154],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 20}},\n",
       "   'NeuralNet_with_ae': {'accuracy': [0.009615384615384616,\n",
       "     0.014423076923076924],\n",
       "    'params': {'in_features=latent_dim': 208,\n",
       "     'out_features': 52,\n",
       "     'depth': 4}}}},\n",
       " {'ShapesAll_without_AE': {'SVC': {'accuracy': [0.47833333333333333, 0.265],\n",
       "    'params': {'C': 0.01, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.3333333333333333],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 50}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.41833333333333333, 0.115],\n",
       "    'params': {'n_neighbors': 3}},\n",
       "   'CatBoostClassifier': {'accuracy': [1.0, 0.37833333333333335],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 100}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 0.3983333333333333],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 100}}},\n",
       "  'ShapesAll_with_AE': {'SVC': {'accuracy': [0.7383333333333333,\n",
       "     0.3233333333333333],\n",
       "    'params': {'C': 1, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.2683333333333333],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 100}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.4716666666666667,\n",
       "     0.27166666666666667],\n",
       "    'params': {'n_neighbors': 5}},\n",
       "   'CatBoostClassifier': {'accuracy': [1.0, 0.2833333333333333],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 100}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 0.30333333333333334],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 100}},\n",
       "   'NeuralNet_with_ae': {'accuracy': [0.04833333333333333, 0.04],\n",
       "    'params': {'in_features=latent_dim': 240,\n",
       "     'out_features': 60,\n",
       "     'depth': 4}}}},\n",
       " {'SwedishLeaf_without_AE': {'SVC': {'accuracy': [0.516, 0.4688],\n",
       "    'params': {'C': 0.1, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.5808],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 100}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.372, 0.2416],\n",
       "    'params': {'n_neighbors': 11}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.998, 0.5632],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 100}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 0.5728],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 100}}},\n",
       "  'SwedishLeaf_with_AE': {'SVC': {'accuracy': [0.706, 0.536],\n",
       "    'params': {'C': 1, 'kernel': 'rbf'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.4912],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 50}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.638, 0.4752],\n",
       "    'params': {'n_neighbors': 7}},\n",
       "   'CatBoostClassifier': {'accuracy': [1.0, 0.5056],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 100}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 0.5056],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 100}},\n",
       "   'NeuralNet_with_ae': {'accuracy': [0.242, 0.2576],\n",
       "    'params': {'in_features=latent_dim': 60,\n",
       "     'out_features': 15,\n",
       "     'depth': 4}}}},\n",
       " {'Trace_without_AE': {'SVC': {'accuracy': [1.0, 0.98],\n",
       "    'params': {'C': 1, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 1.0],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.9, 0.94],\n",
       "    'params': {'n_neighbors': 3}},\n",
       "   'CatBoostClassifier': {'accuracy': [1.0, 1.0],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 20}},\n",
       "   'RandomForestClassifier': {'accuracy': [0.99, 1.0],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}}},\n",
       "  'Trace_with_AE': {'SVC': {'accuracy': [0.99, 1.0],\n",
       "    'params': {'C': 0.01, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 1.0],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 50}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.99, 1.0],\n",
       "    'params': {'n_neighbors': 3}},\n",
       "   'CatBoostClassifier': {'accuracy': [1.0, 0.99],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 20}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 1.0],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 100}},\n",
       "   'NeuralNet_with_ae': {'accuracy': [0.59, 0.54],\n",
       "    'params': {'in_features=latent_dim': 16, 'out_features': 4, 'depth': 4}}}},\n",
       " {'ScreenType_without_AE': {'SVC': {'accuracy': [0.488, 0.4613333333333333],\n",
       "    'params': {'C': 0.01, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [0.7466666666666667, 0.5733333333333334],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.5066666666666667,\n",
       "     0.3546666666666667],\n",
       "    'params': {'n_neighbors': 11}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.9386666666666666,\n",
       "     0.49866666666666665],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 50}},\n",
       "   'RandomForestClassifier': {'accuracy': [0.5626666666666666,\n",
       "     0.5573333333333333],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 100}}},\n",
       "  'ScreenType_with_AE': {'SVC': {'accuracy': [0.6266666666666667,\n",
       "     0.5093333333333333],\n",
       "    'params': {'C': 1, 'kernel': 'poly'}},\n",
       "   'XGBClassifier': {'accuracy': [0.7146666666666667, 0.5306666666666666],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.584, 0.4826666666666667],\n",
       "    'params': {'n_neighbors': 11}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.92, 0.49333333333333335],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 50}},\n",
       "   'RandomForestClassifier': {'accuracy': [0.9866666666666667,\n",
       "     0.47733333333333333],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 20}},\n",
       "   'NeuralNet_with_ae': {'accuracy': [0.3253333333333333, 0.3333333333333333],\n",
       "    'params': {'in_features=latent_dim': 12, 'out_features': 3, 'depth': 4}}}},\n",
       " {'FordA_without_AE': {'SVC': {'accuracy': [0.5126353790613718,\n",
       "     0.5159090909090909],\n",
       "    'params': {'C': 0.01, 'kernel': 'rbf'}},\n",
       "   'XGBClassifier': {'accuracy': [0.6695362399333519, 0.5946969696969697],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 50}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.6687031380172175,\n",
       "     0.5234848484848484],\n",
       "    'params': {'n_neighbors': 7}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.7003610108303249, 0.6212121212121212],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 50}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 0.5871212121212122],\n",
       "    'params': {'max_depth': 70, 'n_estimators': 100}}},\n",
       "  'FordA_with_AE': {'SVC': {'accuracy': [0.5642876978617051,\n",
       "     0.5871212121212122],\n",
       "    'params': {'C': 0.1, 'kernel': 'rbf'}},\n",
       "   'XGBClassifier': {'accuracy': [0.6042765898361566, 0.5833333333333334],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.6448208830880311,\n",
       "     0.5325757575757576],\n",
       "    'params': {'n_neighbors': 11}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.6895306859205776, 0.5818181818181818],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 50}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 0.5825757575757575],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 100}},\n",
       "   'NeuralNet_with_ae': {'accuracy': [0.21771730074979173, 0.2106060606060606],\n",
       "    'params': {'in_features=latent_dim': 8, 'out_features': 2, 'depth': 4}}}},\n",
       " {'ArrowHead_without_AE': {'SVC': {'accuracy': [0.7222222222222222,\n",
       "     0.49714285714285716],\n",
       "    'params': {'C': 0.01, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.5085714285714286],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 50}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.5555555555555556,\n",
       "     0.4742857142857143],\n",
       "    'params': {'n_neighbors': 5}},\n",
       "   'CatBoostClassifier': {'accuracy': [1.0, 0.4742857142857143],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 20}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 0.5485714285714286],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 100}}},\n",
       "  'ArrowHead_with_AE': {'SVC': {'accuracy': [0.7777777777777778,\n",
       "     0.5314285714285715],\n",
       "    'params': {'C': 0.1, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.5371428571428571],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.8611111111111112, 0.56],\n",
       "    'params': {'n_neighbors': 3}},\n",
       "   'CatBoostClassifier': {'accuracy': [1.0, 0.56],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 20}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 0.5714285714285714],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 50}},\n",
       "   'NeuralNet_with_ae': {'accuracy': [0.05555555555555555,\n",
       "     0.05142857142857143],\n",
       "    'params': {'in_features=latent_dim': 12, 'out_features': 3, 'depth': 4}}}},\n",
       " {'MiddlePhalanxTW_without_AE': {'SVC': {'accuracy': [0.6115288220551378,\n",
       "     0.5584415584415584],\n",
       "    'params': {'C': 0.1, 'kernel': 'rbf'}},\n",
       "   'XGBClassifier': {'accuracy': [0.7994987468671679, 0.538961038961039],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.6541353383458647,\n",
       "     0.4805194805194805],\n",
       "    'params': {'n_neighbors': 11}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.8095238095238095, 0.5194805194805194],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 20}},\n",
       "   'RandomForestClassifier': {'accuracy': [0.6215538847117794,\n",
       "     0.5584415584415584],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}}},\n",
       "  'MiddlePhalanxTW_with_AE': {'SVC': {'accuracy': [0.6115288220551378,\n",
       "     0.5584415584415584],\n",
       "    'params': {'C': 0.01, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [0.8020050125313283, 0.5324675324675324],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.6641604010025063, 0.5],\n",
       "    'params': {'n_neighbors': 11}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.8145363408521303, 0.4805194805194805],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 20}},\n",
       "   'RandomForestClassifier': {'accuracy': [0.6165413533834586,\n",
       "     0.5584415584415584],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 50}},\n",
       "   'NeuralNet_with_ae': {'accuracy': [0.12030075187969924, 0.1038961038961039],\n",
       "    'params': {'in_features=latent_dim': 24, 'out_features': 6, 'depth': 4}}}},\n",
       " {'SmallKitchenAppliances_without_AE': {'SVC': {'accuracy': [0.7173333333333334,\n",
       "     0.728],\n",
       "    'params': {'C': 0.01, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [0.824, 0.7573333333333333],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.6986666666666667, 0.672],\n",
       "    'params': {'n_neighbors': 7}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.8346666666666667, 0.744],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 20}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 0.7386666666666667],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 100}}},\n",
       "  'SmallKitchenAppliances_with_AE': {'SVC': {'accuracy': [0.728, 0.752],\n",
       "    'params': {'C': 1, 'kernel': 'rbf'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.7226666666666667],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.7333333333333333,\n",
       "     0.7546666666666667],\n",
       "    'params': {'n_neighbors': 11}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.9226666666666666, 0.736],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 50}},\n",
       "   'RandomForestClassifier': {'accuracy': [0.72, 0.76],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 100}},\n",
       "   'NeuralNet_with_ae': {'accuracy': [0.4, 0.392],\n",
       "    'params': {'in_features=latent_dim': 12, 'out_features': 3, 'depth': 4}}}},\n",
       " {'MixedShapesSmallTrain_without_AE': {'SVC': {'accuracy': [0.67,\n",
       "     0.5818556701030928],\n",
       "    'params': {'C': 0.01, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.6783505154639176],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 50}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.61, 0.4465979381443299],\n",
       "    'params': {'n_neighbors': 7}},\n",
       "   'CatBoostClassifier': {'accuracy': [1.0, 0.6907216494845361],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 100}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 0.7010309278350515],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 100}}},\n",
       "  'MixedShapesSmallTrain_with_AE': {'SVC': {'accuracy': [0.78,\n",
       "     0.6762886597938145],\n",
       "    'params': {'C': 0.01, 'kernel': 'rbf'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.6519587628865979],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.82, 0.6325773195876289],\n",
       "    'params': {'n_neighbors': 7}},\n",
       "   'CatBoostClassifier': {'accuracy': [1.0, 0.6544329896907216],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 100}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 0.657319587628866],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 100}},\n",
       "   'NeuralNet_with_ae': {'accuracy': [0.15, 0.2672164948453608],\n",
       "    'params': {'in_features=latent_dim': 20, 'out_features': 5, 'depth': 4}}}},\n",
       " {'Lightning7_without_AE': {'SVC': {'accuracy': [0.42857142857142855,\n",
       "     0.3287671232876712],\n",
       "    'params': {'C': 1, 'kernel': 'rbf'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.4931506849315068],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.5428571428571428,\n",
       "     0.2054794520547945],\n",
       "    'params': {'n_neighbors': 5}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.9428571428571428, 0.410958904109589],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 20}},\n",
       "   'RandomForestClassifier': {'accuracy': [0.6285714285714286,\n",
       "     0.3972602739726027],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 50}}},\n",
       "  'Lightning7_with_AE': {'SVC': {'accuracy': [0.7, 0.3424657534246575],\n",
       "    'params': {'C': 1, 'kernel': 'rbf'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.4383561643835616],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 50}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.6142857142857143,\n",
       "     0.2191780821917808],\n",
       "    'params': {'n_neighbors': 5}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.9428571428571428, 0.410958904109589],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 20}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 0.3835616438356164],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 100}},\n",
       "   'NeuralNet_with_ae': {'accuracy': [0.05714285714285714, 0.1643835616438356],\n",
       "    'params': {'in_features=latent_dim': 28, 'out_features': 7, 'depth': 4}}}},\n",
       " {'GunPointMaleVersusFemale_without_AE': {'SVC': {'accuracy': [0.7333333333333333,\n",
       "     0.75],\n",
       "    'params': {'C': 0.01, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.9683544303797469],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 100}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.8148148148148148,\n",
       "     0.7563291139240507],\n",
       "    'params': {'n_neighbors': 11}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.9777777777777777, 0.939873417721519],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 50}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 0.9272151898734177],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 50}}},\n",
       "  'GunPointMaleVersusFemale_with_AE': {'SVC': {'accuracy': [0.9333333333333333,\n",
       "     0.8892405063291139],\n",
       "    'params': {'C': 1, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [0.9703703703703703, 0.8639240506329114],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.8592592592592593,\n",
       "     0.8670886075949367],\n",
       "    'params': {'n_neighbors': 11}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.9555555555555556, 0.8512658227848101],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 20}},\n",
       "   'RandomForestClassifier': {'accuracy': [0.9185185185185185,\n",
       "     0.819620253164557],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 100}},\n",
       "   'NeuralNet_with_ae': {'accuracy': [0.6074074074074074, 0.6360759493670886],\n",
       "    'params': {'in_features=latent_dim': 8, 'out_features': 2, 'depth': 4}}}},\n",
       " {'Beef_without_AE': {'SVC': {'accuracy': [0.2, 0.23333333333333334],\n",
       "    'params': {'C': 0.01, 'kernel': 'sigmoid'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.23333333333333334],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.4, 0.23333333333333334],\n",
       "    'params': {'n_neighbors': 7}},\n",
       "   'CatBoostClassifier': {'accuracy': [1.0, 0.16666666666666666],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 20}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 0.16666666666666666],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 100}}},\n",
       "  'Beef_with_AE': {'SVC': {'accuracy': [0.4666666666666667,\n",
       "     0.36666666666666664],\n",
       "    'params': {'C': 1, 'kernel': 'sigmoid'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.2],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 100}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.4, 0.26666666666666666],\n",
       "    'params': {'n_neighbors': 5}},\n",
       "   'CatBoostClassifier': {'accuracy': [1.0, 0.16666666666666666],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 20}},\n",
       "   'RandomForestClassifier': {'accuracy': [0.8, 0.26666666666666666],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'NeuralNet_with_ae': {'accuracy': [0.4, 0.23333333333333334],\n",
       "    'params': {'in_features=latent_dim': 20, 'out_features': 5, 'depth': 4}}}},\n",
       " {'DistalPhalanxOutlineAgeGroup_without_AE': {'SVC': {'accuracy': [0.8125,\n",
       "     0.6834532374100719],\n",
       "    'params': {'C': 0.1, 'kernel': 'rbf'}},\n",
       "   'XGBClassifier': {'accuracy': [0.895, 0.6474820143884892],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.81, 0.6618705035971223],\n",
       "    'params': {'n_neighbors': 11}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.9125, 0.6546762589928058],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 20}},\n",
       "   'RandomForestClassifier': {'accuracy': [0.81, 0.6834532374100719],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 100}}},\n",
       "  'DistalPhalanxOutlineAgeGroup_with_AE': {'SVC': {'accuracy': [0.8075,\n",
       "     0.6834532374100719],\n",
       "    'params': {'C': 0.01, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [0.9675, 0.6762589928057554],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 50}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.7975, 0.697841726618705],\n",
       "    'params': {'n_neighbors': 11}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.9325, 0.6834532374100719],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 20}},\n",
       "   'RandomForestClassifier': {'accuracy': [0.8025, 0.6690647482014388],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 50}},\n",
       "   'NeuralNet_with_ae': {'accuracy': [0.78, 0.6330935251798561],\n",
       "    'params': {'in_features=latent_dim': 12, 'out_features': 3, 'depth': 4}}}},\n",
       " {'PhalangesOutlinesCorrect_without_AE': {'SVC': {'accuracy': [0.6511111111111111,\n",
       "     0.6130536130536131],\n",
       "    'params': {'C': 0.01, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [0.7794444444444445, 0.655011655011655],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 50}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.7161111111111111,\n",
       "     0.6351981351981352],\n",
       "    'params': {'n_neighbors': 11}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.7805555555555556, 0.6724941724941725],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 100}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 0.6748251748251748],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 100}}},\n",
       "  'PhalangesOutlinesCorrect_with_AE': {'SVC': {'accuracy': [0.7155555555555555,\n",
       "     0.6608391608391608],\n",
       "    'params': {'C': 1, 'kernel': 'poly'}},\n",
       "   'XGBClassifier': {'accuracy': [0.7272222222222222, 0.6328671328671329],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.7355555555555555,\n",
       "     0.634032634032634],\n",
       "    'params': {'n_neighbors': 11}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.7566666666666667, 0.6538461538461539],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 100}},\n",
       "   'RandomForestClassifier': {'accuracy': [0.6716666666666666,\n",
       "     0.6258741258741258],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'NeuralNet_with_ae': {'accuracy': [0.04388888888888889,\n",
       "     0.016317016317016316],\n",
       "    'params': {'in_features=latent_dim': 8, 'out_features': 2, 'depth': 4}}}},\n",
       " {'ACSF1_without_AE': {'SVC': {'accuracy': [0.36, 0.35],\n",
       "    'params': {'C': 0.01, 'kernel': 'rbf'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.52],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 50}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.51, 0.35],\n",
       "    'params': {'n_neighbors': 3}},\n",
       "   'CatBoostClassifier': {'accuracy': [1.0, 0.54],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 100}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 0.53],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 50}}},\n",
       "  'ACSF1_with_AE': {'SVC': {'accuracy': [0.43, 0.51],\n",
       "    'params': {'C': 1, 'kernel': 'sigmoid'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.45],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.63, 0.36],\n",
       "    'params': {'n_neighbors': 3}},\n",
       "   'CatBoostClassifier': {'accuracy': [1.0, 0.45],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 50}},\n",
       "   'RandomForestClassifier': {'accuracy': [0.69, 0.45],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 100}},\n",
       "   'NeuralNet_with_ae': {'accuracy': [0.11, 0.04],\n",
       "    'params': {'in_features=latent_dim': 40,\n",
       "     'out_features': 10,\n",
       "     'depth': 4}}}},\n",
       " {'Lightning2_without_AE': {'SVC': {'accuracy': [0.6666666666666666,\n",
       "     0.5409836065573771],\n",
       "    'params': {'C': 0.01, 'kernel': 'rbf'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.7049180327868853],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.85, 0.4918032786885246],\n",
       "    'params': {'n_neighbors': 3}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.9166666666666666, 0.6557377049180327],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 50}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 0.6885245901639344],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 20}}},\n",
       "  'Lightning2_with_AE': {'SVC': {'accuracy': [0.6666666666666666,\n",
       "     0.5409836065573771],\n",
       "    'params': {'C': 0.01, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.7377049180327869],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 50}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.8, 0.7377049180327869],\n",
       "    'params': {'n_neighbors': 3}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.9, 0.639344262295082],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 100}},\n",
       "   'RandomForestClassifier': {'accuracy': [0.7, 0.5573770491803278],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 100}},\n",
       "   'NeuralNet_with_ae': {'accuracy': [0.3333333333333333, 0.3442622950819672],\n",
       "    'params': {'in_features=latent_dim': 8, 'out_features': 2, 'depth': 4}}}},\n",
       " {'PigCVP_without_AE': {'SVC': {'accuracy': [0.17307692307692307,\n",
       "     0.07211538461538461],\n",
       "    'params': {'C': 0.01, 'kernel': 'poly'}},\n",
       "   'XGBClassifier': {'accuracy': [0.9711538461538461, 0.10576923076923077],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.33653846153846156,\n",
       "     0.03365384615384615],\n",
       "    'params': {'n_neighbors': 3}},\n",
       "   'CatBoostClassifier': {'accuracy': [1.0, 0.11057692307692307],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 50}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 0.0673076923076923],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 20}}},\n",
       "  'PigCVP_with_AE': {'SVC': {'accuracy': [0.5192307692307693,\n",
       "     0.07692307692307693],\n",
       "    'params': {'C': 0.01, 'kernel': 'poly'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.04326923076923077],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.15384615384615385,\n",
       "     0.07211538461538461],\n",
       "    'params': {'n_neighbors': 7}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.9903846153846154,\n",
       "     0.057692307692307696],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 20}},\n",
       "   'RandomForestClassifier': {'accuracy': [0.6634615384615384,\n",
       "     0.057692307692307696],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 100}},\n",
       "   'NeuralNet_with_ae': {'accuracy': [0.028846153846153848,\n",
       "     0.004807692307692308],\n",
       "    'params': {'in_features=latent_dim': 208,\n",
       "     'out_features': 52,\n",
       "     'depth': 4}}}},\n",
       " {'MedicalImages_without_AE': {'SVC': {'accuracy': [0.5328083989501312,\n",
       "     0.5118421052631579],\n",
       "    'params': {'C': 0.01, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [0.9973753280839895, 0.5210526315789473],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 100}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.6089238845144357,\n",
       "     0.42894736842105263],\n",
       "    'params': {'n_neighbors': 7}},\n",
       "   'CatBoostClassifier': {'accuracy': [1.0, 0.5394736842105263],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 100}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 0.5394736842105263],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 100}}},\n",
       "  'MedicalImages_with_AE': {'SVC': {'accuracy': [0.5328083989501312,\n",
       "     0.5144736842105263],\n",
       "    'params': {'C': 0.01, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.49473684210526314],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 100}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.6062992125984252,\n",
       "     0.506578947368421],\n",
       "    'params': {'n_neighbors': 11}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.7900262467191601, 0.4881578947368421],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 20}},\n",
       "   'RandomForestClassifier': {'accuracy': [0.5328083989501312,\n",
       "     0.5144736842105263],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 100}},\n",
       "   'NeuralNet_with_ae': {'accuracy': [0.4068241469816273, 0.36973684210526314],\n",
       "    'params': {'in_features=latent_dim': 40,\n",
       "     'out_features': 10,\n",
       "     'depth': 4}}}},\n",
       " {'UMD_without_AE': {'SVC': {'accuracy': [0.7222222222222222,\n",
       "     0.6666666666666666],\n",
       "    'params': {'C': 1, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.7430555555555556],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.8055555555555556,\n",
       "     0.6736111111111112],\n",
       "    'params': {'n_neighbors': 3}},\n",
       "   'CatBoostClassifier': {'accuracy': [1.0, 0.7013888888888888],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 20}},\n",
       "   'RandomForestClassifier': {'accuracy': [0.9166666666666666,\n",
       "     0.7083333333333334],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 50}}},\n",
       "  'UMD_with_AE': {'SVC': {'accuracy': [0.8055555555555556, 0.6597222222222222],\n",
       "    'params': {'C': 0.01, 'kernel': 'rbf'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.6319444444444444],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.6666666666666666,\n",
       "     0.5486111111111112],\n",
       "    'params': {'n_neighbors': 7}},\n",
       "   'CatBoostClassifier': {'accuracy': [1.0, 0.6388888888888888],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 20}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 0.6944444444444444],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 20}},\n",
       "   'NeuralNet_with_ae': {'accuracy': [0.4444444444444444, 0.4097222222222222],\n",
       "    'params': {'in_features=latent_dim': 12, 'out_features': 3, 'depth': 4}}}},\n",
       " {'PigAirwayPressure_without_AE': {'SVC': {'accuracy': [0.9038461538461539,\n",
       "     0.125],\n",
       "    'params': {'C': 0.01, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [0.9711538461538461, 0.1201923076923077],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.375, 0.0673076923076923],\n",
       "    'params': {'n_neighbors': 3}},\n",
       "   'CatBoostClassifier': {'accuracy': [1.0, 0.15384615384615385],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 50}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 0.14903846153846154],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 100}}},\n",
       "  'PigAirwayPressure_with_AE': {'SVC': {'accuracy': [0.47115384615384615,\n",
       "     0.09134615384615384],\n",
       "    'params': {'C': 0.01, 'kernel': 'poly'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.11057692307692307],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.34615384615384615,\n",
       "     0.11057692307692307],\n",
       "    'params': {'n_neighbors': 3}},\n",
       "   'CatBoostClassifier': {'accuracy': [1.0, 0.10576923076923077],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 50}},\n",
       "   'RandomForestClassifier': {'accuracy': [0.6346153846153846,\n",
       "     0.11538461538461539],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 100}},\n",
       "   'NeuralNet_with_ae': {'accuracy': [0.038461538461538464,\n",
       "     0.04326923076923077],\n",
       "    'params': {'in_features=latent_dim': 208,\n",
       "     'out_features': 52,\n",
       "     'depth': 4}}}},\n",
       " {'Symbols_without_AE': {'SVC': {'accuracy': [1.0, 0.5366834170854271],\n",
       "    'params': {'C': 0.01, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.7557788944723618],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 50}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.68, 0.29246231155778896],\n",
       "    'params': {'n_neighbors': 3}},\n",
       "   'CatBoostClassifier': {'accuracy': [1.0, 0.7909547738693468],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 100}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 0.7959798994974875],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 100}}},\n",
       "  'Symbols_with_AE': {'SVC': {'accuracy': [0.88, 0.7246231155778895],\n",
       "    'params': {'C': 0.1, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.6110552763819096],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.72, 0.6221105527638191],\n",
       "    'params': {'n_neighbors': 5}},\n",
       "   'CatBoostClassifier': {'accuracy': [1.0, 0.6663316582914572],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 20}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 0.6231155778894473],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 50}},\n",
       "   'NeuralNet_with_ae': {'accuracy': [0.56, 0.4844221105527638],\n",
       "    'params': {'in_features=latent_dim': 24, 'out_features': 6, 'depth': 4}}}},\n",
       " {'Adiac_without_AE': {'SVC': {'accuracy': [0.382051282051282,\n",
       "     0.21227621483375958],\n",
       "    'params': {'C': 0.1, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.29923273657289],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 50}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.2564102564102564,\n",
       "     0.10485933503836317],\n",
       "    'params': {'n_neighbors': 11}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.9487179487179487,\n",
       "     0.34271099744245526],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 50}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 0.35294117647058826],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 100}}},\n",
       "  'Adiac_with_AE': {'SVC': {'accuracy': [0.41025641025641024,\n",
       "     0.26342710997442453],\n",
       "    'params': {'C': 0.1, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [0.9974358974358974, 0.2506393861892583],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.4256410256410256,\n",
       "     0.2531969309462916],\n",
       "    'params': {'n_neighbors': 5}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.8846153846153846,\n",
       "     0.23785166240409208],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 50}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 0.26342710997442453],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 100}},\n",
       "   'NeuralNet_with_ae': {'accuracy': [0.1076923076923077, 0.11253196930946291],\n",
       "    'params': {'in_features=latent_dim': 148,\n",
       "     'out_features': 37,\n",
       "     'depth': 4}}}},\n",
       " {'Rock_without_AE': {'SVC': {'accuracy': [0.65, 0.28],\n",
       "    'params': {'C': 0.01, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.44],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.45, 0.22],\n",
       "    'params': {'n_neighbors': 7}},\n",
       "   'CatBoostClassifier': {'accuracy': [1.0, 0.46],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 20}},\n",
       "   'RandomForestClassifier': {'accuracy': [0.95, 0.48],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 100}}},\n",
       "  'Rock_with_AE': {'SVC': {'accuracy': [0.6, 0.34],\n",
       "    'params': {'C': 0.01, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.44],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.55, 0.46],\n",
       "    'params': {'n_neighbors': 3}},\n",
       "   'CatBoostClassifier': {'accuracy': [1.0, 0.48],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 100}},\n",
       "   'RandomForestClassifier': {'accuracy': [0.9, 0.44],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 50}},\n",
       "   'NeuralNet_with_ae': {'accuracy': [0.45, 0.44],\n",
       "    'params': {'in_features=latent_dim': 16, 'out_features': 4, 'depth': 4}}}},\n",
       " {'Coffee_without_AE': {'SVC': {'accuracy': [1.0, 1.0],\n",
       "    'params': {'C': 0.01, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.9642857142857143],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.9642857142857143,\n",
       "     0.9642857142857143],\n",
       "    'params': {'n_neighbors': 3}},\n",
       "   'CatBoostClassifier': {'accuracy': [1.0, 1.0],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 20}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 1.0],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 100}}},\n",
       "  'Coffee_with_AE': {'SVC': {'accuracy': [1.0, 1.0],\n",
       "    'params': {'C': 0.01, 'kernel': 'rbf'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.9642857142857143],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [1.0, 1.0],\n",
       "    'params': {'n_neighbors': 3}},\n",
       "   'CatBoostClassifier': {'accuracy': [1.0, 1.0],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 20}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 0.9642857142857143],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'NeuralNet_with_ae': {'accuracy': [0.03571428571428571, 0.0],\n",
       "    'params': {'in_features=latent_dim': 8, 'out_features': 2, 'depth': 4}}}},\n",
       " {'MiddlePhalanxOutlineCorrect_without_AE': {'SVC': {'accuracy': [0.6466666666666666,\n",
       "     0.570446735395189],\n",
       "    'params': {'C': 0.01, 'kernel': 'rbf'}},\n",
       "   'XGBClassifier': {'accuracy': [0.8416666666666667, 0.6563573883161512],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 50}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.7166666666666667,\n",
       "     0.6013745704467354],\n",
       "    'params': {'n_neighbors': 11}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.7833333333333333, 0.6701030927835051],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 100}},\n",
       "   'RandomForestClassifier': {'accuracy': [0.7083333333333334,\n",
       "     0.5738831615120275],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}}},\n",
       "  'MiddlePhalanxOutlineCorrect_with_AE': {'SVC': {'accuracy': [0.7316666666666667,\n",
       "     0.6219931271477663],\n",
       "    'params': {'C': 1, 'kernel': 'poly'}},\n",
       "   'XGBClassifier': {'accuracy': [0.8233333333333334, 0.6116838487972509],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 50}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.715, 0.563573883161512],\n",
       "    'params': {'n_neighbors': 11}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.7683333333333333, 0.6185567010309279],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 100}},\n",
       "   'RandomForestClassifier': {'accuracy': [0.6866666666666666,\n",
       "     0.5945017182130584],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 50}},\n",
       "   'NeuralNet_with_ae': {'accuracy': [0.5433333333333333, 0.5257731958762887],\n",
       "    'params': {'in_features=latent_dim': 8, 'out_features': 2, 'depth': 4}}}},\n",
       " {'GunPointAgeSpan_without_AE': {'SVC': {'accuracy': [0.5851851851851851,\n",
       "     0.5221518987341772],\n",
       "    'params': {'C': 1, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.8765822784810127],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 100}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.7703703703703704,\n",
       "     0.6329113924050633],\n",
       "    'params': {'n_neighbors': 7}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.9851851851851852, 0.9082278481012658],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 50}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 0.9145569620253164],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 100}}},\n",
       "  'GunPointAgeSpan_with_AE': {'SVC': {'accuracy': [0.9555555555555556,\n",
       "     0.879746835443038],\n",
       "    'params': {'C': 0.1, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [0.9925925925925926, 0.8765822784810127],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.9259259259259259,\n",
       "     0.8765822784810127],\n",
       "    'params': {'n_neighbors': 7}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.9777777777777777, 0.8829113924050633],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 100}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 0.8734177215189873],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 20}},\n",
       "   'NeuralNet_with_ae': {'accuracy': [0.5851851851851851, 0.5443037974683544],\n",
       "    'params': {'in_features=latent_dim': 8, 'out_features': 2, 'depth': 4}}}},\n",
       " {'ECGFiveDays_without_AE': {'SVC': {'accuracy': [0.6086956521739131,\n",
       "     0.49709639953542395],\n",
       "    'params': {'C': 0.01, 'kernel': 'rbf'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.6736353077816493],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.6521739130434783,\n",
       "     0.5389082462253194],\n",
       "    'params': {'n_neighbors': 11}},\n",
       "   'CatBoostClassifier': {'accuracy': [1.0, 0.6933797909407665],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 100}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 0.6399535423925667],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 50}}},\n",
       "  'ECGFiveDays_with_AE': {'SVC': {'accuracy': [0.782608695652174,\n",
       "     0.7259001161440186],\n",
       "    'params': {'C': 1, 'kernel': 'sigmoid'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.7154471544715447],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.8260869565217391,\n",
       "     0.6736353077816493],\n",
       "    'params': {'n_neighbors': 7}},\n",
       "   'CatBoostClassifier': {'accuracy': [1.0, 0.6945412311265969],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 20}},\n",
       "   'RandomForestClassifier': {'accuracy': [0.9565217391304348,\n",
       "     0.6840882694541232],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 100}},\n",
       "   'NeuralNet_with_ae': {'accuracy': [0.6956521739130435, 0.6596980255516841],\n",
       "    'params': {'in_features=latent_dim': 8, 'out_features': 2, 'depth': 4}}}},\n",
       " {'MoteStrain_without_AE': {'SVC': {'accuracy': [0.45, 0.49121405750798725],\n",
       "    'params': {'C': 0.01, 'kernel': 'sigmoid'}},\n",
       "   'XGBClassifier': {'accuracy': [0.95, 0.5231629392971247],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.6, 0.4968051118210863],\n",
       "    'params': {'n_neighbors': 5}},\n",
       "   'CatBoostClassifier': {'accuracy': [1.0, 0.5503194888178914],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 20}},\n",
       "   'RandomForestClassifier': {'accuracy': [0.9, 0.5471246006389776],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}}},\n",
       "  'MoteStrain_with_AE': {'SVC': {'accuracy': [0.7, 0.5670926517571885],\n",
       "    'params': {'C': 0.1, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [0.95, 0.5351437699680511],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.55, 0.5543130990415336],\n",
       "    'params': {'n_neighbors': 7}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.95, 0.5263578274760383],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 50}},\n",
       "   'RandomForestClassifier': {'accuracy': [0.9, 0.5303514376996805],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 50}},\n",
       "   'NeuralNet_with_ae': {'accuracy': [0.75, 0.5287539936102237],\n",
       "    'params': {'in_features=latent_dim': 8, 'out_features': 2, 'depth': 4}}}},\n",
       " {'FreezerSmallTrain_without_AE': {'SVC': {'accuracy': [0.9642857142857143,\n",
       "     0.8719298245614036],\n",
       "    'params': {'C': 0.01, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [0.9642857142857143, 0.8768421052631579],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [1.0, 0.8880701754385965],\n",
       "    'params': {'n_neighbors': 3}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.9285714285714286, 0.8740350877192983],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 20}},\n",
       "   'RandomForestClassifier': {'accuracy': [0.9642857142857143,\n",
       "     0.8550877192982456],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 50}}},\n",
       "  'FreezerSmallTrain_with_AE': {'SVC': {'accuracy': [0.9285714285714286,\n",
       "     0.8112280701754386],\n",
       "    'params': {'C': 0.1, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.7954385964912281],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.9285714285714286,\n",
       "     0.8091228070175439],\n",
       "    'params': {'n_neighbors': 3}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.9642857142857143, 0.8136842105263158],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 50}},\n",
       "   'RandomForestClassifier': {'accuracy': [0.9642857142857143,\n",
       "     0.8140350877192982],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 100}},\n",
       "   'NeuralNet_with_ae': {'accuracy': [0.5714285714285714, 0.507719298245614],\n",
       "    'params': {'in_features=latent_dim': 8, 'out_features': 2, 'depth': 4}}}},\n",
       " {'NonInvasiveFetalECGThorax2_without_AE': {'SVC': {'accuracy': [0.5277777777777778,\n",
       "     0.4676844783715013],\n",
       "    'params': {'C': 1, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.6157760814249363],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 100}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.4672222222222222,\n",
       "     0.27022900763358776],\n",
       "    'params': {'n_neighbors': 7}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.9538888888888889, 0.6452926208651399],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 100}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 0.6279898218829516],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 100}}},\n",
       "  'NonInvasiveFetalECGThorax2_with_AE': {'SVC': {'accuracy': [0.6938888888888889,\n",
       "     0.5694656488549619],\n",
       "    'params': {'C': 1, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.5414758269720101],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 100}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.6455555555555555,\n",
       "     0.45597964376590333],\n",
       "    'params': {'n_neighbors': 5}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.9822222222222222, 0.5480916030534351],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 100}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 0.5292620865139949],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 100}},\n",
       "   'NeuralNet_with_ae': {'accuracy': [0.2222222222222222, 0.2],\n",
       "    'params': {'in_features=latent_dim': 168,\n",
       "     'out_features': 42,\n",
       "     'depth': 4}}}},\n",
       " {'SonyAIBORobotSurface2_without_AE': {'SVC': {'accuracy': [0.8148148148148148,\n",
       "     0.6915005246589717],\n",
       "    'params': {'C': 0.01, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.695697796432319],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.7407407407407407,\n",
       "     0.6589716684155299],\n",
       "    'params': {'n_neighbors': 5}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.9629629629629629, 0.6736621196222455],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 100}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 0.6327387198321092],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 20}}},\n",
       "  'SonyAIBORobotSurface2_with_AE': {'SVC': {'accuracy': [0.9629629629629629,\n",
       "     0.7145855194123819],\n",
       "    'params': {'C': 1, 'kernel': 'poly'}},\n",
       "   'XGBClassifier': {'accuracy': [0.9629629629629629, 0.6747114375655824],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.7037037037037037,\n",
       "     0.6631689401888772],\n",
       "    'params': {'n_neighbors': 7}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.9629629629629629, 0.7030430220356768],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 100}},\n",
       "   'RandomForestClassifier': {'accuracy': [0.9629629629629629,\n",
       "     0.6862539349422875],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 50}},\n",
       "   'NeuralNet_with_ae': {'accuracy': [0.8148148148148148, 0.6904512067156349],\n",
       "    'params': {'in_features=latent_dim': 8, 'out_features': 2, 'depth': 4}}}},\n",
       " {'Strawberry_without_AE': {'SVC': {'accuracy': [0.6427406199021207,\n",
       "     0.6432432432432432],\n",
       "    'params': {'C': 0.01, 'kernel': 'rbf'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.8513513513513513],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 50}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.8531810766721044,\n",
       "     0.6621621621621622],\n",
       "    'params': {'n_neighbors': 3}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.8923327895595432, 0.8243243243243243],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 100}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 0.8486486486486486],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 100}}},\n",
       "  'Strawberry_with_AE': {'SVC': {'accuracy': [0.8140293637846656,\n",
       "     0.7567567567567568],\n",
       "    'params': {'C': 1, 'kernel': 'rbf'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.7351351351351352],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.7928221859706363,\n",
       "     0.7135135135135136],\n",
       "    'params': {'n_neighbors': 11}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.8450244698205547, 0.754054054054054],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 100}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 0.727027027027027],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 100}},\n",
       "   'NeuralNet_with_ae': {'accuracy': [0.6427406199021207, 0.6324324324324324],\n",
       "    'params': {'in_features=latent_dim': 8, 'out_features': 2, 'depth': 4}}}},\n",
       " {'EOGVerticalSignal_without_AE': {'SVC': {'accuracy': [0.3674033149171271,\n",
       "     0.22375690607734808],\n",
       "    'params': {'C': 0.01, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.32044198895027626],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.43646408839779005,\n",
       "     0.1850828729281768],\n",
       "    'params': {'n_neighbors': 5}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.9475138121546961,\n",
       "     0.32044198895027626],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 50}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 0.3674033149171271],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 100}}},\n",
       "  'EOGVerticalSignal_with_AE': {'SVC': {'accuracy': [0.5359116022099447,\n",
       "     0.31767955801104975],\n",
       "    'params': {'C': 1, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.2955801104972376],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 100}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.47790055248618785,\n",
       "     0.27348066298342544],\n",
       "    'params': {'n_neighbors': 11}},\n",
       "   'CatBoostClassifier': {'accuracy': [1.0, 0.2900552486187845],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 100}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 0.31215469613259667],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 100}},\n",
       "   'NeuralNet_with_ae': {'accuracy': [0.2900552486187845, 0.24861878453038674],\n",
       "    'params': {'in_features=latent_dim': 48,\n",
       "     'out_features': 12,\n",
       "     'depth': 4}}}},\n",
       " {'Earthquakes_without_AE': {'SVC': {'accuracy': [0.8198757763975155,\n",
       "     0.7482014388489209],\n",
       "    'params': {'C': 0.01, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [0.8509316770186336, 0.7266187050359713],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.8136645962732919,\n",
       "     0.7482014388489209],\n",
       "    'params': {'n_neighbors': 11}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.8229813664596274, 0.7482014388489209],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 20}},\n",
       "   'RandomForestClassifier': {'accuracy': [0.8198757763975155,\n",
       "     0.7482014388489209],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}}},\n",
       "  'Earthquakes_with_AE': {'SVC': {'accuracy': [0.8198757763975155,\n",
       "     0.7482014388489209],\n",
       "    'params': {'C': 0.01, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [0.8385093167701864, 0.7410071942446043],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.8167701863354038,\n",
       "     0.7194244604316546],\n",
       "    'params': {'n_neighbors': 11}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.8198757763975155, 0.7482014388489209],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 20}},\n",
       "   'RandomForestClassifier': {'accuracy': [0.8198757763975155,\n",
       "     0.7482014388489209],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'NeuralNet_with_ae': {'accuracy': [0.18012422360248448, 0.2517985611510791],\n",
       "    'params': {'in_features=latent_dim': 8, 'out_features': 2, 'depth': 4}}}},\n",
       " {'Wine_without_AE': {'SVC': {'accuracy': [0.7192982456140351,\n",
       "     0.5185185185185185],\n",
       "    'params': {'C': 0.1, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.5740740740740741],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 100}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.9473684210526315,\n",
       "     0.35185185185185186],\n",
       "    'params': {'n_neighbors': 3}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.9473684210526315, 0.5],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 50}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 0.42592592592592593],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 20}}},\n",
       "  'Wine_with_AE': {'SVC': {'accuracy': [0.7894736842105263,\n",
       "     0.5370370370370371],\n",
       "    'params': {'C': 1, 'kernel': 'poly'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.6296296296296297],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 50}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.9122807017543859, 0.5],\n",
       "    'params': {'n_neighbors': 3}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.9473684210526315,\n",
       "     0.48148148148148145],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 50}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 0.5],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 100}},\n",
       "   'NeuralNet_with_ae': {'accuracy': [0.49122807017543857, 0.5555555555555556],\n",
       "    'params': {'in_features=latent_dim': 8, 'out_features': 2, 'depth': 4}}}},\n",
       " {'Car_without_AE': {'SVC': {'accuracy': [0.55, 0.43333333333333335],\n",
       "    'params': {'C': 0.01, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.45],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.4166666666666667, 0.35],\n",
       "    'params': {'n_neighbors': 11}},\n",
       "   'CatBoostClassifier': {'accuracy': [1.0, 0.5166666666666667],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 20}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 0.5],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 50}}},\n",
       "  'Car_with_AE': {'SVC': {'accuracy': [0.55, 0.5],\n",
       "    'params': {'C': 1, 'kernel': 'sigmoid'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.43333333333333335],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 50}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.5166666666666667,\n",
       "     0.4166666666666667],\n",
       "    'params': {'n_neighbors': 7}},\n",
       "   'CatBoostClassifier': {'accuracy': [1.0, 0.5],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 20}},\n",
       "   'RandomForestClassifier': {'accuracy': [0.8333333333333334,\n",
       "     0.48333333333333334],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 100}},\n",
       "   'NeuralNet_with_ae': {'accuracy': [0.38333333333333336, 0.3333333333333333],\n",
       "    'params': {'in_features=latent_dim': 16, 'out_features': 4, 'depth': 4}}}},\n",
       " {'GunPoint_without_AE': {'SVC': {'accuracy': [0.82, 0.7266666666666667],\n",
       "    'params': {'C': 0.1, 'kernel': 'poly'}},\n",
       "   'XGBClassifier': {'accuracy': [0.98, 0.8066666666666666],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.8, 0.74],\n",
       "    'params': {'n_neighbors': 11}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.98, 0.7866666666666666],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 50}},\n",
       "   'RandomForestClassifier': {'accuracy': [0.96, 0.8066666666666666],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 100}}},\n",
       "  'GunPoint_with_AE': {'SVC': {'accuracy': [0.9, 0.8066666666666666],\n",
       "    'params': {'C': 1, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.7933333333333333],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.88, 0.8533333333333334],\n",
       "    'params': {'n_neighbors': 7}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.94, 0.7333333333333333],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 50}},\n",
       "   'RandomForestClassifier': {'accuracy': [0.96, 0.7733333333333333],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 50}},\n",
       "   'NeuralNet_with_ae': {'accuracy': [0.82, 0.7866666666666666],\n",
       "    'params': {'in_features=latent_dim': 8, 'out_features': 2, 'depth': 4}}}},\n",
       " {'InsectEPGRegularTrain_without_AE': {'SVC': {'accuracy': [0.7903225806451613,\n",
       "     0.7108433734939759],\n",
       "    'params': {'C': 0.01, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.7269076305220884],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.8064516129032258,\n",
       "     0.6666666666666666],\n",
       "    'params': {'n_neighbors': 5}},\n",
       "   'CatBoostClassifier': {'accuracy': [1.0, 0.7630522088353414],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 100}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 0.7751004016064257],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 100}}},\n",
       "  'InsectEPGRegularTrain_with_AE': {'SVC': {'accuracy': [0.8870967741935484,\n",
       "     0.7751004016064257],\n",
       "    'params': {'C': 1, 'kernel': 'poly'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.7710843373493976],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.8709677419354839,\n",
       "     0.7590361445783133],\n",
       "    'params': {'n_neighbors': 3}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.9838709677419355, 0.7791164658634538],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 20}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 0.7751004016064257],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 50}},\n",
       "   'NeuralNet_with_ae': {'accuracy': [0.6612903225806451, 0.6586345381526104],\n",
       "    'params': {'in_features=latent_dim': 12, 'out_features': 3, 'depth': 4}}}},\n",
       " {'CricketX_without_AE': {'SVC': {'accuracy': [0.2282051282051282,\n",
       "     0.18461538461538463],\n",
       "    'params': {'C': 0.1, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.2512820512820513],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 50}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.2948717948717949,\n",
       "     0.17692307692307693],\n",
       "    'params': {'n_neighbors': 11}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.6948717948717948,\n",
       "     0.27692307692307694],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 20}},\n",
       "   'RandomForestClassifier': {'accuracy': [0.2846153846153846,\n",
       "     0.2282051282051282],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 100}}},\n",
       "  'CricketX_with_AE': {'SVC': {'accuracy': [0.4641025641025641,\n",
       "     0.2717948717948718],\n",
       "    'params': {'C': 1, 'kernel': 'rbf'}},\n",
       "   'XGBClassifier': {'accuracy': [0.9974358974358974, 0.24358974358974358],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 50}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.4, 0.21794871794871795],\n",
       "    'params': {'n_neighbors': 5}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.735897435897436, 0.23846153846153847],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 20}},\n",
       "   'RandomForestClassifier': {'accuracy': [0.37435897435897436,\n",
       "     0.22564102564102564],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 50}},\n",
       "   'NeuralNet_with_ae': {'accuracy': [0.18717948717948718,\n",
       "     0.22564102564102564],\n",
       "    'params': {'in_features=latent_dim': 48,\n",
       "     'out_features': 12,\n",
       "     'depth': 4}}}},\n",
       " {'ToeSegmentation1_without_AE': {'SVC': {'accuracy': [0.725,\n",
       "     0.7324561403508771],\n",
       "    'params': {'C': 0.01, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.706140350877193],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.625, 0.6271929824561403],\n",
       "    'params': {'n_neighbors': 11}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.95, 0.7280701754385965],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 20}},\n",
       "   'RandomForestClassifier': {'accuracy': [0.825, 0.7763157894736842],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 50}}},\n",
       "  'ToeSegmentation1_with_AE': {'SVC': {'accuracy': [0.725, 0.75],\n",
       "    'params': {'C': 0.01, 'kernel': 'rbf'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.7368421052631579],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.8, 0.7236842105263158],\n",
       "    'params': {'n_neighbors': 3}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.925, 0.7675438596491229],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 50}},\n",
       "   'RandomForestClassifier': {'accuracy': [0.9, 0.7763157894736842],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 50}},\n",
       "   'NeuralNet_with_ae': {'accuracy': [0.025, 0.03508771929824561],\n",
       "    'params': {'in_features=latent_dim': 8, 'out_features': 2, 'depth': 4}}}},\n",
       " {'Wafer_without_AE': {'SVC': {'accuracy': [1.0, 1.0],\n",
       "    'params': {'C': 0.01, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 1.0],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [1.0, 0.999675535366645],\n",
       "    'params': {'n_neighbors': 3}},\n",
       "   'CatBoostClassifier': {'accuracy': [1.0, 1.0],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 20}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 1.0],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}}},\n",
       "  'Wafer_with_AE': {'SVC': {'accuracy': [1.0, 0.9995133030499675],\n",
       "    'params': {'C': 1, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.9917261518494485],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 100}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.993, 0.9886437378325762],\n",
       "    'params': {'n_neighbors': 3}},\n",
       "   'CatBoostClassifier': {'accuracy': [1.0, 0.9873458792991564],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 50}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 0.9902660609993511],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 50}},\n",
       "   'NeuralNet_with_ae': {'accuracy': [0.035, 0.031310837118754056],\n",
       "    'params': {'in_features=latent_dim': 8, 'out_features': 2, 'depth': 4}}}},\n",
       " {'DistalPhalanxOutlineCorrect_without_AE': {'SVC': {'accuracy': [0.7066666666666667,\n",
       "     0.5652173913043478],\n",
       "    'params': {'C': 0.01, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [0.835, 0.6086956521739131],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.78, 0.6376811594202898],\n",
       "    'params': {'n_neighbors': 5}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.835, 0.644927536231884],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 20}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 0.677536231884058],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 50}}},\n",
       "  'DistalPhalanxOutlineCorrect_with_AE': {'SVC': {'accuracy': [0.7933333333333333,\n",
       "     0.6340579710144928],\n",
       "    'params': {'C': 1, 'kernel': 'poly'}},\n",
       "   'XGBClassifier': {'accuracy': [0.8533333333333334, 0.6630434782608695],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 50}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.79, 0.6376811594202898],\n",
       "    'params': {'n_neighbors': 11}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.8216666666666667, 0.6340579710144928],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 100}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 0.6376811594202898],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 100}},\n",
       "   'NeuralNet_with_ae': {'accuracy': [0.13333333333333333,\n",
       "     0.14492753623188406],\n",
       "    'params': {'in_features=latent_dim': 8, 'out_features': 2, 'depth': 4}}}},\n",
       " {'Ham_without_AE': {'SVC': {'accuracy': [0.6055045871559633,\n",
       "     0.5523809523809524],\n",
       "    'params': {'C': 0.01, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [0.9541284403669725, 0.4],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.6146788990825688,\n",
       "     0.5428571428571428],\n",
       "    'params': {'n_neighbors': 7}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.8899082568807339,\n",
       "     0.49523809523809526],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 100}},\n",
       "   'RandomForestClassifier': {'accuracy': [0.7064220183486238,\n",
       "     0.4666666666666667],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}}},\n",
       "  'Ham_with_AE': {'SVC': {'accuracy': [0.5596330275229358, 0.5142857142857142],\n",
       "    'params': {'C': 1, 'kernel': 'sigmoid'}},\n",
       "   'XGBClassifier': {'accuracy': [0.9357798165137615, 0.5047619047619047],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.7339449541284404,\n",
       "     0.5523809523809524],\n",
       "    'params': {'n_neighbors': 5}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.8715596330275229,\n",
       "     0.49523809523809526],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 100}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 0.4857142857142857],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 20}},\n",
       "   'NeuralNet_with_ae': {'accuracy': [0.48623853211009177,\n",
       "     0.44761904761904764],\n",
       "    'params': {'in_features=latent_dim': 8, 'out_features': 2, 'depth': 4}}}},\n",
       " {'ProximalPhalanxTW_without_AE': {'SVC': {'accuracy': [0.7225,\n",
       "     0.6780487804878049],\n",
       "    'params': {'C': 0.01, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [0.85, 0.6829268292682927],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.7375, 0.7024390243902439],\n",
       "    'params': {'n_neighbors': 11}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.85, 0.6536585365853659],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 20}},\n",
       "   'RandomForestClassifier': {'accuracy': [0.7225, 0.6780487804878049],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 100}}},\n",
       "  'ProximalPhalanxTW_with_AE': {'SVC': {'accuracy': [0.7225,\n",
       "     0.6780487804878049],\n",
       "    'params': {'C': 0.01, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.6487804878048781],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.7625, 0.6780487804878049],\n",
       "    'params': {'n_neighbors': 11}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.855, 0.6634146341463415],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 20}},\n",
       "   'RandomForestClassifier': {'accuracy': [0.7225, 0.6780487804878049],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 50}},\n",
       "   'NeuralNet_with_ae': {'accuracy': [0.0025, 0.014634146341463415],\n",
       "    'params': {'in_features=latent_dim': 24, 'out_features': 6, 'depth': 4}}}},\n",
       " {'OSULeaf_without_AE': {'SVC': {'accuracy': [0.495, 0.371900826446281],\n",
       "    'params': {'C': 0.01, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [0.86, 0.49586776859504134],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.49, 0.21487603305785125],\n",
       "    'params': {'n_neighbors': 7}},\n",
       "   'CatBoostClassifier': {'accuracy': [1.0, 0.44214876033057854],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 50}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 0.43388429752066116],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 50}}},\n",
       "  'OSULeaf_with_AE': {'SVC': {'accuracy': [0.575, 0.4380165289256198],\n",
       "    'params': {'C': 0.1, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [0.93, 0.4669421487603306],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.53, 0.40082644628099173],\n",
       "    'params': {'n_neighbors': 11}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.86, 0.4628099173553719],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 20}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 0.47107438016528924],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 50}},\n",
       "   'NeuralNet_with_ae': {'accuracy': [0.35, 0.3884297520661157],\n",
       "    'params': {'in_features=latent_dim': 24, 'out_features': 6, 'depth': 4}}}},\n",
       " {'EthanolLevel_without_AE': {'SVC': {'accuracy': [0.27976190476190477, 0.29],\n",
       "    'params': {'C': 1, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [0.628968253968254, 0.278],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.4365079365079365, 0.24],\n",
       "    'params': {'n_neighbors': 7}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.7182539682539683, 0.28],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 20}},\n",
       "   'RandomForestClassifier': {'accuracy': [0.4384920634920635, 0.264],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}}},\n",
       "  'EthanolLevel_with_AE': {'SVC': {'accuracy': [0.6051587301587301, 0.286],\n",
       "    'params': {'C': 1, 'kernel': 'rbf'}},\n",
       "   'XGBClassifier': {'accuracy': [0.6825396825396826, 0.28],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.498015873015873, 0.268],\n",
       "    'params': {'n_neighbors': 11}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.753968253968254, 0.258],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 20}},\n",
       "   'RandomForestClassifier': {'accuracy': [0.49404761904761907, 0.274],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 100}},\n",
       "   'NeuralNet_with_ae': {'accuracy': [0.36507936507936506, 0.278],\n",
       "    'params': {'in_features=latent_dim': 16, 'out_features': 4, 'depth': 4}}}},\n",
       " {'FaceFour_without_AE': {'SVC': {'accuracy': [0.7916666666666666,\n",
       "     0.32954545454545453],\n",
       "    'params': {'C': 0.01, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.4090909090909091],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.625, 0.23863636363636365],\n",
       "    'params': {'n_neighbors': 3}},\n",
       "   'CatBoostClassifier': {'accuracy': [1.0, 0.4318181818181818],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 50}},\n",
       "   'RandomForestClassifier': {'accuracy': [0.8333333333333334,\n",
       "     0.23863636363636365],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 100}}},\n",
       "  'FaceFour_with_AE': {'SVC': {'accuracy': [0.5416666666666666,\n",
       "     0.26136363636363635],\n",
       "    'params': {'C': 0.01, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.38636363636363635],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.5, 0.32954545454545453],\n",
       "    'params': {'n_neighbors': 7}},\n",
       "   'CatBoostClassifier': {'accuracy': [1.0, 0.4090909090909091],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 20}},\n",
       "   'RandomForestClassifier': {'accuracy': [0.8333333333333334,\n",
       "     0.2840909090909091],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 50}},\n",
       "   'NeuralNet_with_ae': {'accuracy': [0.5, 0.3409090909090909],\n",
       "    'params': {'in_features=latent_dim': 16, 'out_features': 4, 'depth': 4}}}},\n",
       " {'Plane_without_AE': {'SVC': {'accuracy': [0.8095238095238095,\n",
       "     0.5523809523809524],\n",
       "    'params': {'C': 0.1, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.6095238095238096],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.6476190476190476,\n",
       "     0.26666666666666666],\n",
       "    'params': {'n_neighbors': 5}},\n",
       "   'CatBoostClassifier': {'accuracy': [1.0, 0.7428571428571429],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 50}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 0.6666666666666666],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 100}}},\n",
       "  'Plane_with_AE': {'SVC': {'accuracy': [0.9142857142857143,\n",
       "     0.6857142857142857],\n",
       "    'params': {'C': 1, 'kernel': 'rbf'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.580952380952381],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 50}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.8380952380952381,\n",
       "     0.6476190476190476],\n",
       "    'params': {'n_neighbors': 3}},\n",
       "   'CatBoostClassifier': {'accuracy': [1.0, 0.638095238095238],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 100}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 0.638095238095238],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 100}},\n",
       "   'NeuralNet_with_ae': {'accuracy': [0.3142857142857143, 0.17142857142857143],\n",
       "    'params': {'in_features=latent_dim': 28, 'out_features': 7, 'depth': 4}}}},\n",
       " {'Herring_without_AE': {'SVC': {'accuracy': [0.609375, 0.59375],\n",
       "    'params': {'C': 0.01, 'kernel': 'rbf'}},\n",
       "   'XGBClassifier': {'accuracy': [0.984375, 0.53125],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.6875, 0.515625],\n",
       "    'params': {'n_neighbors': 11}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.890625, 0.578125],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 50}},\n",
       "   'RandomForestClassifier': {'accuracy': [0.8125, 0.59375],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 50}}},\n",
       "  'Herring_with_AE': {'SVC': {'accuracy': [0.609375, 0.59375],\n",
       "    'params': {'C': 0.01, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.640625],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 50}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.65625, 0.546875],\n",
       "    'params': {'n_neighbors': 11}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.921875, 0.625],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 50}},\n",
       "   'RandomForestClassifier': {'accuracy': [0.796875, 0.609375],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'NeuralNet_with_ae': {'accuracy': [0.625, 0.5625],\n",
       "    'params': {'in_features=latent_dim': 8, 'out_features': 2, 'depth': 4}}}},\n",
       " {'Haptics_without_AE': {'SVC': {'accuracy': [0.36129032258064514,\n",
       "     0.275974025974026],\n",
       "    'params': {'C': 0.1, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.3116883116883117],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 50}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.5161290322580645,\n",
       "     0.22727272727272727],\n",
       "    'params': {'n_neighbors': 7}},\n",
       "   'CatBoostClassifier': {'accuracy': [1.0, 0.33116883116883117],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 100}},\n",
       "   'RandomForestClassifier': {'accuracy': [0.9935483870967742,\n",
       "     0.35064935064935066],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 20}}},\n",
       "  'Haptics_with_AE': {'SVC': {'accuracy': [0.4645161290322581,\n",
       "     0.33116883116883117],\n",
       "    'params': {'C': 1, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.29545454545454547],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 100}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.5483870967741935,\n",
       "     0.3116883116883117],\n",
       "    'params': {'n_neighbors': 3}},\n",
       "   'CatBoostClassifier': {'accuracy': [1.0, 0.3181818181818182],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 100}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 0.3344155844155844],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 100}},\n",
       "   'NeuralNet_with_ae': {'accuracy': [0.27741935483870966, 0.25],\n",
       "    'params': {'in_features=latent_dim': 20, 'out_features': 5, 'depth': 4}}}},\n",
       " {'NonInvasiveFetalECGThorax1_without_AE': {'SVC': {'accuracy': [0.4494444444444444,\n",
       "     0.4030534351145038],\n",
       "    'params': {'C': 0.1, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [0.9511111111111111, 0.5450381679389313],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 50}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.5311111111111111,\n",
       "     0.22646310432569974],\n",
       "    'params': {'n_neighbors': 3}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.9333333333333333, 0.5618320610687023],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 100}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 0.5491094147582697],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 100}}},\n",
       "  'NonInvasiveFetalECGThorax1_with_AE': {'SVC': {'accuracy': [0.5966666666666667,\n",
       "     0.4865139949109415],\n",
       "    'params': {'C': 1, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.4905852417302799],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 100}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.4766666666666667,\n",
       "     0.35928753180661577],\n",
       "    'params': {'n_neighbors': 11}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.9694444444444444, 0.4717557251908397],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 100}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 0.47022900763358777],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 100}},\n",
       "   'NeuralNet_with_ae': {'accuracy': [0.19166666666666668,\n",
       "     0.19491094147582697],\n",
       "    'params': {'in_features=latent_dim': 168,\n",
       "     'out_features': 42,\n",
       "     'depth': 4}}}},\n",
       " {'Crop_without_AE': {'SVC': {'accuracy': [0.1351388888888889,\n",
       "     0.12892857142857142],\n",
       "    'params': {'C': 0.1, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.31785714285714284],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 50}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.5016666666666667,\n",
       "     0.16863095238095238],\n",
       "    'params': {'n_neighbors': 3}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.5047222222222222, 0.2627380952380952],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 100}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 0.3269642857142857],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 100}}},\n",
       "  'Crop_with_AE': {'SVC': {'accuracy': [0.29388888888888887,\n",
       "     0.1976190476190476],\n",
       "    'params': {'C': 1, 'kernel': 'poly'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.3119642857142857],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 100}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.3676388888888889,\n",
       "     0.18011904761904762],\n",
       "    'params': {'n_neighbors': 7}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.5819444444444445,\n",
       "     0.25011904761904763],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 100}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 0.3088095238095238],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 100}},\n",
       "   'NeuralNet_with_ae': {'accuracy': [0.08208333333333333,\n",
       "     0.07732142857142857],\n",
       "    'params': {'in_features=latent_dim': 96,\n",
       "     'out_features': 24,\n",
       "     'depth': 4}}}},\n",
       " {'DiatomSizeReduction_without_AE': {'SVC': {'accuracy': [0.375,\n",
       "     0.3006535947712418],\n",
       "    'params': {'C': 0.01, 'kernel': 'rbf'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.6045751633986928],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.75, 0.5326797385620915],\n",
       "    'params': {'n_neighbors': 5}},\n",
       "   'CatBoostClassifier': {'accuracy': [1.0, 0.6895424836601307],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 100}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 0.6209150326797386],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 50}}},\n",
       "  'DiatomSizeReduction_with_AE': {'SVC': {'accuracy': [1.0,\n",
       "     0.6470588235294118],\n",
       "    'params': {'C': 0.1, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.6045751633986928],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.9375, 0.5915032679738562],\n",
       "    'params': {'n_neighbors': 3}},\n",
       "   'CatBoostClassifier': {'accuracy': [1.0, 0.6143790849673203],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 20}},\n",
       "   'RandomForestClassifier': {'accuracy': [0.9375, 0.5294117647058824],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'NeuralNet_with_ae': {'accuracy': [0.4375, 0.40522875816993464],\n",
       "    'params': {'in_features=latent_dim': 16, 'out_features': 4, 'depth': 4}}}},\n",
       " {'ECG200_without_AE': {'SVC': {'accuracy': [0.74, 0.72],\n",
       "    'params': {'C': 0.01, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.65],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 50}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.77, 0.66],\n",
       "    'params': {'n_neighbors': 7}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.87, 0.67],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 50}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 0.68],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 100}}},\n",
       "  'ECG200_with_AE': {'SVC': {'accuracy': [0.8, 0.68],\n",
       "    'params': {'C': 1, 'kernel': 'rbf'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.7],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 50}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.79, 0.66],\n",
       "    'params': {'n_neighbors': 3}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.85, 0.69],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 50}},\n",
       "   'RandomForestClassifier': {'accuracy': [0.82, 0.68],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 100}},\n",
       "   'NeuralNet_with_ae': {'accuracy': [0.06, 0.08],\n",
       "    'params': {'in_features=latent_dim': 8, 'out_features': 2, 'depth': 4}}}},\n",
       " {'MixedShapesRegularTrain_without_AE': {'SVC': {'accuracy': [0.468,\n",
       "     0.48701030927835054],\n",
       "    'params': {'C': 0.01, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [0.868, 0.7278350515463917],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.662, 0.5488659793814433],\n",
       "    'params': {'n_neighbors': 7}},\n",
       "   'CatBoostClassifier': {'accuracy': [1.0, 0.7443298969072165],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 100}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 0.7430927835051546],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 100}}},\n",
       "  'MixedShapesRegularTrain_with_AE': {'SVC': {'accuracy': [0.824,\n",
       "     0.7344329896907217],\n",
       "    'params': {'C': 1, 'kernel': 'rbf'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.694020618556701],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.766, 0.7030927835051546],\n",
       "    'params': {'n_neighbors': 11}},\n",
       "   'CatBoostClassifier': {'accuracy': [1.0, 0.708041237113402],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 100}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 0.6964948453608247],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 100}},\n",
       "   'NeuralNet_with_ae': {'accuracy': [0.414, 0.38103092783505155],\n",
       "    'params': {'in_features=latent_dim': 20, 'out_features': 5, 'depth': 4}}}},\n",
       " {'ShapeletSim_without_AE': {'SVC': {'accuracy': [0.55, 0.55],\n",
       "    'params': {'C': 0.01, 'kernel': 'sigmoid'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.5222222222222223],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.8, 0.49444444444444446],\n",
       "    'params': {'n_neighbors': 3}},\n",
       "   'CatBoostClassifier': {'accuracy': [1.0, 0.55],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 20}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 0.4722222222222222],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}}},\n",
       "  'ShapeletSim_with_AE': {'SVC': {'accuracy': [0.8, 0.4666666666666667],\n",
       "    'params': {'C': 0.01, 'kernel': 'sigmoid'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.5],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.75, 0.5166666666666667],\n",
       "    'params': {'n_neighbors': 3}},\n",
       "   'CatBoostClassifier': {'accuracy': [1.0, 0.5222222222222223],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 100}},\n",
       "   'RandomForestClassifier': {'accuracy': [0.95, 0.5277777777777778],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'NeuralNet_with_ae': {'accuracy': [0.1, 0.12777777777777777],\n",
       "    'params': {'in_features=latent_dim': 8, 'out_features': 2, 'depth': 4}}}},\n",
       " {'HouseTwenty_without_AE': {'SVC': {'accuracy': [0.75, 0.7899159663865546],\n",
       "    'params': {'C': 1, 'kernel': 'rbf'}},\n",
       "   'XGBClassifier': {'accuracy': [0.975, 0.8487394957983193],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.85, 0.6974789915966386],\n",
       "    'params': {'n_neighbors': 3}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.925, 0.8487394957983193],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 20}},\n",
       "   'RandomForestClassifier': {'accuracy': [0.95, 0.8319327731092437],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}}},\n",
       "  'HouseTwenty_with_AE': {'SVC': {'accuracy': [0.875, 0.8319327731092437],\n",
       "    'params': {'C': 0.01, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [0.95, 0.7983193277310925],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.925, 0.7899159663865546],\n",
       "    'params': {'n_neighbors': 3}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.95, 0.7899159663865546],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 20}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 0.7647058823529411],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 100}},\n",
       "   'NeuralNet_with_ae': {'accuracy': [0.575, 0.5042016806722689],\n",
       "    'params': {'in_features=latent_dim': 8, 'out_features': 2, 'depth': 4}}}},\n",
       " {'CinCECGTorso_without_AE': {'SVC': {'accuracy': [0.9, 0.744927536231884],\n",
       "    'params': {'C': 0.01, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.6992753623188406],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 50}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.7, 0.5579710144927537],\n",
       "    'params': {'n_neighbors': 3}},\n",
       "   'CatBoostClassifier': {'accuracy': [1.0, 0.7717391304347826],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 100}},\n",
       "   'RandomForestClassifier': {'accuracy': [0.975, 0.7195652173913043],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 20}}},\n",
       "  'CinCECGTorso_with_AE': {'SVC': {'accuracy': [0.85, 0.7347826086956522],\n",
       "    'params': {'C': 1, 'kernel': 'rbf'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.7210144927536232],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.625, 0.6630434782608695],\n",
       "    'params': {'n_neighbors': 7}},\n",
       "   'CatBoostClassifier': {'accuracy': [1.0, 0.7123188405797102],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 100}},\n",
       "   'RandomForestClassifier': {'accuracy': [0.825, 0.6942028985507246],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 50}},\n",
       "   'NeuralNet_with_ae': {'accuracy': [0.55, 0.4557971014492754],\n",
       "    'params': {'in_features=latent_dim': 16, 'out_features': 4, 'depth': 4}}}},\n",
       " {'InsectEPGSmallTrain_without_AE': {'SVC': {'accuracy': [1.0,\n",
       "     0.7469879518072289],\n",
       "    'params': {'C': 0.01, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.7429718875502008],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.7058823529411765,\n",
       "     0.6465863453815262],\n",
       "    'params': {'n_neighbors': 5}},\n",
       "   'CatBoostClassifier': {'accuracy': [1.0, 0.7590361445783133],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 20}},\n",
       "   'RandomForestClassifier': {'accuracy': [0.9411764705882353,\n",
       "     0.7550200803212851],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 50}}},\n",
       "  'InsectEPGSmallTrain_with_AE': {'SVC': {'accuracy': [1.0,\n",
       "     0.7269076305220884],\n",
       "    'params': {'C': 1, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.6947791164658634],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.8235294117647058,\n",
       "     0.6586345381526104],\n",
       "    'params': {'n_neighbors': 3}},\n",
       "   'CatBoostClassifier': {'accuracy': [1.0, 0.7188755020080321],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 20}},\n",
       "   'RandomForestClassifier': {'accuracy': [0.9411764705882353,\n",
       "     0.6907630522088354],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'NeuralNet_with_ae': {'accuracy': [0.5294117647058824, 0.42570281124497994],\n",
       "    'params': {'in_features=latent_dim': 12, 'out_features': 3, 'depth': 4}}}},\n",
       " {'SonyAIBORobotSurface1_without_AE': {'SVC': {'accuracy': [0.7,\n",
       "     0.4292845257903494],\n",
       "    'params': {'C': 0.01, 'kernel': 'rbf'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.5108153078202995],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.8, 0.40765391014975044],\n",
       "    'params': {'n_neighbors': 3}},\n",
       "   'CatBoostClassifier': {'accuracy': [1.0, 0.5041597337770383],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 20}},\n",
       "   'RandomForestClassifier': {'accuracy': [0.95, 0.47420965058236275],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 100}}},\n",
       "  'SonyAIBORobotSurface1_with_AE': {'SVC': {'accuracy': [0.7,\n",
       "     0.4292845257903494],\n",
       "    'params': {'C': 0.01, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.5723793677204659],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.75, 0.47587354409317806],\n",
       "    'params': {'n_neighbors': 7}},\n",
       "   'CatBoostClassifier': {'accuracy': [1.0, 0.5074875207986689],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 50}},\n",
       "   'RandomForestClassifier': {'accuracy': [0.95, 0.5124792013311148],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 100}},\n",
       "   'NeuralNet_with_ae': {'accuracy': [0.6, 0.6189683860232945],\n",
       "    'params': {'in_features=latent_dim': 8, 'out_features': 2, 'depth': 4}}}},\n",
       " {'Mallat_without_AE': {'SVC': {'accuracy': [0.7090909090909091,\n",
       "     0.5373134328358209],\n",
       "    'params': {'C': 0.01, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.621321961620469],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.5272727272727272,\n",
       "     0.4059701492537313],\n",
       "    'params': {'n_neighbors': 11}},\n",
       "   'CatBoostClassifier': {'accuracy': [1.0, 0.6541577825159914],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 100}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 0.702771855010661],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 100}}},\n",
       "  'Mallat_with_AE': {'SVC': {'accuracy': [0.6181818181818182,\n",
       "     0.479317697228145],\n",
       "    'params': {'C': 1, 'kernel': 'sigmoid'}},\n",
       "   'XGBClassifier': {'accuracy': [1.0, 0.5603411513859275],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 20}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.6545454545454545,\n",
       "     0.5535181236673774],\n",
       "    'params': {'n_neighbors': 5}},\n",
       "   'CatBoostClassifier': {'accuracy': [1.0, 0.5270788912579958],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 50}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 0.5884861407249466],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 100}},\n",
       "   'NeuralNet_with_ae': {'accuracy': [0.38181818181818183,\n",
       "     0.28912579957356077],\n",
       "    'params': {'in_features=latent_dim': 32, 'out_features': 8, 'depth': 4}}}},\n",
       " {'WormsTwoClass_without_AE': {'SVC': {'accuracy': [0.580110497237569,\n",
       "     0.5714285714285714],\n",
       "    'params': {'C': 1, 'kernel': 'sigmoid'}},\n",
       "   'XGBClassifier': {'accuracy': [0.994475138121547, 0.7142857142857143],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 100}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.6906077348066298,\n",
       "     0.5974025974025974],\n",
       "    'params': {'n_neighbors': 5}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.8784530386740331, 0.6493506493506493],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 50}},\n",
       "   'RandomForestClassifier': {'accuracy': [1.0, 0.7142857142857143],\n",
       "    'params': {'max_depth': 35, 'n_estimators': 20}}},\n",
       "  'WormsTwoClass_with_AE': {'SVC': {'accuracy': [0.7016574585635359,\n",
       "     0.5974025974025974],\n",
       "    'params': {'C': 1, 'kernel': 'linear'}},\n",
       "   'XGBClassifier': {'accuracy': [0.9558011049723757, 0.6753246753246753],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 50}},\n",
       "   'KNeighborsClassifier': {'accuracy': [0.7734806629834254,\n",
       "     0.6233766233766234],\n",
       "    'params': {'n_neighbors': 7}},\n",
       "   'CatBoostClassifier': {'accuracy': [0.850828729281768, 0.5974025974025974],\n",
       "    'params': {'max_depth': 5, 'n_estimators': 20}},\n",
       "   'RandomForestClassifier': {'accuracy': [0.7403314917127072,\n",
       "     0.6493506493506493],\n",
       "    'params': {'max_depth': 2, 'n_estimators': 50}},\n",
       "   'NeuralNet_with_ae': {'accuracy': [0.4972375690607735, 0.4675324675324675],\n",
       "    'params': {'in_features=latent_dim': 8, 'out_features': 2, 'depth': 4}}}}]"
      ]
     },
     "execution_count": 149,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 205,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dataset_name</th>\n",
       "      <th>euc_dist_test_acc</th>\n",
       "      <th>euc_dist_train_acc</th>\n",
       "      <th>test_acc</th>\n",
       "      <th>train_acc</th>\n",
       "      <th>Expected_gain</th>\n",
       "      <th>Actual_Gain</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Two_Patterns</td>\n",
       "      <td>91.0</td>\n",
       "      <td>91.7</td>\n",
       "      <td>46.5</td>\n",
       "      <td>54.6</td>\n",
       "      <td>0.595420</td>\n",
       "      <td>0.510989</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ChlorineConcentration</td>\n",
       "      <td>65.0</td>\n",
       "      <td>63.4</td>\n",
       "      <td>56.7</td>\n",
       "      <td>61.2</td>\n",
       "      <td>0.965300</td>\n",
       "      <td>0.872308</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>wafer</td>\n",
       "      <td>99.5</td>\n",
       "      <td>99.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>1.010101</td>\n",
       "      <td>1.005025</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>MedicalImages</td>\n",
       "      <td>68.4</td>\n",
       "      <td>72.2</td>\n",
       "      <td>53.9</td>\n",
       "      <td>100.0</td>\n",
       "      <td>1.385042</td>\n",
       "      <td>0.788012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>FaceAll</td>\n",
       "      <td>71.4</td>\n",
       "      <td>88.7</td>\n",
       "      <td>28.9</td>\n",
       "      <td>100.0</td>\n",
       "      <td>1.127396</td>\n",
       "      <td>0.404762</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>OSULeaf</td>\n",
       "      <td>51.7</td>\n",
       "      <td>62.0</td>\n",
       "      <td>54.9</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.016129</td>\n",
       "      <td>1.061896</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Adiac</td>\n",
       "      <td>61.1</td>\n",
       "      <td>60.5</td>\n",
       "      <td>35.2</td>\n",
       "      <td>100.0</td>\n",
       "      <td>1.652893</td>\n",
       "      <td>0.576105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>SwedishLeaf</td>\n",
       "      <td>78.7</td>\n",
       "      <td>75.0</td>\n",
       "      <td>56.3</td>\n",
       "      <td>99.8</td>\n",
       "      <td>1.330667</td>\n",
       "      <td>0.715375</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>yoga</td>\n",
       "      <td>83.0</td>\n",
       "      <td>77.0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>1.298701</td>\n",
       "      <td>0.734940</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Fish</td>\n",
       "      <td>78.3</td>\n",
       "      <td>76.0</td>\n",
       "      <td>46.8</td>\n",
       "      <td>100.0</td>\n",
       "      <td>1.315789</td>\n",
       "      <td>0.597701</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Trace</td>\n",
       "      <td>76.0</td>\n",
       "      <td>84.0</td>\n",
       "      <td>98.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.011905</td>\n",
       "      <td>1.289474</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>synthetic_control</td>\n",
       "      <td>88.0</td>\n",
       "      <td>91.3</td>\n",
       "      <td>40.0</td>\n",
       "      <td>98.6</td>\n",
       "      <td>1.079956</td>\n",
       "      <td>0.454545</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>FacesUCR</td>\n",
       "      <td>76.9</td>\n",
       "      <td>75.5</td>\n",
       "      <td>37.9</td>\n",
       "      <td>95.5</td>\n",
       "      <td>1.264901</td>\n",
       "      <td>0.492848</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>CinC_ECG_torso</td>\n",
       "      <td>89.7</td>\n",
       "      <td>85.0</td>\n",
       "      <td>77.1</td>\n",
       "      <td>100.0</td>\n",
       "      <td>1.176471</td>\n",
       "      <td>0.859532</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>MALLAT</td>\n",
       "      <td>91.4</td>\n",
       "      <td>98.2</td>\n",
       "      <td>70.2</td>\n",
       "      <td>100.0</td>\n",
       "      <td>1.018330</td>\n",
       "      <td>0.768053</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Symbols</td>\n",
       "      <td>90.0</td>\n",
       "      <td>84.0</td>\n",
       "      <td>79.5</td>\n",
       "      <td>100.0</td>\n",
       "      <td>1.190476</td>\n",
       "      <td>0.883333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Coffee</td>\n",
       "      <td>100.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>96.4</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.964000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>ECG200</td>\n",
       "      <td>88.0</td>\n",
       "      <td>86.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.011628</td>\n",
       "      <td>0.011364</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>FaceFour</td>\n",
       "      <td>78.4</td>\n",
       "      <td>66.7</td>\n",
       "      <td>40.9</td>\n",
       "      <td>100.0</td>\n",
       "      <td>1.499250</td>\n",
       "      <td>0.521684</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>OliveOil</td>\n",
       "      <td>86.7</td>\n",
       "      <td>90.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>1.111111</td>\n",
       "      <td>0.807382</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Gun-Point</td>\n",
       "      <td>91.3</td>\n",
       "      <td>96.0</td>\n",
       "      <td>92.6</td>\n",
       "      <td>98.0</td>\n",
       "      <td>1.020833</td>\n",
       "      <td>1.014239</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Beef</td>\n",
       "      <td>53.3</td>\n",
       "      <td>50.0</td>\n",
       "      <td>46.6</td>\n",
       "      <td>93.3</td>\n",
       "      <td>1.866000</td>\n",
       "      <td>0.874296</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>DiatomSizeReduction</td>\n",
       "      <td>93.5</td>\n",
       "      <td>93.7</td>\n",
       "      <td>68.9</td>\n",
       "      <td>100.0</td>\n",
       "      <td>1.067236</td>\n",
       "      <td>0.736898</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>CBF</td>\n",
       "      <td>85.2</td>\n",
       "      <td>83.3</td>\n",
       "      <td>61.2</td>\n",
       "      <td>63.3</td>\n",
       "      <td>0.759904</td>\n",
       "      <td>0.718310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>ECGFiveDays</td>\n",
       "      <td>79.7</td>\n",
       "      <td>82.6</td>\n",
       "      <td>72.5</td>\n",
       "      <td>78.2</td>\n",
       "      <td>0.946731</td>\n",
       "      <td>0.909661</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>TwoLeadECG</td>\n",
       "      <td>74.7</td>\n",
       "      <td>78.3</td>\n",
       "      <td>90.5</td>\n",
       "      <td>95.6</td>\n",
       "      <td>1.220945</td>\n",
       "      <td>1.211513</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>SonyAIBORobotSurfaceII</td>\n",
       "      <td>85.9</td>\n",
       "      <td>85.2</td>\n",
       "      <td>71.4</td>\n",
       "      <td>96.2</td>\n",
       "      <td>1.129108</td>\n",
       "      <td>0.831199</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Motes</td>\n",
       "      <td>87.9</td>\n",
       "      <td>75.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>1.333333</td>\n",
       "      <td>1.023891</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>ItalyPowerDemand</td>\n",
       "      <td>95.5</td>\n",
       "      <td>95.5</td>\n",
       "      <td>90.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>1.047120</td>\n",
       "      <td>0.942408</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>SonyAIBORobotSurface</td>\n",
       "      <td>69.5</td>\n",
       "      <td>90.0</td>\n",
       "      <td>71.4</td>\n",
       "      <td>96.2</td>\n",
       "      <td>1.068889</td>\n",
       "      <td>1.027338</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              dataset_name  euc_dist_test_acc  euc_dist_train_acc  test_acc  \\\n",
       "0             Two_Patterns               91.0                91.7      46.5   \n",
       "1    ChlorineConcentration               65.0                63.4      56.7   \n",
       "2                    wafer               99.5                99.0     100.0   \n",
       "3            MedicalImages               68.4                72.2      53.9   \n",
       "4                  FaceAll               71.4                88.7      28.9   \n",
       "5                  OSULeaf               51.7                62.0      54.9   \n",
       "6                    Adiac               61.1                60.5      35.2   \n",
       "7              SwedishLeaf               78.7                75.0      56.3   \n",
       "8                     yoga               83.0                77.0      61.0   \n",
       "9                     Fish               78.3                76.0      46.8   \n",
       "12                   Trace               76.0                84.0      98.0   \n",
       "13       synthetic_control               88.0                91.3      40.0   \n",
       "14                FacesUCR               76.9                75.5      37.9   \n",
       "15          CinC_ECG_torso               89.7                85.0      77.1   \n",
       "16                  MALLAT               91.4                98.2      70.2   \n",
       "17                 Symbols               90.0                84.0      79.5   \n",
       "18                  Coffee              100.0               100.0      96.4   \n",
       "19                  ECG200               88.0                86.0       1.0   \n",
       "20                FaceFour               78.4                66.7      40.9   \n",
       "21                OliveOil               86.7                90.0      70.0   \n",
       "22               Gun-Point               91.3                96.0      92.6   \n",
       "23                    Beef               53.3                50.0      46.6   \n",
       "24     DiatomSizeReduction               93.5                93.7      68.9   \n",
       "25                     CBF               85.2                83.3      61.2   \n",
       "26             ECGFiveDays               79.7                82.6      72.5   \n",
       "27              TwoLeadECG               74.7                78.3      90.5   \n",
       "28  SonyAIBORobotSurfaceII               85.9                85.2      71.4   \n",
       "29                   Motes               87.9                75.0      90.0   \n",
       "30        ItalyPowerDemand               95.5                95.5      90.0   \n",
       "31    SonyAIBORobotSurface               69.5                90.0      71.4   \n",
       "\n",
       "    train_acc  Expected_gain  Actual_Gain  \n",
       "0        54.6       0.595420     0.510989  \n",
       "1        61.2       0.965300     0.872308  \n",
       "2       100.0       1.010101     1.005025  \n",
       "3       100.0       1.385042     0.788012  \n",
       "4       100.0       1.127396     0.404762  \n",
       "5         1.0       0.016129     1.061896  \n",
       "6       100.0       1.652893     0.576105  \n",
       "7        99.8       1.330667     0.715375  \n",
       "8       100.0       1.298701     0.734940  \n",
       "9       100.0       1.315789     0.597701  \n",
       "12        1.0       0.011905     1.289474  \n",
       "13       98.6       1.079956     0.454545  \n",
       "14       95.5       1.264901     0.492848  \n",
       "15      100.0       1.176471     0.859532  \n",
       "16      100.0       1.018330     0.768053  \n",
       "17      100.0       1.190476     0.883333  \n",
       "18        1.0       0.010000     0.964000  \n",
       "19        1.0       0.011628     0.011364  \n",
       "20      100.0       1.499250     0.521684  \n",
       "21      100.0       1.111111     0.807382  \n",
       "22       98.0       1.020833     1.014239  \n",
       "23       93.3       1.866000     0.874296  \n",
       "24      100.0       1.067236     0.736898  \n",
       "25       63.3       0.759904     0.718310  \n",
       "26       78.2       0.946731     0.909661  \n",
       "27       95.6       1.220945     1.211513  \n",
       "28       96.2       1.129108     0.831199  \n",
       "29      100.0       1.333333     1.023891  \n",
       "30      100.0       1.047120     0.942408  \n",
       "31       96.2       1.068889     1.027338  "
      ]
     },
     "execution_count": 205,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#datasets.to_csv(\"Sharpshooter_results.csv\", index_label=False)\n",
    "datasets = pd.read_csv(\"Sharpshooter_results.csv\")\n",
    "datasets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 206,
   "metadata": {},
   "outputs": [],
   "source": [
    "#name = \"Two_Patterns\"\n",
    "#datasets['train_acc'][datasets['dataset_name'] == name] = 54.6\n",
    "#datasets['test_acc'][datasets['dataset_name'] == name] = 46.5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 201,
   "metadata": {},
   "outputs": [],
   "source": [
    "datasets['Expected_gain']=datasets['train_acc']/datasets['euc_dist_train_acc']\n",
    "datasets['Actual_Gain']= datasets['test_acc']/datasets['euc_dist_test_acc']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 204,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(1.45, 0.45, 'FP')"
      ]
     },
     "execution_count": 204,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = [10,10])\n",
    "plt.hlines(1, 0, 2,)\n",
    "plt.vlines(1, 0, 2,)\n",
    "plt.xlabel('Expected accuracy gain')\n",
    "plt.ylabel('Accuracy accuracy gain')\n",
    "plt.fill_between(x=[0,1], y1=[1,1], y2=0,color='C1',alpha=0.3,)\n",
    "plt.fill_between(x=[1,2], y1=[2,2], y2=[1,1],color='C1',alpha=0.3,)\n",
    "plt.scatter(Expected_gain, Actual_Gain, c='red', s=6)\n",
    "for i,j,k in zip(Expected_gain, Actual_Gain, cnt):\n",
    "    plt.text(i,j,k, fontsize=8)\n",
    "plt.text(0.45,0.45,'TN')\n",
    "plt.text(0.45,1.45,'FN')\n",
    "plt.text(1.45,1.45,'TP')\n",
    "plt.text(1.45,0.45,'FP')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "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": "3.7.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}