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| { | |
| "cells": [ | |
| { | |
| "cell_type": "code", | |
| "execution_count": 1, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "/media/sviperm/9740514d-d8c8-4f3e-afee-16ce6923340c1/sviperm/Documents/med.diagnoses.models\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "import os\n", | |
| "pwd = %pwd\n", | |
| "new_pwd = os.path.realpath(os.path.join(pwd, '..', '..', '..'))\n", | |
| "%cd $new_pwd" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 2, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "from itertools import chain\n", | |
| "from copy import deepcopy\n", | |
| "\n", | |
| "import joblib\n", | |
| "import pandas as pd\n", | |
| "from mdss_models.utils.data_visualization import display_stats" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 3, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "def combine_stats(*stats):\n", | |
| " combined = []\n", | |
| " for stat in stats:\n", | |
| " for s in stat:\n", | |
| " flag = False\n", | |
| " for i, c in enumerate(combined):\n", | |
| " if s['code'] == c['code']:\n", | |
| " combined[i]['classifiers'].extend(s['classifiers'])\n", | |
| " flag = True\n", | |
| " break\n", | |
| " if not flag:\n", | |
| " combined.extend(deepcopy(stat))\n", | |
| " break\n", | |
| " return combined" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "# Статистика по группам" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 4, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "group_path = (os.path.join(os.getcwd(), 'notebooks', 'estimators', 'dumps', 'pipeline_group_models_stats_new.joblib'))\n", | |
| "group_models_stats = joblib.load(group_path)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 5, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "bigram_group_path = (os.path.join(os.getcwd(), 'notebooks', 'estimators', 'dumps', 'pipeline_group_models_stats_bigrams.joblib'))\n", | |
| "bigram_group_models_stats = joblib.load(bigram_group_path)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 6, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "catboost_group_path = (os.path.join(os.getcwd(), 'notebooks', 'estimators', 'dumps', 'catboost_group_models_stats.joblib'))\n", | |
| "catboost_group_models_stats = joblib.load(catboost_group_path)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 7, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "combined_groups = combine_stats(group_models_stats, bigram_group_models_stats, catboost_group_models_stats)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 8, | |
| "metadata": { | |
| "scrolled": true | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/html": [ | |
| "\n", | |
| " <table class=\"bordered\">\n", | |
| " <tr>\n", | |
| " <th>code</th>\n", | |
| " <th>classifier</th>\n", | |
| " <th>accuracy</th>\n", | |
| " <th colspan=3>confusion matrix</th>\n", | |
| " </tr>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td rowspan=28>kbs__characteristic</td>\n", | |
| " \n", | |
| " <td rowspan=4>Bayes</td>\n", | |
| " <td rowspan=4>0.865</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.86</td>\n", | |
| " <td class=\"dark_bg\">0.14</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.03</td>\n", | |
| " <td class=\"dark_bg\">0.97</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifier</td>\n", | |
| " <td rowspan=4>0.939</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.94</td>\n", | |
| " <td class=\"dark_bg\">0.06</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.05</td>\n", | |
| " <td class=\"dark_bg\">0.95</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVC</td>\n", | |
| " <td rowspan=4>0.954</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.95</td>\n", | |
| " <td class=\"dark_bg\">0.05</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.04</td>\n", | |
| " <td class=\"dark_bg\">0.96</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>BayesBigram</td>\n", | |
| " <td rowspan=4>0.861</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.86</td>\n", | |
| " <td class=\"dark_bg\">0.14</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.05</td>\n", | |
| " <td class=\"dark_bg\">0.95</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifierBigram</td>\n", | |
| " <td rowspan=4>0.953</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.96</td>\n", | |
| " <td class=\"dark_bg\">0.04</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.13</td>\n", | |
| " <td class=\"dark_bg\">0.87</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVCBigram</td>\n", | |
| " <td rowspan=4>0.941</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.94</td>\n", | |
| " <td class=\"dark_bg\">0.06</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.07</td>\n", | |
| " <td class=\"dark_bg\">0.93</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>Catboost</td>\n", | |
| " <td rowspan=4>0.948</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.95</td>\n", | |
| " <td class=\"dark_bg\">0.05</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.05</td>\n", | |
| " <td class=\"dark_bg\">0.95</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " </tr>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td rowspan=28>kbs__relief</td>\n", | |
| " \n", | |
| " <td rowspan=4>Bayes</td>\n", | |
| " <td rowspan=4>0.790</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.79</td>\n", | |
| " <td class=\"dark_bg\">0.21</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.04</td>\n", | |
| " <td class=\"dark_bg\">0.96</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifier</td>\n", | |
| " <td rowspan=4>0.938</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.94</td>\n", | |
| " <td class=\"dark_bg\">0.06</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.03</td>\n", | |
| " <td class=\"dark_bg\">0.97</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVC</td>\n", | |
| " <td rowspan=4>0.944</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.94</td>\n", | |
| " <td class=\"dark_bg\">0.06</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.06</td>\n", | |
| " <td class=\"dark_bg\">0.94</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>BayesBigram</td>\n", | |
| " <td rowspan=4>0.807</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.81</td>\n", | |
| " <td class=\"dark_bg\">0.19</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.07</td>\n", | |
| " <td class=\"dark_bg\">0.93</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifierBigram</td>\n", | |
| " <td rowspan=4>0.889</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.89</td>\n", | |
| " <td class=\"dark_bg\">0.11</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.12</td>\n", | |
| " <td class=\"dark_bg\">0.88</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVCBigram</td>\n", | |
| " <td rowspan=4>0.887</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.89</td>\n", | |
| " <td class=\"dark_bg\">0.11</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.07</td>\n", | |
| " <td class=\"dark_bg\">0.93</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>Catboost</td>\n", | |
| " <td rowspan=4>0.947</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.95</td>\n", | |
| " <td class=\"dark_bg\">0.05</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.07</td>\n", | |
| " <td class=\"dark_bg\">0.93</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " </tr>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td rowspan=28>kbs__localization</td>\n", | |
| " \n", | |
| " <td rowspan=4>Bayes</td>\n", | |
| " <td rowspan=4>0.871</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.87</td>\n", | |
| " <td class=\"dark_bg\">0.13</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.03</td>\n", | |
| " <td class=\"dark_bg\">0.97</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifier</td>\n", | |
| " <td rowspan=4>0.959</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.96</td>\n", | |
| " <td class=\"dark_bg\">0.04</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.03</td>\n", | |
| " <td class=\"dark_bg\">0.97</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVC</td>\n", | |
| " <td rowspan=4>0.976</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.98</td>\n", | |
| " <td class=\"dark_bg\">0.02</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.02</td>\n", | |
| " <td class=\"dark_bg\">0.98</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>BayesBigram</td>\n", | |
| " <td rowspan=4>0.872</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.87</td>\n", | |
| " <td class=\"dark_bg\">0.13</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.02</td>\n", | |
| " <td class=\"dark_bg\">0.98</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifierBigram</td>\n", | |
| " <td rowspan=4>0.970</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.97</td>\n", | |
| " <td class=\"dark_bg\">0.03</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.11</td>\n", | |
| " <td class=\"dark_bg\">0.89</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVCBigram</td>\n", | |
| " <td rowspan=4>0.969</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.97</td>\n", | |
| " <td class=\"dark_bg\">0.03</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.04</td>\n", | |
| " <td class=\"dark_bg\">0.96</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>Catboost</td>\n", | |
| " <td rowspan=4>0.974</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.97</td>\n", | |
| " <td class=\"dark_bg\">0.03</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.02</td>\n", | |
| " <td class=\"dark_bg\">0.98</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " </tr>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td rowspan=28>kbs__irradiation</td>\n", | |
| " \n", | |
| " <td rowspan=4>Bayes</td>\n", | |
| " <td rowspan=4>0.813</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.81</td>\n", | |
| " <td class=\"dark_bg\">0.19</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.01</td>\n", | |
| " <td class=\"dark_bg\">0.99</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifier</td>\n", | |
| " <td rowspan=4>0.963</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.96</td>\n", | |
| " <td class=\"dark_bg\">0.04</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.02</td>\n", | |
| " <td class=\"dark_bg\">0.98</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVC</td>\n", | |
| " <td rowspan=4>0.972</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.97</td>\n", | |
| " <td class=\"dark_bg\">0.03</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.02</td>\n", | |
| " <td class=\"dark_bg\">0.98</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>BayesBigram</td>\n", | |
| " <td rowspan=4>0.809</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.81</td>\n", | |
| " <td class=\"dark_bg\">0.19</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.01</td>\n", | |
| " <td class=\"dark_bg\">0.99</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifierBigram</td>\n", | |
| " <td rowspan=4>0.943</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.94</td>\n", | |
| " <td class=\"dark_bg\">0.06</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.02</td>\n", | |
| " <td class=\"dark_bg\">0.98</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVCBigram</td>\n", | |
| " <td rowspan=4>0.945</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.94</td>\n", | |
| " <td class=\"dark_bg\">0.06</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.03</td>\n", | |
| " <td class=\"dark_bg\">0.97</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>Catboost</td>\n", | |
| " <td rowspan=4>0.995</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.01</td>\n", | |
| " <td class=\"dark_bg\">0.99</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " </tr>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td rowspan=28>kbs__duration</td>\n", | |
| " \n", | |
| " <td rowspan=4>Bayes</td>\n", | |
| " <td rowspan=4>0.723</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.72</td>\n", | |
| " <td class=\"dark_bg\">0.28</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifier</td>\n", | |
| " <td rowspan=4>0.921</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.92</td>\n", | |
| " <td class=\"dark_bg\">0.08</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.04</td>\n", | |
| " <td class=\"dark_bg\">0.96</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVC</td>\n", | |
| " <td rowspan=4>0.902</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.90</td>\n", | |
| " <td class=\"dark_bg\">0.10</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.04</td>\n", | |
| " <td class=\"dark_bg\">0.96</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>BayesBigram</td>\n", | |
| " <td rowspan=4>0.794</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.79</td>\n", | |
| " <td class=\"dark_bg\">0.21</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.16</td>\n", | |
| " <td class=\"dark_bg\">0.84</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifierBigram</td>\n", | |
| " <td rowspan=4>0.893</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.89</td>\n", | |
| " <td class=\"dark_bg\">0.11</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.20</td>\n", | |
| " <td class=\"dark_bg\">0.80</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVCBigram</td>\n", | |
| " <td rowspan=4>0.893</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.89</td>\n", | |
| " <td class=\"dark_bg\">0.11</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.16</td>\n", | |
| " <td class=\"dark_bg\">0.84</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>Catboost</td>\n", | |
| " <td rowspan=4>0.952</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.95</td>\n", | |
| " <td class=\"dark_bg\">0.05</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.24</td>\n", | |
| " <td class=\"dark_bg\">0.76</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " </tr>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td rowspan=28>kbs__init_time</td>\n", | |
| " \n", | |
| " <td rowspan=4>Bayes</td>\n", | |
| " <td rowspan=4>0.811</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.81</td>\n", | |
| " <td class=\"dark_bg\">0.19</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.05</td>\n", | |
| " <td class=\"dark_bg\">0.95</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifier</td>\n", | |
| " <td rowspan=4>0.935</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.94</td>\n", | |
| " <td class=\"dark_bg\">0.06</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.07</td>\n", | |
| " <td class=\"dark_bg\">0.93</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVC</td>\n", | |
| " <td rowspan=4>0.939</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.94</td>\n", | |
| " <td class=\"dark_bg\">0.06</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.03</td>\n", | |
| " <td class=\"dark_bg\">0.97</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>BayesBigram</td>\n", | |
| " <td rowspan=4>0.822</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.82</td>\n", | |
| " <td class=\"dark_bg\">0.18</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.03</td>\n", | |
| " <td class=\"dark_bg\">0.97</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifierBigram</td>\n", | |
| " <td rowspan=4>0.900</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.90</td>\n", | |
| " <td class=\"dark_bg\">0.10</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.10</td>\n", | |
| " <td class=\"dark_bg\">0.90</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVCBigram</td>\n", | |
| " <td rowspan=4>0.902</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.90</td>\n", | |
| " <td class=\"dark_bg\">0.10</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.08</td>\n", | |
| " <td class=\"dark_bg\">0.92</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>Catboost</td>\n", | |
| " <td rowspan=4>0.940</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.94</td>\n", | |
| " <td class=\"dark_bg\">0.06</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.07</td>\n", | |
| " <td class=\"dark_bg\">0.93</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " </tr>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td rowspan=28>heartbeat</td>\n", | |
| " \n", | |
| " <td rowspan=4>Bayes</td>\n", | |
| " <td rowspan=4>0.743</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.74</td>\n", | |
| " <td class=\"dark_bg\">0.26</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.02</td>\n", | |
| " <td class=\"dark_bg\">0.98</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifier</td>\n", | |
| " <td rowspan=4>0.924</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.92</td>\n", | |
| " <td class=\"dark_bg\">0.08</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.08</td>\n", | |
| " <td class=\"dark_bg\">0.92</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVC</td>\n", | |
| " <td rowspan=4>0.931</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.93</td>\n", | |
| " <td class=\"dark_bg\">0.07</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.10</td>\n", | |
| " <td class=\"dark_bg\">0.90</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>BayesBigram</td>\n", | |
| " <td rowspan=4>0.783</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.78</td>\n", | |
| " <td class=\"dark_bg\">0.22</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.16</td>\n", | |
| " <td class=\"dark_bg\">0.84</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifierBigram</td>\n", | |
| " <td rowspan=4>0.876</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.88</td>\n", | |
| " <td class=\"dark_bg\">0.12</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.12</td>\n", | |
| " <td class=\"dark_bg\">0.88</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVCBigram</td>\n", | |
| " <td rowspan=4>0.884</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.88</td>\n", | |
| " <td class=\"dark_bg\">0.12</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.10</td>\n", | |
| " <td class=\"dark_bg\">0.90</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>Catboost</td>\n", | |
| " <td rowspan=4>0.969</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.97</td>\n", | |
| " <td class=\"dark_bg\">0.03</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.18</td>\n", | |
| " <td class=\"dark_bg\">0.82</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " </tr>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td rowspan=28>blood_pressure</td>\n", | |
| " \n", | |
| " <td rowspan=4>Bayes</td>\n", | |
| " <td rowspan=4>0.840</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.84</td>\n", | |
| " <td class=\"dark_bg\">0.16</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.02</td>\n", | |
| " <td class=\"dark_bg\">0.98</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifier</td>\n", | |
| " <td rowspan=4>0.991</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.99</td>\n", | |
| " <td class=\"dark_bg\">0.01</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.02</td>\n", | |
| " <td class=\"dark_bg\">0.98</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVC</td>\n", | |
| " <td rowspan=4>0.990</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.99</td>\n", | |
| " <td class=\"dark_bg\">0.01</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.04</td>\n", | |
| " <td class=\"dark_bg\">0.96</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>BayesBigram</td>\n", | |
| " <td rowspan=4>0.800</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.80</td>\n", | |
| " <td class=\"dark_bg\">0.20</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.01</td>\n", | |
| " <td class=\"dark_bg\">0.99</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifierBigram</td>\n", | |
| " <td rowspan=4>0.996</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.08</td>\n", | |
| " <td class=\"dark_bg\">0.92</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVCBigram</td>\n", | |
| " <td rowspan=4>0.993</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.99</td>\n", | |
| " <td class=\"dark_bg\">0.01</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.03</td>\n", | |
| " <td class=\"dark_bg\">0.97</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>Catboost</td>\n", | |
| " <td rowspan=4>0.988</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.99</td>\n", | |
| " <td class=\"dark_bg\">0.01</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " </tr>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td rowspan=28>other_symptoms</td>\n", | |
| " \n", | |
| " <td rowspan=4>Bayes</td>\n", | |
| " <td rowspan=4>0.862</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.86</td>\n", | |
| " <td class=\"dark_bg\">0.14</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.05</td>\n", | |
| " <td class=\"dark_bg\">0.95</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifier</td>\n", | |
| " <td rowspan=4>0.942</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.94</td>\n", | |
| " <td class=\"dark_bg\">0.06</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.07</td>\n", | |
| " <td class=\"dark_bg\">0.93</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVC</td>\n", | |
| " <td rowspan=4>0.974</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.97</td>\n", | |
| " <td class=\"dark_bg\">0.03</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.04</td>\n", | |
| " <td class=\"dark_bg\">0.96</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>BayesBigram</td>\n", | |
| " <td rowspan=4>0.851</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.85</td>\n", | |
| " <td class=\"dark_bg\">0.15</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.05</td>\n", | |
| " <td class=\"dark_bg\">0.95</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifierBigram</td>\n", | |
| " <td rowspan=4>0.926</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.93</td>\n", | |
| " <td class=\"dark_bg\">0.07</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.13</td>\n", | |
| " <td class=\"dark_bg\">0.87</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVCBigram</td>\n", | |
| " <td rowspan=4>0.921</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.92</td>\n", | |
| " <td class=\"dark_bg\">0.08</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.09</td>\n", | |
| " <td class=\"dark_bg\">0.91</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>Catboost</td>\n", | |
| " <td rowspan=4>0.977</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.98</td>\n", | |
| " <td class=\"dark_bg\">0.02</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.04</td>\n", | |
| " <td class=\"dark_bg\">0.96</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " </tr>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td rowspan=28>other_diagnoses</td>\n", | |
| " \n", | |
| " <td rowspan=4>Bayes</td>\n", | |
| " <td rowspan=4>0.835</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.83</td>\n", | |
| " <td class=\"dark_bg\">0.17</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.05</td>\n", | |
| " <td class=\"dark_bg\">0.95</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifier</td>\n", | |
| " <td rowspan=4>0.981</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.98</td>\n", | |
| " <td class=\"dark_bg\">0.02</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.07</td>\n", | |
| " <td class=\"dark_bg\">0.93</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVC</td>\n", | |
| " <td rowspan=4>0.981</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.98</td>\n", | |
| " <td class=\"dark_bg\">0.02</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.03</td>\n", | |
| " <td class=\"dark_bg\">0.97</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>BayesBigram</td>\n", | |
| " <td rowspan=4>0.846</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.84</td>\n", | |
| " <td class=\"dark_bg\">0.16</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.07</td>\n", | |
| " <td class=\"dark_bg\">0.93</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifierBigram</td>\n", | |
| " <td rowspan=4>0.968</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.98</td>\n", | |
| " <td class=\"dark_bg\">0.02</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.25</td>\n", | |
| " <td class=\"dark_bg\">0.75</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVCBigram</td>\n", | |
| " <td rowspan=4>0.958</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.96</td>\n", | |
| " <td class=\"dark_bg\">0.04</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.10</td>\n", | |
| " <td class=\"dark_bg\">0.90</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>Catboost</td>\n", | |
| " <td rowspan=4>0.973</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.97</td>\n", | |
| " <td class=\"dark_bg\">0.03</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.03</td>\n", | |
| " <td class=\"dark_bg\">0.97</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " </tr>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td rowspan=28>bad_habits</td>\n", | |
| " \n", | |
| " <td rowspan=4>Bayes</td>\n", | |
| " <td rowspan=4>0.928</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.93</td>\n", | |
| " <td class=\"dark_bg\">0.07</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.02</td>\n", | |
| " <td class=\"dark_bg\">0.98</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifier</td>\n", | |
| " <td rowspan=4>0.995</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.04</td>\n", | |
| " <td class=\"dark_bg\">0.96</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVC</td>\n", | |
| " <td rowspan=4>0.995</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.99</td>\n", | |
| " <td class=\"dark_bg\">0.01</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.03</td>\n", | |
| " <td class=\"dark_bg\">0.97</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>BayesBigram</td>\n", | |
| " <td rowspan=4>0.939</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.94</td>\n", | |
| " <td class=\"dark_bg\">0.06</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.03</td>\n", | |
| " <td class=\"dark_bg\">0.97</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifierBigram</td>\n", | |
| " <td rowspan=4>0.993</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.99</td>\n", | |
| " <td class=\"dark_bg\">0.01</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.15</td>\n", | |
| " <td class=\"dark_bg\">0.85</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVCBigram</td>\n", | |
| " <td rowspan=4>0.994</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.99</td>\n", | |
| " <td class=\"dark_bg\">0.01</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.09</td>\n", | |
| " <td class=\"dark_bg\">0.91</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>Catboost</td>\n", | |
| " <td rowspan=4>0.993</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.99</td>\n", | |
| " <td class=\"dark_bg\">0.01</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.04</td>\n", | |
| " <td class=\"dark_bg\">0.96</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " </tr>\n", | |
| " \n", | |
| " </table>\n", | |
| " \n", | |
| " <style>\n", | |
| " .bordered td, th {\n", | |
| " /* border: 1px solid var(--jp-ui-font-color1) !important; */\n", | |
| " border: 1px solid black !important;\n", | |
| " background-color: transparent;\n", | |
| " text-align: center !important;\n", | |
| " padding: 3px 25px;\n", | |
| " }\n", | |
| " .dark_bg {\n", | |
| " background: var(--jp-layout-color0) !important;\n", | |
| " }\n", | |
| " .light_bg { \n", | |
| " background: var(--jp-rendermime-table-row-background) !important;\n", | |
| " }\n", | |
| " .jp-RenderedHTMLCommon tbody tr {\n", | |
| " background: var(--jp-rendermime-table-row-background) !important;\n", | |
| " }\n", | |
| " .jp-RenderedHTMLCommon tbody tr:hover {\n", | |
| " background: var(--jp-rendermime-table-row-background);\n", | |
| " }\n", | |
| " .jp-RenderedHTMLCommon tbody td:hover {\n", | |
| " background: var(--jp-rendermime-table-row-hover-background);\n", | |
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| " " | |
| ], | |
| "text/plain": [ | |
| "<IPython.core.display.HTML object>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "display_stats(combined_groups)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "# Статистика по признакам" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 9, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "feature_path = (os.path.join(os.getcwd(), 'notebooks', 'estimators', 'dumps', 'pipeline_feature_models_stats_new.joblib'))\n", | |
| "feature_models_stats = joblib.load(feature_path)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 10, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "bigram_feature_path = (os.path.join(os.getcwd(), 'notebooks', 'estimators', 'dumps', 'pipeline_feature_models_stats_bigrams.joblib'))\n", | |
| "bigram_feature_models_stats = joblib.load(bigram_feature_path)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 11, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "catboost_feature_path = (os.path.join(os.getcwd(), 'notebooks', 'estimators', 'dumps', 'catboost_feature_models_stats.joblib'))\n", | |
| "catboost_feature_models_stats = joblib.load(catboost_feature_path)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 12, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "combined_features = combine_stats(feature_models_stats, bigram_feature_models_stats, catboost_feature_models_stats)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 13, | |
| "metadata": { | |
| "scrolled": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/html": [ | |
| "\n", | |
| " <table class=\"bordered\">\n", | |
| " <tr>\n", | |
| " <th>code</th>\n", | |
| " <th>classifier</th>\n", | |
| " <th>accuracy</th>\n", | |
| " <th colspan=3>confusion matrix</th>\n", | |
| " </tr>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td rowspan=28>kbs__characteristic__fully_relief</td>\n", | |
| " \n", | |
| " <td rowspan=4>Bayes</td>\n", | |
| " <td rowspan=4>0.833</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.84</td>\n", | |
| " <td class=\"dark_bg\">0.16</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.26</td>\n", | |
| " <td class=\"dark_bg\">0.74</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifier</td>\n", | |
| " <td rowspan=4>0.865</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.86</td>\n", | |
| " <td class=\"dark_bg\">0.14</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.11</td>\n", | |
| " <td class=\"dark_bg\">0.89</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVC</td>\n", | |
| " <td rowspan=4>0.863</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.86</td>\n", | |
| " <td class=\"dark_bg\">0.14</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.10</td>\n", | |
| " <td class=\"dark_bg\">0.90</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>BayesBigram</td>\n", | |
| " <td rowspan=4>0.842</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.85</td>\n", | |
| " <td class=\"dark_bg\">0.15</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.32</td>\n", | |
| " <td class=\"dark_bg\">0.68</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifierBigram</td>\n", | |
| " <td rowspan=4>0.863</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.87</td>\n", | |
| " <td class=\"dark_bg\">0.13</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.17</td>\n", | |
| " <td class=\"dark_bg\">0.83</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVCBigram</td>\n", | |
| " <td rowspan=4>0.848</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.85</td>\n", | |
| " <td class=\"dark_bg\">0.15</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.22</td>\n", | |
| " <td class=\"dark_bg\">0.78</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>Catboost</td>\n", | |
| " <td rowspan=4>0.899</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.92</td>\n", | |
| " <td class=\"dark_bg\">0.08</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.36</td>\n", | |
| " <td class=\"dark_bg\">0.64</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " </tr>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td rowspan=28>kbs__characteristic__partly_relief</td>\n", | |
| " \n", | |
| " <td rowspan=4>Bayes</td>\n", | |
| " <td rowspan=4>0.841</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.84</td>\n", | |
| " <td class=\"dark_bg\">0.16</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.29</td>\n", | |
| " <td class=\"dark_bg\">0.71</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifier</td>\n", | |
| " <td rowspan=4>0.888</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.89</td>\n", | |
| " <td class=\"dark_bg\">0.11</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.15</td>\n", | |
| " <td class=\"dark_bg\">0.85</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVC</td>\n", | |
| " <td rowspan=4>0.888</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.89</td>\n", | |
| " <td class=\"dark_bg\">0.11</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.23</td>\n", | |
| " <td class=\"dark_bg\">0.77</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>BayesBigram</td>\n", | |
| " <td rowspan=4>0.849</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.85</td>\n", | |
| " <td class=\"dark_bg\">0.15</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.23</td>\n", | |
| " <td class=\"dark_bg\">0.77</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifierBigram</td>\n", | |
| " <td rowspan=4>0.883</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.89</td>\n", | |
| " <td class=\"dark_bg\">0.11</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.21</td>\n", | |
| " <td class=\"dark_bg\">0.79</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVCBigram</td>\n", | |
| " <td rowspan=4>0.886</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.89</td>\n", | |
| " <td class=\"dark_bg\">0.11</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.26</td>\n", | |
| " <td class=\"dark_bg\">0.74</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>Catboost</td>\n", | |
| " <td rowspan=4>0.966</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.97</td>\n", | |
| " <td class=\"dark_bg\">0.03</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.34</td>\n", | |
| " <td class=\"dark_bg\">0.66</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " </tr>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td rowspan=28>kbs__characteristic__pressing</td>\n", | |
| " \n", | |
| " <td rowspan=4>Bayes</td>\n", | |
| " <td rowspan=4>0.631</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.62</td>\n", | |
| " <td class=\"dark_bg\">0.38</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.11</td>\n", | |
| " <td class=\"dark_bg\">0.89</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifier</td>\n", | |
| " <td rowspan=4>0.974</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.98</td>\n", | |
| " <td class=\"dark_bg\">0.02</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.05</td>\n", | |
| " <td class=\"dark_bg\">0.95</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVC</td>\n", | |
| " <td rowspan=4>0.972</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.97</td>\n", | |
| " <td class=\"dark_bg\">0.03</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.05</td>\n", | |
| " <td class=\"dark_bg\">0.95</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>BayesBigram</td>\n", | |
| " <td rowspan=4>0.629</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.62</td>\n", | |
| " <td class=\"dark_bg\">0.38</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.03</td>\n", | |
| " <td class=\"dark_bg\">0.97</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifierBigram</td>\n", | |
| " <td rowspan=4>0.944</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.94</td>\n", | |
| " <td class=\"dark_bg\">0.06</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.05</td>\n", | |
| " <td class=\"dark_bg\">0.95</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVCBigram</td>\n", | |
| " <td rowspan=4>0.946</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.95</td>\n", | |
| " <td class=\"dark_bg\">0.05</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.06</td>\n", | |
| " <td class=\"dark_bg\">0.94</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>Catboost</td>\n", | |
| " <td rowspan=4>0.998</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.02</td>\n", | |
| " <td class=\"dark_bg\">0.98</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " </tr>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td rowspan=28>kbs__characteristic__compressive</td>\n", | |
| " \n", | |
| " <td rowspan=4>Bayes</td>\n", | |
| " <td rowspan=4>0.720</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.67</td>\n", | |
| " <td class=\"dark_bg\">0.33</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.05</td>\n", | |
| " <td class=\"dark_bg\">0.95</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifier</td>\n", | |
| " <td rowspan=4>0.970</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.97</td>\n", | |
| " <td class=\"dark_bg\">0.03</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.05</td>\n", | |
| " <td class=\"dark_bg\">0.95</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVC</td>\n", | |
| " <td rowspan=4>0.985</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.99</td>\n", | |
| " <td class=\"dark_bg\">0.01</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.02</td>\n", | |
| " <td class=\"dark_bg\">0.98</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>BayesBigram</td>\n", | |
| " <td rowspan=4>0.717</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.66</td>\n", | |
| " <td class=\"dark_bg\">0.34</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.02</td>\n", | |
| " <td class=\"dark_bg\">0.98</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifierBigram</td>\n", | |
| " <td rowspan=4>0.954</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.96</td>\n", | |
| " <td class=\"dark_bg\">0.04</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.07</td>\n", | |
| " <td class=\"dark_bg\">0.93</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVCBigram</td>\n", | |
| " <td rowspan=4>0.952</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.95</td>\n", | |
| " <td class=\"dark_bg\">0.05</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.04</td>\n", | |
| " <td class=\"dark_bg\">0.96</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>Catboost</td>\n", | |
| " <td rowspan=4>0.995</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.01</td>\n", | |
| " <td class=\"dark_bg\">0.99</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " </tr>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td rowspan=28>kbs__characteristic__burning</td>\n", | |
| " \n", | |
| " <td rowspan=4>Bayes</td>\n", | |
| " <td rowspan=4>0.672</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.66</td>\n", | |
| " <td class=\"dark_bg\">0.34</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.11</td>\n", | |
| " <td class=\"dark_bg\">0.89</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifier</td>\n", | |
| " <td rowspan=4>0.982</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.98</td>\n", | |
| " <td class=\"dark_bg\">0.02</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.06</td>\n", | |
| " <td class=\"dark_bg\">0.94</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVC</td>\n", | |
| " <td rowspan=4>0.978</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.98</td>\n", | |
| " <td class=\"dark_bg\">0.02</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.04</td>\n", | |
| " <td class=\"dark_bg\">0.96</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>BayesBigram</td>\n", | |
| " <td rowspan=4>0.704</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.69</td>\n", | |
| " <td class=\"dark_bg\">0.31</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.08</td>\n", | |
| " <td class=\"dark_bg\">0.92</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifierBigram</td>\n", | |
| " <td rowspan=4>0.948</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.95</td>\n", | |
| " <td class=\"dark_bg\">0.05</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.11</td>\n", | |
| " <td class=\"dark_bg\">0.89</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVCBigram</td>\n", | |
| " <td rowspan=4>0.943</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.95</td>\n", | |
| " <td class=\"dark_bg\">0.05</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.11</td>\n", | |
| " <td class=\"dark_bg\">0.89</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>Catboost</td>\n", | |
| " <td rowspan=4>0.997</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.02</td>\n", | |
| " <td class=\"dark_bg\">0.98</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " </tr>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td rowspan=28>kbs__characteristic__blunt</td>\n", | |
| " \n", | |
| " <td rowspan=4>Bayes</td>\n", | |
| " <td rowspan=4>0.692</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.69</td>\n", | |
| " <td class=\"dark_bg\">0.31</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.50</td>\n", | |
| " <td class=\"dark_bg\">0.50</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifier</td>\n", | |
| " <td rowspan=4>0.773</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.77</td>\n", | |
| " <td class=\"dark_bg\">0.23</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.25</td>\n", | |
| " <td class=\"dark_bg\">0.75</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVC</td>\n", | |
| " <td rowspan=4>0.785</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.78</td>\n", | |
| " <td class=\"dark_bg\">0.22</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>BayesBigram</td>\n", | |
| " <td rowspan=4>0.732</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.73</td>\n", | |
| " <td class=\"dark_bg\">0.27</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.50</td>\n", | |
| " <td class=\"dark_bg\">0.50</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifierBigram</td>\n", | |
| " <td rowspan=4>0.746</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.75</td>\n", | |
| " <td class=\"dark_bg\">0.25</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.50</td>\n", | |
| " <td class=\"dark_bg\">0.50</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVCBigram</td>\n", | |
| " <td rowspan=4>0.748</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.75</td>\n", | |
| " <td class=\"dark_bg\">0.25</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>Catboost</td>\n", | |
| " <td rowspan=4>0.999</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.25</td>\n", | |
| " <td class=\"dark_bg\">0.75</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " </tr>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td rowspan=28>kbs__characteristic__nagging</td>\n", | |
| " \n", | |
| " <td rowspan=4>Bayes</td>\n", | |
| " <td rowspan=4>0.817</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.82</td>\n", | |
| " <td class=\"dark_bg\">0.18</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.25</td>\n", | |
| " <td class=\"dark_bg\">0.75</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifier</td>\n", | |
| " <td rowspan=4>0.894</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.90</td>\n", | |
| " <td class=\"dark_bg\">0.10</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.42</td>\n", | |
| " <td class=\"dark_bg\">0.58</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVC</td>\n", | |
| " <td rowspan=4>0.883</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.88</td>\n", | |
| " <td class=\"dark_bg\">0.12</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.25</td>\n", | |
| " <td class=\"dark_bg\">0.75</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>BayesBigram</td>\n", | |
| " <td rowspan=4>0.842</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.84</td>\n", | |
| " <td class=\"dark_bg\">0.16</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.33</td>\n", | |
| " <td class=\"dark_bg\">0.67</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifierBigram</td>\n", | |
| " <td rowspan=4>0.880</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.88</td>\n", | |
| " <td class=\"dark_bg\">0.12</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.25</td>\n", | |
| " <td class=\"dark_bg\">0.75</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVCBigram</td>\n", | |
| " <td rowspan=4>0.879</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.88</td>\n", | |
| " <td class=\"dark_bg\">0.12</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.42</td>\n", | |
| " <td class=\"dark_bg\">0.58</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>Catboost</td>\n", | |
| " <td rowspan=4>0.997</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.08</td>\n", | |
| " <td class=\"dark_bg\">0.92</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " </tr>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td rowspan=28>kbs__characteristic__stitching</td>\n", | |
| " \n", | |
| " <td rowspan=4>Bayes</td>\n", | |
| " <td rowspan=4>0.742</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.74</td>\n", | |
| " <td class=\"dark_bg\">0.26</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.27</td>\n", | |
| " <td class=\"dark_bg\">0.73</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifier</td>\n", | |
| " <td rowspan=4>0.813</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.81</td>\n", | |
| " <td class=\"dark_bg\">0.19</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.18</td>\n", | |
| " <td class=\"dark_bg\">0.82</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVC</td>\n", | |
| " <td rowspan=4>0.787</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.79</td>\n", | |
| " <td class=\"dark_bg\">0.21</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.64</td>\n", | |
| " <td class=\"dark_bg\">0.36</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>BayesBigram</td>\n", | |
| " <td rowspan=4>0.786</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.79</td>\n", | |
| " <td class=\"dark_bg\">0.21</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.18</td>\n", | |
| " <td class=\"dark_bg\">0.82</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifierBigram</td>\n", | |
| " <td rowspan=4>0.799</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.80</td>\n", | |
| " <td class=\"dark_bg\">0.20</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.27</td>\n", | |
| " <td class=\"dark_bg\">0.73</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVCBigram</td>\n", | |
| " <td rowspan=4>0.813</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.81</td>\n", | |
| " <td class=\"dark_bg\">0.19</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.36</td>\n", | |
| " <td class=\"dark_bg\">0.64</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>Catboost</td>\n", | |
| " <td rowspan=4>0.998</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.18</td>\n", | |
| " <td class=\"dark_bg\">0.82</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " </tr>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td rowspan=28>kbs__characteristic__intense</td>\n", | |
| " \n", | |
| " <td rowspan=4>Bayes</td>\n", | |
| " <td rowspan=4>0.740</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.74</td>\n", | |
| " <td class=\"dark_bg\">0.26</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.13</td>\n", | |
| " <td class=\"dark_bg\">0.87</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifier</td>\n", | |
| " <td rowspan=4>0.894</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.89</td>\n", | |
| " <td class=\"dark_bg\">0.11</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.13</td>\n", | |
| " <td class=\"dark_bg\">0.87</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVC</td>\n", | |
| " <td rowspan=4>0.893</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.89</td>\n", | |
| " <td class=\"dark_bg\">0.11</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.08</td>\n", | |
| " <td class=\"dark_bg\">0.92</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>BayesBigram</td>\n", | |
| " <td rowspan=4>0.784</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.78</td>\n", | |
| " <td class=\"dark_bg\">0.22</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.18</td>\n", | |
| " <td class=\"dark_bg\">0.82</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifierBigram</td>\n", | |
| " <td rowspan=4>0.848</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.85</td>\n", | |
| " <td class=\"dark_bg\">0.15</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.17</td>\n", | |
| " <td class=\"dark_bg\">0.83</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVCBigram</td>\n", | |
| " <td rowspan=4>0.839</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.84</td>\n", | |
| " <td class=\"dark_bg\">0.16</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.17</td>\n", | |
| " <td class=\"dark_bg\">0.83</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>Catboost</td>\n", | |
| " <td rowspan=4>0.981</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.99</td>\n", | |
| " <td class=\"dark_bg\">0.01</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.37</td>\n", | |
| " <td class=\"dark_bg\">0.63</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " </tr>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td rowspan=28>kbs__characteristic__periodic</td>\n", | |
| " \n", | |
| " <td rowspan=4>Bayes</td>\n", | |
| " <td rowspan=4>0.736</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.74</td>\n", | |
| " <td class=\"dark_bg\">0.26</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.09</td>\n", | |
| " <td class=\"dark_bg\">0.91</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifier</td>\n", | |
| " <td rowspan=4>0.805</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.80</td>\n", | |
| " <td class=\"dark_bg\">0.20</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.09</td>\n", | |
| " <td class=\"dark_bg\">0.91</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVC</td>\n", | |
| " <td rowspan=4>0.827</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.83</td>\n", | |
| " <td class=\"dark_bg\">0.17</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.27</td>\n", | |
| " <td class=\"dark_bg\">0.73</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>BayesBigram</td>\n", | |
| " <td rowspan=4>0.789</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.79</td>\n", | |
| " <td class=\"dark_bg\">0.21</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.36</td>\n", | |
| " <td class=\"dark_bg\">0.64</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifierBigram</td>\n", | |
| " <td rowspan=4>0.822</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.82</td>\n", | |
| " <td class=\"dark_bg\">0.18</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.55</td>\n", | |
| " <td class=\"dark_bg\">0.45</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVCBigram</td>\n", | |
| " <td rowspan=4>0.785</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.79</td>\n", | |
| " <td class=\"dark_bg\">0.21</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.55</td>\n", | |
| " <td class=\"dark_bg\">0.45</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>Catboost</td>\n", | |
| " <td rowspan=4>0.993</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.99</td>\n", | |
| " <td class=\"dark_bg\">0.01</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.27</td>\n", | |
| " <td class=\"dark_bg\">0.73</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " </tr>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td rowspan=28>kbs__characteristic__discomfort</td>\n", | |
| " \n", | |
| " <td rowspan=4>Bayes</td>\n", | |
| " <td rowspan=4>0.919</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.92</td>\n", | |
| " <td class=\"dark_bg\">0.08</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.15</td>\n", | |
| " <td class=\"dark_bg\">0.85</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifier</td>\n", | |
| " <td rowspan=4>0.982</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.98</td>\n", | |
| " <td class=\"dark_bg\">0.02</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.10</td>\n", | |
| " <td class=\"dark_bg\">0.90</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVC</td>\n", | |
| " <td rowspan=4>0.987</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.99</td>\n", | |
| " <td class=\"dark_bg\">0.01</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.12</td>\n", | |
| " <td class=\"dark_bg\">0.88</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>BayesBigram</td>\n", | |
| " <td rowspan=4>0.915</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.92</td>\n", | |
| " <td class=\"dark_bg\">0.08</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.08</td>\n", | |
| " <td class=\"dark_bg\">0.92</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifierBigram</td>\n", | |
| " <td rowspan=4>0.968</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.97</td>\n", | |
| " <td class=\"dark_bg\">0.03</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.02</td>\n", | |
| " <td class=\"dark_bg\">0.98</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVCBigram</td>\n", | |
| " <td rowspan=4>0.974</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.98</td>\n", | |
| " <td class=\"dark_bg\">0.02</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.15</td>\n", | |
| " <td class=\"dark_bg\">0.85</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>Catboost</td>\n", | |
| " <td rowspan=4>0.999</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.02</td>\n", | |
| " <td class=\"dark_bg\">0.98</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " </tr>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td rowspan=28>kbs__characteristic__heaviness</td>\n", | |
| " \n", | |
| " <td rowspan=4>Bayes</td>\n", | |
| " <td rowspan=4>0.781</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.78</td>\n", | |
| " <td class=\"dark_bg\">0.22</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.12</td>\n", | |
| " <td class=\"dark_bg\">0.88</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifier</td>\n", | |
| " <td rowspan=4>0.921</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.92</td>\n", | |
| " <td class=\"dark_bg\">0.08</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.38</td>\n", | |
| " <td class=\"dark_bg\">0.62</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVC</td>\n", | |
| " <td rowspan=4>0.919</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.92</td>\n", | |
| " <td class=\"dark_bg\">0.08</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.25</td>\n", | |
| " <td class=\"dark_bg\">0.75</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>BayesBigram</td>\n", | |
| " <td rowspan=4>0.807</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.81</td>\n", | |
| " <td class=\"dark_bg\">0.19</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.12</td>\n", | |
| " <td class=\"dark_bg\">0.88</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifierBigram</td>\n", | |
| " <td rowspan=4>0.871</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.87</td>\n", | |
| " <td class=\"dark_bg\">0.13</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.12</td>\n", | |
| " <td class=\"dark_bg\">0.88</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVCBigram</td>\n", | |
| " <td rowspan=4>0.861</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.86</td>\n", | |
| " <td class=\"dark_bg\">0.14</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.38</td>\n", | |
| " <td class=\"dark_bg\">0.62</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>Catboost</td>\n", | |
| " <td rowspan=4>0.999</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.06</td>\n", | |
| " <td class=\"dark_bg\">0.94</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " </tr>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td rowspan=28>kbs__characteristic__occurs_at_rest</td>\n", | |
| " \n", | |
| " <td rowspan=4>Bayes</td>\n", | |
| " <td rowspan=4>0.743</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.74</td>\n", | |
| " <td class=\"dark_bg\">0.26</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.20</td>\n", | |
| " <td class=\"dark_bg\">0.80</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifier</td>\n", | |
| " <td rowspan=4>0.866</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.87</td>\n", | |
| " <td class=\"dark_bg\">0.13</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.20</td>\n", | |
| " <td class=\"dark_bg\">0.80</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVC</td>\n", | |
| " <td rowspan=4>0.861</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.86</td>\n", | |
| " <td class=\"dark_bg\">0.14</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.17</td>\n", | |
| " <td class=\"dark_bg\">0.83</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>BayesBigram</td>\n", | |
| " <td rowspan=4>0.763</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.77</td>\n", | |
| " <td class=\"dark_bg\">0.23</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.43</td>\n", | |
| " <td class=\"dark_bg\">0.57</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifierBigram</td>\n", | |
| " <td rowspan=4>0.781</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.78</td>\n", | |
| " <td class=\"dark_bg\">0.22</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.20</td>\n", | |
| " <td class=\"dark_bg\">0.80</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVCBigram</td>\n", | |
| " <td rowspan=4>0.780</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.78</td>\n", | |
| " <td class=\"dark_bg\">0.22</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.17</td>\n", | |
| " <td class=\"dark_bg\">0.83</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>Catboost</td>\n", | |
| " <td rowspan=4>0.933</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.93</td>\n", | |
| " <td class=\"dark_bg\">0.07</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.17</td>\n", | |
| " <td class=\"dark_bg\">0.83</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " </tr>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td rowspan=28>kbs__characteristic__occurs_at_walking</td>\n", | |
| " \n", | |
| " <td rowspan=4>Bayes</td>\n", | |
| " <td rowspan=4>0.809</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.81</td>\n", | |
| " <td class=\"dark_bg\">0.19</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.11</td>\n", | |
| " <td class=\"dark_bg\">0.89</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifier</td>\n", | |
| " <td rowspan=4>0.957</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.96</td>\n", | |
| " <td class=\"dark_bg\">0.04</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.08</td>\n", | |
| " <td class=\"dark_bg\">0.92</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVC</td>\n", | |
| " <td rowspan=4>0.956</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.96</td>\n", | |
| " <td class=\"dark_bg\">0.04</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.02</td>\n", | |
| " <td class=\"dark_bg\">0.98</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>BayesBigram</td>\n", | |
| " <td rowspan=4>0.805</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.80</td>\n", | |
| " <td class=\"dark_bg\">0.20</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.07</td>\n", | |
| " <td class=\"dark_bg\">0.93</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifierBigram</td>\n", | |
| " <td rowspan=4>0.927</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.93</td>\n", | |
| " <td class=\"dark_bg\">0.07</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.13</td>\n", | |
| " <td class=\"dark_bg\">0.87</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVCBigram</td>\n", | |
| " <td rowspan=4>0.935</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.93</td>\n", | |
| " <td class=\"dark_bg\">0.07</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.07</td>\n", | |
| " <td class=\"dark_bg\">0.93</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>Catboost</td>\n", | |
| " <td rowspan=4>0.983</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.98</td>\n", | |
| " <td class=\"dark_bg\">0.02</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.07</td>\n", | |
| " <td class=\"dark_bg\">0.93</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " </tr>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td rowspan=28>kbs__characteristic__occurs_at_physical_activity</td>\n", | |
| " \n", | |
| " <td rowspan=4>Bayes</td>\n", | |
| " <td rowspan=4>0.841</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.84</td>\n", | |
| " <td class=\"dark_bg\">0.16</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.09</td>\n", | |
| " <td class=\"dark_bg\">0.91</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifier</td>\n", | |
| " <td rowspan=4>0.951</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.95</td>\n", | |
| " <td class=\"dark_bg\">0.05</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.07</td>\n", | |
| " <td class=\"dark_bg\">0.93</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVC</td>\n", | |
| " <td rowspan=4>0.951</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.95</td>\n", | |
| " <td class=\"dark_bg\">0.05</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.05</td>\n", | |
| " <td class=\"dark_bg\">0.95</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>BayesBigram</td>\n", | |
| " <td rowspan=4>0.855</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.85</td>\n", | |
| " <td class=\"dark_bg\">0.15</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.09</td>\n", | |
| " <td class=\"dark_bg\">0.91</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifierBigram</td>\n", | |
| " <td rowspan=4>0.928</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.92</td>\n", | |
| " <td class=\"dark_bg\">0.08</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.03</td>\n", | |
| " <td class=\"dark_bg\">0.97</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVCBigram</td>\n", | |
| " <td rowspan=4>0.920</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.92</td>\n", | |
| " <td class=\"dark_bg\">0.08</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.05</td>\n", | |
| " <td class=\"dark_bg\">0.95</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>Catboost</td>\n", | |
| " <td rowspan=4>0.968</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.97</td>\n", | |
| " <td class=\"dark_bg\">0.03</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.08</td>\n", | |
| " <td class=\"dark_bg\">0.92</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " </tr>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td rowspan=28>kbs__relief__rest</td>\n", | |
| " \n", | |
| " <td rowspan=4>Bayes</td>\n", | |
| " <td rowspan=4>0.774</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.75</td>\n", | |
| " <td class=\"dark_bg\">0.25</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.08</td>\n", | |
| " <td class=\"dark_bg\">0.92</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifier</td>\n", | |
| " <td rowspan=4>0.927</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.92</td>\n", | |
| " <td class=\"dark_bg\">0.08</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.03</td>\n", | |
| " <td class=\"dark_bg\">0.97</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVC</td>\n", | |
| " <td rowspan=4>0.919</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.92</td>\n", | |
| " <td class=\"dark_bg\">0.08</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.06</td>\n", | |
| " <td class=\"dark_bg\">0.94</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>BayesBigram</td>\n", | |
| " <td rowspan=4>0.792</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.76</td>\n", | |
| " <td class=\"dark_bg\">0.24</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.03</td>\n", | |
| " <td class=\"dark_bg\">0.97</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifierBigram</td>\n", | |
| " <td rowspan=4>0.888</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.89</td>\n", | |
| " <td class=\"dark_bg\">0.11</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.10</td>\n", | |
| " <td class=\"dark_bg\">0.90</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVCBigram</td>\n", | |
| " <td rowspan=4>0.892</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.89</td>\n", | |
| " <td class=\"dark_bg\">0.11</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.07</td>\n", | |
| " <td class=\"dark_bg\">0.93</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>Catboost</td>\n", | |
| " <td rowspan=4>0.952</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.96</td>\n", | |
| " <td class=\"dark_bg\">0.04</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.08</td>\n", | |
| " <td class=\"dark_bg\">0.92</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " </tr>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td rowspan=28>kbs__relief__medicines</td>\n", | |
| " \n", | |
| " <td rowspan=4>Bayes</td>\n", | |
| " <td rowspan=4>0.791</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.15</td>\n", | |
| " <td class=\"dark_bg\">0.85</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifier</td>\n", | |
| " <td rowspan=4>0.963</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.92</td>\n", | |
| " <td class=\"dark_bg\">0.08</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.02</td>\n", | |
| " <td class=\"dark_bg\">0.98</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVC</td>\n", | |
| " <td rowspan=4>0.977</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.98</td>\n", | |
| " <td class=\"dark_bg\">0.02</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.02</td>\n", | |
| " <td class=\"dark_bg\">0.98</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>BayesBigram</td>\n", | |
| " <td rowspan=4>0.777</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.09</td>\n", | |
| " <td class=\"dark_bg\">0.91</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifierBigram</td>\n", | |
| " <td rowspan=4>0.916</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.77</td>\n", | |
| " <td class=\"dark_bg\">0.23</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.04</td>\n", | |
| " <td class=\"dark_bg\">0.96</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVCBigram</td>\n", | |
| " <td rowspan=4>0.912</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.64</td>\n", | |
| " <td class=\"dark_bg\">0.36</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>Catboost</td>\n", | |
| " <td rowspan=4>0.919</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.88</td>\n", | |
| " <td class=\"dark_bg\">0.12</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.07</td>\n", | |
| " <td class=\"dark_bg\">0.93</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " </tr>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td rowspan=28>kbs__localization__sternum</td>\n", | |
| " \n", | |
| " <td rowspan=4>Bayes</td>\n", | |
| " <td rowspan=4>0.775</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.21</td>\n", | |
| " <td class=\"dark_bg\">0.79</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifier</td>\n", | |
| " <td rowspan=4>0.981</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.95</td>\n", | |
| " <td class=\"dark_bg\">0.05</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.01</td>\n", | |
| " <td class=\"dark_bg\">0.99</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVC</td>\n", | |
| " <td rowspan=4>0.989</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.97</td>\n", | |
| " <td class=\"dark_bg\">0.03</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>BayesBigram</td>\n", | |
| " <td rowspan=4>0.793</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.26</td>\n", | |
| " <td class=\"dark_bg\">0.74</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifierBigram</td>\n", | |
| " <td rowspan=4>0.956</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.86</td>\n", | |
| " <td class=\"dark_bg\">0.14</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.01</td>\n", | |
| " <td class=\"dark_bg\">0.99</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVCBigram</td>\n", | |
| " <td rowspan=4>0.972</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.91</td>\n", | |
| " <td class=\"dark_bg\">0.09</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>Catboost</td>\n", | |
| " <td rowspan=4>0.982</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.97</td>\n", | |
| " <td class=\"dark_bg\">0.03</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.01</td>\n", | |
| " <td class=\"dark_bg\">0.99</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " </tr>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td rowspan=28>kbs__localization__lower_jaw</td>\n", | |
| " \n", | |
| " <td rowspan=4>Bayes</td>\n", | |
| " <td rowspan=4>0.828</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.83</td>\n", | |
| " <td class=\"dark_bg\">0.17</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifier</td>\n", | |
| " <td rowspan=4>0.911</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.91</td>\n", | |
| " <td class=\"dark_bg\">0.09</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVC</td>\n", | |
| " <td rowspan=4>0.854</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.85</td>\n", | |
| " <td class=\"dark_bg\">0.15</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>BayesBigram</td>\n", | |
| " <td rowspan=4>0.871</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.87</td>\n", | |
| " <td class=\"dark_bg\">0.13</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifierBigram</td>\n", | |
| " <td rowspan=4>0.916</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.92</td>\n", | |
| " <td class=\"dark_bg\">0.08</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVCBigram</td>\n", | |
| " <td rowspan=4>0.840</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.84</td>\n", | |
| " <td class=\"dark_bg\">0.16</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>Catboost</td>\n", | |
| " <td rowspan=4>0.995</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " </tr>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td rowspan=1>kbs__localization__throat</td>\n", | |
| " \n", | |
| " </tr>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td rowspan=24>kbs__localization__neck</td>\n", | |
| " \n", | |
| " <td rowspan=4>Bayes</td>\n", | |
| " <td rowspan=4>1.000</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifier</td>\n", | |
| " <td rowspan=4>1.000</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVC</td>\n", | |
| " <td rowspan=4>1.000</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>BayesBigram</td>\n", | |
| " <td rowspan=4>1.000</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifierBigram</td>\n", | |
| " <td rowspan=4>1.000</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVCBigram</td>\n", | |
| " <td rowspan=4>1.000</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " </tr>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td rowspan=24>kbs__localization__left_subclavian_region</td>\n", | |
| " \n", | |
| " <td rowspan=4>Bayes</td>\n", | |
| " <td rowspan=4>0.894</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.89</td>\n", | |
| " <td class=\"dark_bg\">0.11</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifier</td>\n", | |
| " <td rowspan=4>0.864</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.86</td>\n", | |
| " <td class=\"dark_bg\">0.14</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVC</td>\n", | |
| " <td rowspan=4>0.848</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.85</td>\n", | |
| " <td class=\"dark_bg\">0.15</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>BayesBigram</td>\n", | |
| " <td rowspan=4>0.947</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.95</td>\n", | |
| " <td class=\"dark_bg\">0.05</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifierBigram</td>\n", | |
| " <td rowspan=4>0.944</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.94</td>\n", | |
| " <td class=\"dark_bg\">0.06</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVCBigram</td>\n", | |
| " <td rowspan=4>0.942</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.94</td>\n", | |
| " <td class=\"dark_bg\">0.06</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " </tr>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td rowspan=1>kbs__localization__right_subclavian_region</td>\n", | |
| " \n", | |
| " </tr>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td rowspan=28>kbs__localization__left_hand</td>\n", | |
| " \n", | |
| " <td rowspan=4>Bayes</td>\n", | |
| " <td rowspan=4>0.822</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.82</td>\n", | |
| " <td class=\"dark_bg\">0.18</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifier</td>\n", | |
| " <td rowspan=4>0.868</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.87</td>\n", | |
| " <td class=\"dark_bg\">0.13</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVC</td>\n", | |
| " <td rowspan=4>0.885</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.89</td>\n", | |
| " <td class=\"dark_bg\">0.11</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>BayesBigram</td>\n", | |
| " <td rowspan=4>0.851</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.85</td>\n", | |
| " <td class=\"dark_bg\">0.15</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifierBigram</td>\n", | |
| " <td rowspan=4>0.941</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.94</td>\n", | |
| " <td class=\"dark_bg\">0.06</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVCBigram</td>\n", | |
| " <td rowspan=4>0.857</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.86</td>\n", | |
| " <td class=\"dark_bg\">0.14</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>Catboost</td>\n", | |
| " <td rowspan=4>0.981</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.98</td>\n", | |
| " <td class=\"dark_bg\">0.02</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " </tr>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td rowspan=24>kbs__localization__right_hand</td>\n", | |
| " \n", | |
| " <td rowspan=4>Bayes</td>\n", | |
| " <td rowspan=4>0.790</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.79</td>\n", | |
| " <td class=\"dark_bg\">0.21</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifier</td>\n", | |
| " <td rowspan=4>0.910</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.91</td>\n", | |
| " <td class=\"dark_bg\">0.09</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVC</td>\n", | |
| " <td rowspan=4>0.869</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.87</td>\n", | |
| " <td class=\"dark_bg\">0.13</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>BayesBigram</td>\n", | |
| " <td rowspan=4>0.867</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.87</td>\n", | |
| " <td class=\"dark_bg\">0.13</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifierBigram</td>\n", | |
| " <td rowspan=4>0.987</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.99</td>\n", | |
| " <td class=\"dark_bg\">0.01</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVCBigram</td>\n", | |
| " <td rowspan=4>0.865</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.87</td>\n", | |
| " <td class=\"dark_bg\">0.13</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " </tr>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td rowspan=28>kbs__localization__left_shoulder</td>\n", | |
| " \n", | |
| " <td rowspan=4>Bayes</td>\n", | |
| " <td rowspan=4>0.900</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.90</td>\n", | |
| " <td class=\"dark_bg\">0.10</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifier</td>\n", | |
| " <td rowspan=4>0.940</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.94</td>\n", | |
| " <td class=\"dark_bg\">0.06</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVC</td>\n", | |
| " <td rowspan=4>0.952</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.95</td>\n", | |
| " <td class=\"dark_bg\">0.05</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>BayesBigram</td>\n", | |
| " <td rowspan=4>0.930</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.93</td>\n", | |
| " <td class=\"dark_bg\">0.07</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifierBigram</td>\n", | |
| " <td rowspan=4>0.956</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.96</td>\n", | |
| " <td class=\"dark_bg\">0.04</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVCBigram</td>\n", | |
| " <td rowspan=4>0.944</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.94</td>\n", | |
| " <td class=\"dark_bg\">0.06</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>Catboost</td>\n", | |
| " <td rowspan=4>1.000</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " </tr>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td rowspan=24>kbs__localization__right_shoulder</td>\n", | |
| " \n", | |
| " <td rowspan=4>Bayes</td>\n", | |
| " <td rowspan=4>0.976</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.98</td>\n", | |
| " <td class=\"dark_bg\">0.02</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifier</td>\n", | |
| " <td rowspan=4>0.983</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.98</td>\n", | |
| " <td class=\"dark_bg\">0.02</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVC</td>\n", | |
| " <td rowspan=4>0.985</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.98</td>\n", | |
| " <td class=\"dark_bg\">0.02</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>BayesBigram</td>\n", | |
| " <td rowspan=4>1.000</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\"></td>\n", | |
| " <td class=\"dark_bg\"></td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\"></td>\n", | |
| " <td class=\"dark_bg\"></td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifierBigram</td>\n", | |
| " <td rowspan=4>1.000</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVCBigram</td>\n", | |
| " <td rowspan=4>1.000</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\"></td>\n", | |
| " <td class=\"dark_bg\"></td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\"></td>\n", | |
| " <td class=\"dark_bg\"></td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " </tr>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td rowspan=28>kbs__localization__epigastrium</td>\n", | |
| " \n", | |
| " <td rowspan=4>Bayes</td>\n", | |
| " <td rowspan=4>0.905</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.91</td>\n", | |
| " <td class=\"dark_bg\">0.09</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.67</td>\n", | |
| " <td class=\"dark_bg\">0.33</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifier</td>\n", | |
| " <td rowspan=4>0.883</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.88</td>\n", | |
| " <td class=\"dark_bg\">0.12</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.22</td>\n", | |
| " <td class=\"dark_bg\">0.78</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVC</td>\n", | |
| " <td rowspan=4>0.882</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.88</td>\n", | |
| " <td class=\"dark_bg\">0.12</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.56</td>\n", | |
| " <td class=\"dark_bg\">0.44</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>BayesBigram</td>\n", | |
| " <td rowspan=4>0.882</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.88</td>\n", | |
| " <td class=\"dark_bg\">0.12</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.44</td>\n", | |
| " <td class=\"dark_bg\">0.56</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifierBigram</td>\n", | |
| " <td rowspan=4>0.862</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.86</td>\n", | |
| " <td class=\"dark_bg\">0.14</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.22</td>\n", | |
| " <td class=\"dark_bg\">0.78</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVCBigram</td>\n", | |
| " <td rowspan=4>0.884</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.88</td>\n", | |
| " <td class=\"dark_bg\">0.12</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.33</td>\n", | |
| " <td class=\"dark_bg\">0.67</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>Catboost</td>\n", | |
| " <td rowspan=4>1.000</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " </tr>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td rowspan=28>kbs__localization__back</td>\n", | |
| " \n", | |
| " <td rowspan=4>Bayes</td>\n", | |
| " <td rowspan=4>0.873</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.87</td>\n", | |
| " <td class=\"dark_bg\">0.13</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.50</td>\n", | |
| " <td class=\"dark_bg\">0.50</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifier</td>\n", | |
| " <td rowspan=4>0.890</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.89</td>\n", | |
| " <td class=\"dark_bg\">0.11</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.50</td>\n", | |
| " <td class=\"dark_bg\">0.50</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVC</td>\n", | |
| " <td rowspan=4>0.915</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.91</td>\n", | |
| " <td class=\"dark_bg\">0.09</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.50</td>\n", | |
| " <td class=\"dark_bg\">0.50</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>BayesBigram</td>\n", | |
| " <td rowspan=4>0.918</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.92</td>\n", | |
| " <td class=\"dark_bg\">0.08</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.50</td>\n", | |
| " <td class=\"dark_bg\">0.50</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifierBigram</td>\n", | |
| " <td rowspan=4>0.912</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.91</td>\n", | |
| " <td class=\"dark_bg\">0.09</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVCBigram</td>\n", | |
| " <td rowspan=4>0.880</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.88</td>\n", | |
| " <td class=\"dark_bg\">0.12</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.50</td>\n", | |
| " <td class=\"dark_bg\">0.50</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>Catboost</td>\n", | |
| " <td rowspan=4>1.000</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " </tr>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td rowspan=28>kbs__localization__interscapular_region</td>\n", | |
| " \n", | |
| " <td rowspan=4>Bayes</td>\n", | |
| " <td rowspan=4>0.795</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.80</td>\n", | |
| " <td class=\"dark_bg\">0.20</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.50</td>\n", | |
| " <td class=\"dark_bg\">0.50</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifier</td>\n", | |
| " <td rowspan=4>0.787</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.79</td>\n", | |
| " <td class=\"dark_bg\">0.21</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVC</td>\n", | |
| " <td rowspan=4>0.831</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.83</td>\n", | |
| " <td class=\"dark_bg\">0.17</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.50</td>\n", | |
| " <td class=\"dark_bg\">0.50</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>BayesBigram</td>\n", | |
| " <td rowspan=4>0.811</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.81</td>\n", | |
| " <td class=\"dark_bg\">0.19</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifierBigram</td>\n", | |
| " <td rowspan=4>0.909</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.91</td>\n", | |
| " <td class=\"dark_bg\">0.09</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVCBigram</td>\n", | |
| " <td rowspan=4>0.847</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.85</td>\n", | |
| " <td class=\"dark_bg\">0.15</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.50</td>\n", | |
| " <td class=\"dark_bg\">0.50</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>Catboost</td>\n", | |
| " <td rowspan=4>1.000</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " </tr>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td rowspan=28>kbs__localization__left_shoulder_blade</td>\n", | |
| " \n", | |
| " <td rowspan=4>Bayes</td>\n", | |
| " <td rowspan=4>0.790</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.79</td>\n", | |
| " <td class=\"dark_bg\">0.21</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.20</td>\n", | |
| " <td class=\"dark_bg\">0.80</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifier</td>\n", | |
| " <td rowspan=4>0.885</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.89</td>\n", | |
| " <td class=\"dark_bg\">0.11</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.80</td>\n", | |
| " <td class=\"dark_bg\">0.20</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVC</td>\n", | |
| " <td rowspan=4>0.864</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.86</td>\n", | |
| " <td class=\"dark_bg\">0.14</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.60</td>\n", | |
| " <td class=\"dark_bg\">0.40</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>BayesBigram</td>\n", | |
| " <td rowspan=4>0.805</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.80</td>\n", | |
| " <td class=\"dark_bg\">0.20</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.20</td>\n", | |
| " <td class=\"dark_bg\">0.80</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifierBigram</td>\n", | |
| " <td rowspan=4>0.856</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.86</td>\n", | |
| " <td class=\"dark_bg\">0.14</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.40</td>\n", | |
| " <td class=\"dark_bg\">0.60</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVCBigram</td>\n", | |
| " <td rowspan=4>0.853</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.85</td>\n", | |
| " <td class=\"dark_bg\">0.15</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.40</td>\n", | |
| " <td class=\"dark_bg\">0.60</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>Catboost</td>\n", | |
| " <td rowspan=4>1.000</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " </tr>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td rowspan=28>kbs__localization__right_shoulder_blade</td>\n", | |
| " \n", | |
| " <td rowspan=4>Bayes</td>\n", | |
| " <td rowspan=4>0.650</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.65</td>\n", | |
| " <td class=\"dark_bg\">0.35</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifier</td>\n", | |
| " <td rowspan=4>0.886</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.89</td>\n", | |
| " <td class=\"dark_bg\">0.11</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVC</td>\n", | |
| " <td rowspan=4>0.807</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.81</td>\n", | |
| " <td class=\"dark_bg\">0.19</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>BayesBigram</td>\n", | |
| " <td rowspan=4>0.898</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.90</td>\n", | |
| " <td class=\"dark_bg\">0.10</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifierBigram</td>\n", | |
| " <td rowspan=4>0.827</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.83</td>\n", | |
| " <td class=\"dark_bg\">0.17</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVCBigram</td>\n", | |
| " <td rowspan=4>0.867</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.87</td>\n", | |
| " <td class=\"dark_bg\">0.13</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>Catboost</td>\n", | |
| " <td rowspan=4>0.955</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.96</td>\n", | |
| " <td class=\"dark_bg\">0.04</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " </tr>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td rowspan=28>kbs__localization__lower_back</td>\n", | |
| " \n", | |
| " <td rowspan=4>Bayes</td>\n", | |
| " <td rowspan=4>0.894</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.89</td>\n", | |
| " <td class=\"dark_bg\">0.11</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifier</td>\n", | |
| " <td rowspan=4>0.934</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.93</td>\n", | |
| " <td class=\"dark_bg\">0.07</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVC</td>\n", | |
| " <td rowspan=4>0.900</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.90</td>\n", | |
| " <td class=\"dark_bg\">0.10</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>BayesBigram</td>\n", | |
| " <td rowspan=4>0.962</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.96</td>\n", | |
| " <td class=\"dark_bg\">0.04</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifierBigram</td>\n", | |
| " <td rowspan=4>0.972</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.97</td>\n", | |
| " <td class=\"dark_bg\">0.03</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVCBigram</td>\n", | |
| " <td rowspan=4>0.957</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.96</td>\n", | |
| " <td class=\"dark_bg\">0.04</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>Catboost</td>\n", | |
| " <td rowspan=4>1.000</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\"></td>\n", | |
| " <td class=\"dark_bg\"></td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\"></td>\n", | |
| " <td class=\"dark_bg\"></td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " </tr>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td rowspan=28>kbs__localization__heart</td>\n", | |
| " \n", | |
| " <td rowspan=4>Bayes</td>\n", | |
| " <td rowspan=4>0.904</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.90</td>\n", | |
| " <td class=\"dark_bg\">0.10</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.10</td>\n", | |
| " <td class=\"dark_bg\">0.90</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifier</td>\n", | |
| " <td rowspan=4>0.981</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.98</td>\n", | |
| " <td class=\"dark_bg\">0.02</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.03</td>\n", | |
| " <td class=\"dark_bg\">0.97</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVC</td>\n", | |
| " <td rowspan=4>0.973</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.98</td>\n", | |
| " <td class=\"dark_bg\">0.02</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.06</td>\n", | |
| " <td class=\"dark_bg\">0.94</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>BayesBigram</td>\n", | |
| " <td rowspan=4>0.913</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.91</td>\n", | |
| " <td class=\"dark_bg\">0.09</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.09</td>\n", | |
| " <td class=\"dark_bg\">0.91</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifierBigram</td>\n", | |
| " <td rowspan=4>0.977</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.98</td>\n", | |
| " <td class=\"dark_bg\">0.02</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.05</td>\n", | |
| " <td class=\"dark_bg\">0.95</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVCBigram</td>\n", | |
| " <td rowspan=4>0.977</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.98</td>\n", | |
| " <td class=\"dark_bg\">0.02</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.04</td>\n", | |
| " <td class=\"dark_bg\">0.96</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>Catboost</td>\n", | |
| " <td rowspan=4>0.981</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.98</td>\n", | |
| " <td class=\"dark_bg\">0.02</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.02</td>\n", | |
| " <td class=\"dark_bg\">0.98</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " </tr>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td rowspan=28>kbs__irradiation__sternum</td>\n", | |
| " \n", | |
| " <td rowspan=4>Bayes</td>\n", | |
| " <td rowspan=4>0.937</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.94</td>\n", | |
| " <td class=\"dark_bg\">0.06</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.12</td>\n", | |
| " <td class=\"dark_bg\">0.88</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifier</td>\n", | |
| " <td rowspan=4>0.940</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.94</td>\n", | |
| " <td class=\"dark_bg\">0.06</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.12</td>\n", | |
| " <td class=\"dark_bg\">0.88</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVC</td>\n", | |
| " <td rowspan=4>0.945</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.95</td>\n", | |
| " <td class=\"dark_bg\">0.05</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.25</td>\n", | |
| " <td class=\"dark_bg\">0.75</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>BayesBigram</td>\n", | |
| " <td rowspan=4>0.919</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.92</td>\n", | |
| " <td class=\"dark_bg\">0.08</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifierBigram</td>\n", | |
| " <td rowspan=4>0.957</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.96</td>\n", | |
| " <td class=\"dark_bg\">0.04</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.50</td>\n", | |
| " <td class=\"dark_bg\">0.50</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVCBigram</td>\n", | |
| " <td rowspan=4>0.936</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.94</td>\n", | |
| " <td class=\"dark_bg\">0.06</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.25</td>\n", | |
| " <td class=\"dark_bg\">0.75</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>Catboost</td>\n", | |
| " <td rowspan=4>0.972</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.98</td>\n", | |
| " <td class=\"dark_bg\">0.02</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.38</td>\n", | |
| " <td class=\"dark_bg\">0.62</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " </tr>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td rowspan=28>kbs__irradiation__lower_jaw</td>\n", | |
| " \n", | |
| " <td rowspan=4>Bayes</td>\n", | |
| " <td rowspan=4>0.813</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.81</td>\n", | |
| " <td class=\"dark_bg\">0.19</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.11</td>\n", | |
| " <td class=\"dark_bg\">0.89</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifier</td>\n", | |
| " <td rowspan=4>0.936</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.94</td>\n", | |
| " <td class=\"dark_bg\">0.06</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.22</td>\n", | |
| " <td class=\"dark_bg\">0.78</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVC</td>\n", | |
| " <td rowspan=4>0.935</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.94</td>\n", | |
| " <td class=\"dark_bg\">0.06</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.11</td>\n", | |
| " <td class=\"dark_bg\">0.89</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>BayesBigram</td>\n", | |
| " <td rowspan=4>0.820</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.82</td>\n", | |
| " <td class=\"dark_bg\">0.18</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.44</td>\n", | |
| " <td class=\"dark_bg\">0.56</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifierBigram</td>\n", | |
| " <td rowspan=4>0.878</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.88</td>\n", | |
| " <td class=\"dark_bg\">0.12</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.33</td>\n", | |
| " <td class=\"dark_bg\">0.67</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVCBigram</td>\n", | |
| " <td rowspan=4>0.864</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.86</td>\n", | |
| " <td class=\"dark_bg\">0.14</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.11</td>\n", | |
| " <td class=\"dark_bg\">0.89</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>Catboost</td>\n", | |
| " <td rowspan=4>1.000</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " </tr>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td rowspan=28>kbs__irradiation__throat</td>\n", | |
| " \n", | |
| " <td rowspan=4>Bayes</td>\n", | |
| " <td rowspan=4>0.911</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.91</td>\n", | |
| " <td class=\"dark_bg\">0.09</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifier</td>\n", | |
| " <td rowspan=4>0.902</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.90</td>\n", | |
| " <td class=\"dark_bg\">0.10</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVC</td>\n", | |
| " <td rowspan=4>0.931</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.93</td>\n", | |
| " <td class=\"dark_bg\">0.07</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>BayesBigram</td>\n", | |
| " <td rowspan=4>0.967</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.97</td>\n", | |
| " <td class=\"dark_bg\">0.03</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifierBigram</td>\n", | |
| " <td rowspan=4>0.966</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.97</td>\n", | |
| " <td class=\"dark_bg\">0.03</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVCBigram</td>\n", | |
| " <td rowspan=4>0.971</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.97</td>\n", | |
| " <td class=\"dark_bg\">0.03</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>Catboost</td>\n", | |
| " <td rowspan=4>0.999</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\"></td>\n", | |
| " <td class=\"dark_bg\"></td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\"></td>\n", | |
| " <td class=\"dark_bg\"></td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " </tr>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td rowspan=28>kbs__irradiation__neck</td>\n", | |
| " \n", | |
| " <td rowspan=4>Bayes</td>\n", | |
| " <td rowspan=4>0.854</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.86</td>\n", | |
| " <td class=\"dark_bg\">0.14</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.36</td>\n", | |
| " <td class=\"dark_bg\">0.64</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifier</td>\n", | |
| " <td rowspan=4>0.915</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.92</td>\n", | |
| " <td class=\"dark_bg\">0.08</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.18</td>\n", | |
| " <td class=\"dark_bg\">0.82</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVC</td>\n", | |
| " <td rowspan=4>0.897</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.90</td>\n", | |
| " <td class=\"dark_bg\">0.10</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>BayesBigram</td>\n", | |
| " <td rowspan=4>0.900</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.90</td>\n", | |
| " <td class=\"dark_bg\">0.10</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.36</td>\n", | |
| " <td class=\"dark_bg\">0.64</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifierBigram</td>\n", | |
| " <td rowspan=4>0.875</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.88</td>\n", | |
| " <td class=\"dark_bg\">0.12</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.55</td>\n", | |
| " <td class=\"dark_bg\">0.45</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVCBigram</td>\n", | |
| " <td rowspan=4>0.857</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.86</td>\n", | |
| " <td class=\"dark_bg\">0.14</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.18</td>\n", | |
| " <td class=\"dark_bg\">0.82</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>Catboost</td>\n", | |
| " <td rowspan=4>1.000</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " </tr>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td rowspan=24>kbs__irradiation__left_subclavian_region</td>\n", | |
| " \n", | |
| " <td rowspan=4>Bayes</td>\n", | |
| " <td rowspan=4>0.953</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.95</td>\n", | |
| " <td class=\"dark_bg\">0.05</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifier</td>\n", | |
| " <td rowspan=4>0.825</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.82</td>\n", | |
| " <td class=\"dark_bg\">0.18</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVC</td>\n", | |
| " <td rowspan=4>0.860</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.86</td>\n", | |
| " <td class=\"dark_bg\">0.14</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>BayesBigram</td>\n", | |
| " <td rowspan=4>0.946</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.95</td>\n", | |
| " <td class=\"dark_bg\">0.05</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifierBigram</td>\n", | |
| " <td rowspan=4>0.796</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.80</td>\n", | |
| " <td class=\"dark_bg\">0.20</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVCBigram</td>\n", | |
| " <td rowspan=4>0.846</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.85</td>\n", | |
| " <td class=\"dark_bg\">0.15</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " </tr>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td rowspan=1>kbs__irradiation__right_subclavian_region</td>\n", | |
| " \n", | |
| " </tr>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td rowspan=28>kbs__irradiation__left_hand</td>\n", | |
| " \n", | |
| " <td rowspan=4>Bayes</td>\n", | |
| " <td rowspan=4>0.788</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.75</td>\n", | |
| " <td class=\"dark_bg\">0.25</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.09</td>\n", | |
| " <td class=\"dark_bg\">0.91</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifier</td>\n", | |
| " <td rowspan=4>0.983</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.99</td>\n", | |
| " <td class=\"dark_bg\">0.01</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.04</td>\n", | |
| " <td class=\"dark_bg\">0.96</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVC</td>\n", | |
| " <td rowspan=4>0.983</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.98</td>\n", | |
| " <td class=\"dark_bg\">0.02</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>BayesBigram</td>\n", | |
| " <td rowspan=4>0.840</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.81</td>\n", | |
| " <td class=\"dark_bg\">0.19</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.07</td>\n", | |
| " <td class=\"dark_bg\">0.93</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifierBigram</td>\n", | |
| " <td rowspan=4>0.969</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.98</td>\n", | |
| " <td class=\"dark_bg\">0.02</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.07</td>\n", | |
| " <td class=\"dark_bg\">0.93</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVCBigram</td>\n", | |
| " <td rowspan=4>0.973</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.97</td>\n", | |
| " <td class=\"dark_bg\">0.03</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.01</td>\n", | |
| " <td class=\"dark_bg\">0.99</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>Catboost</td>\n", | |
| " <td rowspan=4>0.982</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.99</td>\n", | |
| " <td class=\"dark_bg\">0.01</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.03</td>\n", | |
| " <td class=\"dark_bg\">0.97</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " </tr>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td rowspan=28>kbs__irradiation__right_hand</td>\n", | |
| " \n", | |
| " <td rowspan=4>Bayes</td>\n", | |
| " <td rowspan=4>0.801</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.80</td>\n", | |
| " <td class=\"dark_bg\">0.20</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.29</td>\n", | |
| " <td class=\"dark_bg\">0.71</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifier</td>\n", | |
| " <td rowspan=4>0.892</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.90</td>\n", | |
| " <td class=\"dark_bg\">0.10</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.36</td>\n", | |
| " <td class=\"dark_bg\">0.64</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVC</td>\n", | |
| " <td rowspan=4>0.895</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.90</td>\n", | |
| " <td class=\"dark_bg\">0.10</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.29</td>\n", | |
| " <td class=\"dark_bg\">0.71</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>BayesBigram</td>\n", | |
| " <td rowspan=4>0.858</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.86</td>\n", | |
| " <td class=\"dark_bg\">0.14</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.36</td>\n", | |
| " <td class=\"dark_bg\">0.64</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifierBigram</td>\n", | |
| " <td rowspan=4>0.890</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.90</td>\n", | |
| " <td class=\"dark_bg\">0.10</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.50</td>\n", | |
| " <td class=\"dark_bg\">0.50</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVCBigram</td>\n", | |
| " <td rowspan=4>0.882</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.89</td>\n", | |
| " <td class=\"dark_bg\">0.11</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.36</td>\n", | |
| " <td class=\"dark_bg\">0.64</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>Catboost</td>\n", | |
| " <td rowspan=4>0.987</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.99</td>\n", | |
| " <td class=\"dark_bg\">0.01</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.14</td>\n", | |
| " <td class=\"dark_bg\">0.86</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " </tr>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td rowspan=28>kbs__irradiation__left_shoulder</td>\n", | |
| " \n", | |
| " <td rowspan=4>Bayes</td>\n", | |
| " <td rowspan=4>0.800</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.81</td>\n", | |
| " <td class=\"dark_bg\">0.19</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.67</td>\n", | |
| " <td class=\"dark_bg\">0.33</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifier</td>\n", | |
| " <td rowspan=4>0.897</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.90</td>\n", | |
| " <td class=\"dark_bg\">0.10</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.22</td>\n", | |
| " <td class=\"dark_bg\">0.78</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVC</td>\n", | |
| " <td rowspan=4>0.892</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.89</td>\n", | |
| " <td class=\"dark_bg\">0.11</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.33</td>\n", | |
| " <td class=\"dark_bg\">0.67</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>BayesBigram</td>\n", | |
| " <td rowspan=4>0.838</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.84</td>\n", | |
| " <td class=\"dark_bg\">0.16</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.22</td>\n", | |
| " <td class=\"dark_bg\">0.78</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifierBigram</td>\n", | |
| " <td rowspan=4>0.878</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.88</td>\n", | |
| " <td class=\"dark_bg\">0.12</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.33</td>\n", | |
| " <td class=\"dark_bg\">0.67</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVCBigram</td>\n", | |
| " <td rowspan=4>0.868</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.87</td>\n", | |
| " <td class=\"dark_bg\">0.13</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.56</td>\n", | |
| " <td class=\"dark_bg\">0.44</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>Catboost</td>\n", | |
| " <td rowspan=4>0.996</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.33</td>\n", | |
| " <td class=\"dark_bg\">0.67</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " </tr>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td rowspan=28>kbs__irradiation__right_shoulder</td>\n", | |
| " \n", | |
| " <td rowspan=4>Bayes</td>\n", | |
| " <td rowspan=4>0.835</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.83</td>\n", | |
| " <td class=\"dark_bg\">0.17</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifier</td>\n", | |
| " <td rowspan=4>0.840</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.84</td>\n", | |
| " <td class=\"dark_bg\">0.16</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVC</td>\n", | |
| " <td rowspan=4>0.873</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.87</td>\n", | |
| " <td class=\"dark_bg\">0.13</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>BayesBigram</td>\n", | |
| " <td rowspan=4>0.834</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.83</td>\n", | |
| " <td class=\"dark_bg\">0.17</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifierBigram</td>\n", | |
| " <td rowspan=4>0.827</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.83</td>\n", | |
| " <td class=\"dark_bg\">0.17</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVCBigram</td>\n", | |
| " <td rowspan=4>0.800</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.80</td>\n", | |
| " <td class=\"dark_bg\">0.20</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>Catboost</td>\n", | |
| " <td rowspan=4>0.999</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\"></td>\n", | |
| " <td class=\"dark_bg\"></td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\"></td>\n", | |
| " <td class=\"dark_bg\"></td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " </tr>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td rowspan=28>kbs__irradiation__epigastrium</td>\n", | |
| " \n", | |
| " <td rowspan=4>Bayes</td>\n", | |
| " <td rowspan=4>0.777</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.78</td>\n", | |
| " <td class=\"dark_bg\">0.22</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifier</td>\n", | |
| " <td rowspan=4>0.869</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.87</td>\n", | |
| " <td class=\"dark_bg\">0.13</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVC</td>\n", | |
| " <td rowspan=4>0.790</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.79</td>\n", | |
| " <td class=\"dark_bg\">0.21</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.50</td>\n", | |
| " <td class=\"dark_bg\">0.50</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>BayesBigram</td>\n", | |
| " <td rowspan=4>0.846</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.85</td>\n", | |
| " <td class=\"dark_bg\">0.15</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.50</td>\n", | |
| " <td class=\"dark_bg\">0.50</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifierBigram</td>\n", | |
| " <td rowspan=4>0.786</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.79</td>\n", | |
| " <td class=\"dark_bg\">0.21</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.50</td>\n", | |
| " <td class=\"dark_bg\">0.50</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVCBigram</td>\n", | |
| " <td rowspan=4>0.789</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.79</td>\n", | |
| " <td class=\"dark_bg\">0.21</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>Catboost</td>\n", | |
| " <td rowspan=4>0.998</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\"></td>\n", | |
| " <td class=\"dark_bg\"></td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\"></td>\n", | |
| " <td class=\"dark_bg\"></td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " </tr>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td rowspan=28>kbs__irradiation__back</td>\n", | |
| " \n", | |
| " <td rowspan=4>Bayes</td>\n", | |
| " <td rowspan=4>0.760</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.76</td>\n", | |
| " <td class=\"dark_bg\">0.24</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.33</td>\n", | |
| " <td class=\"dark_bg\">0.67</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifier</td>\n", | |
| " <td rowspan=4>0.939</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.94</td>\n", | |
| " <td class=\"dark_bg\">0.06</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.08</td>\n", | |
| " <td class=\"dark_bg\">0.92</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVC</td>\n", | |
| " <td rowspan=4>0.910</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.91</td>\n", | |
| " <td class=\"dark_bg\">0.09</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.33</td>\n", | |
| " <td class=\"dark_bg\">0.67</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>BayesBigram</td>\n", | |
| " <td rowspan=4>0.835</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.84</td>\n", | |
| " <td class=\"dark_bg\">0.16</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.50</td>\n", | |
| " <td class=\"dark_bg\">0.50</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifierBigram</td>\n", | |
| " <td rowspan=4>0.861</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.86</td>\n", | |
| " <td class=\"dark_bg\">0.14</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.33</td>\n", | |
| " <td class=\"dark_bg\">0.67</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVCBigram</td>\n", | |
| " <td rowspan=4>0.895</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.90</td>\n", | |
| " <td class=\"dark_bg\">0.10</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.42</td>\n", | |
| " <td class=\"dark_bg\">0.58</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>Catboost</td>\n", | |
| " <td rowspan=4>1.000</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " </tr>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td rowspan=28>kbs__irradiation__interscapular_region</td>\n", | |
| " \n", | |
| " <td rowspan=4>Bayes</td>\n", | |
| " <td rowspan=4>0.820</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.82</td>\n", | |
| " <td class=\"dark_bg\">0.18</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.14</td>\n", | |
| " <td class=\"dark_bg\">0.86</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifier</td>\n", | |
| " <td rowspan=4>0.942</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.94</td>\n", | |
| " <td class=\"dark_bg\">0.06</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.29</td>\n", | |
| " <td class=\"dark_bg\">0.71</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVC</td>\n", | |
| " <td rowspan=4>0.944</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.95</td>\n", | |
| " <td class=\"dark_bg\">0.05</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.14</td>\n", | |
| " <td class=\"dark_bg\">0.86</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>BayesBigram</td>\n", | |
| " <td rowspan=4>0.837</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.84</td>\n", | |
| " <td class=\"dark_bg\">0.16</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.14</td>\n", | |
| " <td class=\"dark_bg\">0.86</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifierBigram</td>\n", | |
| " <td rowspan=4>0.927</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.93</td>\n", | |
| " <td class=\"dark_bg\">0.07</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.57</td>\n", | |
| " <td class=\"dark_bg\">0.43</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVCBigram</td>\n", | |
| " <td rowspan=4>0.908</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.91</td>\n", | |
| " <td class=\"dark_bg\">0.09</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.43</td>\n", | |
| " <td class=\"dark_bg\">0.57</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>Catboost</td>\n", | |
| " <td rowspan=4>0.999</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.14</td>\n", | |
| " <td class=\"dark_bg\">0.86</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " </tr>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td rowspan=28>kbs__irradiation__left_shoulder_blade</td>\n", | |
| " \n", | |
| " <td rowspan=4>Bayes</td>\n", | |
| " <td rowspan=4>0.811</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.80</td>\n", | |
| " <td class=\"dark_bg\">0.20</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.06</td>\n", | |
| " <td class=\"dark_bg\">0.94</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifier</td>\n", | |
| " <td rowspan=4>0.977</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.98</td>\n", | |
| " <td class=\"dark_bg\">0.02</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.04</td>\n", | |
| " <td class=\"dark_bg\">0.96</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVC</td>\n", | |
| " <td rowspan=4>0.979</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.98</td>\n", | |
| " <td class=\"dark_bg\">0.02</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.04</td>\n", | |
| " <td class=\"dark_bg\">0.96</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>BayesBigram</td>\n", | |
| " <td rowspan=4>0.824</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.82</td>\n", | |
| " <td class=\"dark_bg\">0.18</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.11</td>\n", | |
| " <td class=\"dark_bg\">0.89</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifierBigram</td>\n", | |
| " <td rowspan=4>0.966</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.96</td>\n", | |
| " <td class=\"dark_bg\">0.04</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.02</td>\n", | |
| " <td class=\"dark_bg\">0.98</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVCBigram</td>\n", | |
| " <td rowspan=4>0.970</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.97</td>\n", | |
| " <td class=\"dark_bg\">0.03</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.02</td>\n", | |
| " <td class=\"dark_bg\">0.98</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>Catboost</td>\n", | |
| " <td rowspan=4>0.998</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " </tr>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td rowspan=28>kbs__irradiation__right_shoulder_blade</td>\n", | |
| " \n", | |
| " <td rowspan=4>Bayes</td>\n", | |
| " <td rowspan=4>0.747</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.75</td>\n", | |
| " <td class=\"dark_bg\">0.25</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifier</td>\n", | |
| " <td rowspan=4>0.783</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.78</td>\n", | |
| " <td class=\"dark_bg\">0.22</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.67</td>\n", | |
| " <td class=\"dark_bg\">0.33</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVC</td>\n", | |
| " <td rowspan=4>0.776</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.78</td>\n", | |
| " <td class=\"dark_bg\">0.22</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.67</td>\n", | |
| " <td class=\"dark_bg\">0.33</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>BayesBigram</td>\n", | |
| " <td rowspan=4>0.782</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.78</td>\n", | |
| " <td class=\"dark_bg\">0.22</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.33</td>\n", | |
| " <td class=\"dark_bg\">0.67</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifierBigram</td>\n", | |
| " <td rowspan=4>0.833</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.84</td>\n", | |
| " <td class=\"dark_bg\">0.16</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVCBigram</td>\n", | |
| " <td rowspan=4>0.808</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.81</td>\n", | |
| " <td class=\"dark_bg\">0.19</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>Catboost</td>\n", | |
| " <td rowspan=4>0.960</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.96</td>\n", | |
| " <td class=\"dark_bg\">0.04</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.67</td>\n", | |
| " <td class=\"dark_bg\">0.33</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " </tr>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td rowspan=24>kbs__irradiation__lower_back</td>\n", | |
| " \n", | |
| " <td rowspan=4>Bayes</td>\n", | |
| " <td rowspan=4>0.913</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.91</td>\n", | |
| " <td class=\"dark_bg\">0.09</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifier</td>\n", | |
| " <td rowspan=4>0.893</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.89</td>\n", | |
| " <td class=\"dark_bg\">0.11</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVC</td>\n", | |
| " <td rowspan=4>0.899</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.90</td>\n", | |
| " <td class=\"dark_bg\">0.10</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>BayesBigram</td>\n", | |
| " <td rowspan=4>0.949</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.95</td>\n", | |
| " <td class=\"dark_bg\">0.05</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifierBigram</td>\n", | |
| " <td rowspan=4>0.897</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.90</td>\n", | |
| " <td class=\"dark_bg\">0.10</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVCBigram</td>\n", | |
| " <td rowspan=4>0.963</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.96</td>\n", | |
| " <td class=\"dark_bg\">0.04</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " </tr>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td rowspan=28>kbs__irradiation__heart</td>\n", | |
| " \n", | |
| " <td rowspan=4>Bayes</td>\n", | |
| " <td rowspan=4>0.939</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.94</td>\n", | |
| " <td class=\"dark_bg\">0.06</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.05</td>\n", | |
| " <td class=\"dark_bg\">0.95</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifier</td>\n", | |
| " <td rowspan=4>0.995</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.99</td>\n", | |
| " <td class=\"dark_bg\">0.01</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVC</td>\n", | |
| " <td rowspan=4>0.997</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.02</td>\n", | |
| " <td class=\"dark_bg\">0.98</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>BayesBigram</td>\n", | |
| " <td rowspan=4>0.920</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.91</td>\n", | |
| " <td class=\"dark_bg\">0.09</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifierBigram</td>\n", | |
| " <td rowspan=4>0.995</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.02</td>\n", | |
| " <td class=\"dark_bg\">0.98</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVCBigram</td>\n", | |
| " <td rowspan=4>0.997</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.02</td>\n", | |
| " <td class=\"dark_bg\">0.98</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>Catboost</td>\n", | |
| " <td rowspan=4>0.998</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " </tr>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td rowspan=28>kbs__duration__less_than_15_min</td>\n", | |
| " \n", | |
| " <td rowspan=4>Bayes</td>\n", | |
| " <td rowspan=4>0.883</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.87</td>\n", | |
| " <td class=\"dark_bg\">0.13</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifier</td>\n", | |
| " <td rowspan=4>0.896</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.89</td>\n", | |
| " <td class=\"dark_bg\">0.11</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVC</td>\n", | |
| " <td rowspan=4>0.883</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.87</td>\n", | |
| " <td class=\"dark_bg\">0.13</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>BayesBigram</td>\n", | |
| " <td rowspan=4>0.857</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.86</td>\n", | |
| " <td class=\"dark_bg\">0.14</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.17</td>\n", | |
| " <td class=\"dark_bg\">0.83</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifierBigram</td>\n", | |
| " <td rowspan=4>0.857</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.85</td>\n", | |
| " <td class=\"dark_bg\">0.15</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVCBigram</td>\n", | |
| " <td rowspan=4>0.857</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.87</td>\n", | |
| " <td class=\"dark_bg\">0.13</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.33</td>\n", | |
| " <td class=\"dark_bg\">0.67</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>Catboost</td>\n", | |
| " <td rowspan=4>0.915</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.91</td>\n", | |
| " <td class=\"dark_bg\">0.09</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " </tr>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td rowspan=28>kbs__duration__from_15_to_60_min</td>\n", | |
| " \n", | |
| " <td rowspan=4>Bayes</td>\n", | |
| " <td rowspan=4>0.822</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.82</td>\n", | |
| " <td class=\"dark_bg\">0.18</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.14</td>\n", | |
| " <td class=\"dark_bg\">0.86</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifier</td>\n", | |
| " <td rowspan=4>0.863</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.85</td>\n", | |
| " <td class=\"dark_bg\">0.15</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVC</td>\n", | |
| " <td rowspan=4>0.822</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.80</td>\n", | |
| " <td class=\"dark_bg\">0.20</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>BayesBigram</td>\n", | |
| " <td rowspan=4>0.849</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.85</td>\n", | |
| " <td class=\"dark_bg\">0.15</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.14</td>\n", | |
| " <td class=\"dark_bg\">0.86</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifierBigram</td>\n", | |
| " <td rowspan=4>0.753</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.74</td>\n", | |
| " <td class=\"dark_bg\">0.26</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.14</td>\n", | |
| " <td class=\"dark_bg\">0.86</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVCBigram</td>\n", | |
| " <td rowspan=4>0.863</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.85</td>\n", | |
| " <td class=\"dark_bg\">0.15</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>Catboost</td>\n", | |
| " <td rowspan=4>0.924</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.98</td>\n", | |
| " <td class=\"dark_bg\">0.02</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.57</td>\n", | |
| " <td class=\"dark_bg\">0.43</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " </tr>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td rowspan=28>kbs__duration__from_60_min_to_12_h</td>\n", | |
| " \n", | |
| " <td rowspan=4>Bayes</td>\n", | |
| " <td rowspan=4>0.928</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.94</td>\n", | |
| " <td class=\"dark_bg\">0.06</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.14</td>\n", | |
| " <td class=\"dark_bg\">0.86</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifier</td>\n", | |
| " <td rowspan=4>0.899</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.92</td>\n", | |
| " <td class=\"dark_bg\">0.08</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.29</td>\n", | |
| " <td class=\"dark_bg\">0.71</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVC</td>\n", | |
| " <td rowspan=4>0.884</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.92</td>\n", | |
| " <td class=\"dark_bg\">0.08</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.43</td>\n", | |
| " <td class=\"dark_bg\">0.57</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>BayesBigram</td>\n", | |
| " <td rowspan=4>0.870</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.89</td>\n", | |
| " <td class=\"dark_bg\">0.11</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.29</td>\n", | |
| " <td class=\"dark_bg\">0.71</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifierBigram</td>\n", | |
| " <td rowspan=4>0.870</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.89</td>\n", | |
| " <td class=\"dark_bg\">0.11</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.29</td>\n", | |
| " <td class=\"dark_bg\">0.71</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVCBigram</td>\n", | |
| " <td rowspan=4>0.884</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.87</td>\n", | |
| " <td class=\"dark_bg\">0.13</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>Catboost</td>\n", | |
| " <td rowspan=4>0.984</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.14</td>\n", | |
| " <td class=\"dark_bg\">0.86</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " </tr>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td rowspan=28>kbs__duration__more_than_12_h</td>\n", | |
| " \n", | |
| " <td rowspan=4>Bayes</td>\n", | |
| " <td rowspan=4>0.928</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.92</td>\n", | |
| " <td class=\"dark_bg\">0.08</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifier</td>\n", | |
| " <td rowspan=4>0.976</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.97</td>\n", | |
| " <td class=\"dark_bg\">0.03</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVC</td>\n", | |
| " <td rowspan=4>0.964</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.97</td>\n", | |
| " <td class=\"dark_bg\">0.03</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.17</td>\n", | |
| " <td class=\"dark_bg\">0.83</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>BayesBigram</td>\n", | |
| " <td rowspan=4>0.880</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.87</td>\n", | |
| " <td class=\"dark_bg\">0.13</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifierBigram</td>\n", | |
| " <td rowspan=4>0.976</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.97</td>\n", | |
| " <td class=\"dark_bg\">0.03</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVCBigram</td>\n", | |
| " <td rowspan=4>0.964</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.96</td>\n", | |
| " <td class=\"dark_bg\">0.04</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>Catboost</td>\n", | |
| " <td rowspan=4>0.987</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.99</td>\n", | |
| " <td class=\"dark_bg\">0.01</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " </tr>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td rowspan=28>kbs__init_time__morning</td>\n", | |
| " \n", | |
| " <td rowspan=4>Bayes</td>\n", | |
| " <td rowspan=4>0.788</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.78</td>\n", | |
| " <td class=\"dark_bg\">0.22</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.17</td>\n", | |
| " <td class=\"dark_bg\">0.83</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifier</td>\n", | |
| " <td rowspan=4>0.862</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.87</td>\n", | |
| " <td class=\"dark_bg\">0.13</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.17</td>\n", | |
| " <td class=\"dark_bg\">0.83</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVC</td>\n", | |
| " <td rowspan=4>0.874</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.88</td>\n", | |
| " <td class=\"dark_bg\">0.12</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.17</td>\n", | |
| " <td class=\"dark_bg\">0.83</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>BayesBigram</td>\n", | |
| " <td rowspan=4>0.783</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.77</td>\n", | |
| " <td class=\"dark_bg\">0.23</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.17</td>\n", | |
| " <td class=\"dark_bg\">0.83</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifierBigram</td>\n", | |
| " <td rowspan=4>0.821</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.83</td>\n", | |
| " <td class=\"dark_bg\">0.17</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.20</td>\n", | |
| " <td class=\"dark_bg\">0.80</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVCBigram</td>\n", | |
| " <td rowspan=4>0.824</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.83</td>\n", | |
| " <td class=\"dark_bg\">0.17</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.23</td>\n", | |
| " <td class=\"dark_bg\">0.77</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>Catboost</td>\n", | |
| " <td rowspan=4>0.923</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.97</td>\n", | |
| " <td class=\"dark_bg\">0.03</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.26</td>\n", | |
| " <td class=\"dark_bg\">0.74</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " </tr>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td rowspan=28>kbs__init_time__afternoon</td>\n", | |
| " \n", | |
| " <td rowspan=4>Bayes</td>\n", | |
| " <td rowspan=4>0.717</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.71</td>\n", | |
| " <td class=\"dark_bg\">0.29</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.22</td>\n", | |
| " <td class=\"dark_bg\">0.78</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifier</td>\n", | |
| " <td rowspan=4>0.832</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.83</td>\n", | |
| " <td class=\"dark_bg\">0.17</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.19</td>\n", | |
| " <td class=\"dark_bg\">0.81</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVC</td>\n", | |
| " <td rowspan=4>0.840</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.84</td>\n", | |
| " <td class=\"dark_bg\">0.16</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.11</td>\n", | |
| " <td class=\"dark_bg\">0.89</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>BayesBigram</td>\n", | |
| " <td rowspan=4>0.711</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.71</td>\n", | |
| " <td class=\"dark_bg\">0.29</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.19</td>\n", | |
| " <td class=\"dark_bg\">0.81</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifierBigram</td>\n", | |
| " <td rowspan=4>0.815</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.82</td>\n", | |
| " <td class=\"dark_bg\">0.18</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.28</td>\n", | |
| " <td class=\"dark_bg\">0.72</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVCBigram</td>\n", | |
| " <td rowspan=4>0.808</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.80</td>\n", | |
| " <td class=\"dark_bg\">0.20</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.03</td>\n", | |
| " <td class=\"dark_bg\">0.97</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>Catboost</td>\n", | |
| " <td rowspan=4>0.889</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.92</td>\n", | |
| " <td class=\"dark_bg\">0.08</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.64</td>\n", | |
| " <td class=\"dark_bg\">0.36</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " </tr>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td rowspan=28>kbs__init_time__evening</td>\n", | |
| " \n", | |
| " <td rowspan=4>Bayes</td>\n", | |
| " <td rowspan=4>0.781</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.78</td>\n", | |
| " <td class=\"dark_bg\">0.22</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.24</td>\n", | |
| " <td class=\"dark_bg\">0.76</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifier</td>\n", | |
| " <td rowspan=4>0.876</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.89</td>\n", | |
| " <td class=\"dark_bg\">0.11</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.26</td>\n", | |
| " <td class=\"dark_bg\">0.74</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVC</td>\n", | |
| " <td rowspan=4>0.876</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.89</td>\n", | |
| " <td class=\"dark_bg\">0.11</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.29</td>\n", | |
| " <td class=\"dark_bg\">0.71</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>BayesBigram</td>\n", | |
| " <td rowspan=4>0.755</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.75</td>\n", | |
| " <td class=\"dark_bg\">0.25</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.17</td>\n", | |
| " <td class=\"dark_bg\">0.83</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifierBigram</td>\n", | |
| " <td rowspan=4>0.834</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.84</td>\n", | |
| " <td class=\"dark_bg\">0.16</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.21</td>\n", | |
| " <td class=\"dark_bg\">0.79</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVCBigram</td>\n", | |
| " <td rowspan=4>0.824</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.83</td>\n", | |
| " <td class=\"dark_bg\">0.17</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.29</td>\n", | |
| " <td class=\"dark_bg\">0.71</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>Catboost</td>\n", | |
| " <td rowspan=4>0.945</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.76</td>\n", | |
| " <td class=\"dark_bg\">0.24</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " </tr>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td rowspan=28>kbs__init_time__night</td>\n", | |
| " \n", | |
| " <td rowspan=4>Bayes</td>\n", | |
| " <td rowspan=4>0.854</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.88</td>\n", | |
| " <td class=\"dark_bg\">0.12</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.44</td>\n", | |
| " <td class=\"dark_bg\">0.56</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifier</td>\n", | |
| " <td rowspan=4>0.835</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.84</td>\n", | |
| " <td class=\"dark_bg\">0.16</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.22</td>\n", | |
| " <td class=\"dark_bg\">0.78</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVC</td>\n", | |
| " <td rowspan=4>0.832</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.85</td>\n", | |
| " <td class=\"dark_bg\">0.15</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.32</td>\n", | |
| " <td class=\"dark_bg\">0.68</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>BayesBigram</td>\n", | |
| " <td rowspan=4>0.864</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.88</td>\n", | |
| " <td class=\"dark_bg\">0.12</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.34</td>\n", | |
| " <td class=\"dark_bg\">0.66</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifierBigram</td>\n", | |
| " <td rowspan=4>0.809</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.82</td>\n", | |
| " <td class=\"dark_bg\">0.18</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.28</td>\n", | |
| " <td class=\"dark_bg\">0.72</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVCBigram</td>\n", | |
| " <td rowspan=4>0.825</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.84</td>\n", | |
| " <td class=\"dark_bg\">0.16</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.32</td>\n", | |
| " <td class=\"dark_bg\">0.68</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>Catboost</td>\n", | |
| " <td rowspan=4>0.951</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.99</td>\n", | |
| " <td class=\"dark_bg\">0.01</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.42</td>\n", | |
| " <td class=\"dark_bg\">0.58</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " </tr>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td rowspan=28>heartbeat__frequent</td>\n", | |
| " \n", | |
| " <td rowspan=4>Bayes</td>\n", | |
| " <td rowspan=4>0.946</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.94</td>\n", | |
| " <td class=\"dark_bg\">0.06</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.05</td>\n", | |
| " <td class=\"dark_bg\">0.95</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifier</td>\n", | |
| " <td rowspan=4>0.959</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.94</td>\n", | |
| " <td class=\"dark_bg\">0.06</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVC</td>\n", | |
| " <td rowspan=4>0.973</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.96</td>\n", | |
| " <td class=\"dark_bg\">0.04</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>BayesBigram</td>\n", | |
| " <td rowspan=4>0.946</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.92</td>\n", | |
| " <td class=\"dark_bg\">0.08</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifierBigram</td>\n", | |
| " <td rowspan=4>0.973</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.96</td>\n", | |
| " <td class=\"dark_bg\">0.04</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVCBigram</td>\n", | |
| " <td rowspan=4>0.946</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.92</td>\n", | |
| " <td class=\"dark_bg\">0.08</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>Catboost</td>\n", | |
| " <td rowspan=4>0.962</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.97</td>\n", | |
| " <td class=\"dark_bg\">0.03</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.05</td>\n", | |
| " <td class=\"dark_bg\">0.95</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " </tr>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td rowspan=28>heartbeat__rare</td>\n", | |
| " \n", | |
| " <td rowspan=4>Bayes</td>\n", | |
| " <td rowspan=4>0.905</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.91</td>\n", | |
| " <td class=\"dark_bg\">0.09</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifier</td>\n", | |
| " <td rowspan=4>0.917</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.92</td>\n", | |
| " <td class=\"dark_bg\">0.08</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVC</td>\n", | |
| " <td rowspan=4>0.934</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.94</td>\n", | |
| " <td class=\"dark_bg\">0.06</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>BayesBigram</td>\n", | |
| " <td rowspan=4>0.959</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.96</td>\n", | |
| " <td class=\"dark_bg\">0.04</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifierBigram</td>\n", | |
| " <td rowspan=4>0.955</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.96</td>\n", | |
| " <td class=\"dark_bg\">0.04</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVCBigram</td>\n", | |
| " <td rowspan=4>0.893</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.90</td>\n", | |
| " <td class=\"dark_bg\">0.10</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>Catboost</td>\n", | |
| " <td rowspan=4>0.992</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " </tr>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td rowspan=28>heartbeat__rhythmic</td>\n", | |
| " \n", | |
| " <td rowspan=4>Bayes</td>\n", | |
| " <td rowspan=4>1.000</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifier</td>\n", | |
| " <td rowspan=4>1.000</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVC</td>\n", | |
| " <td rowspan=4>1.000</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>BayesBigram</td>\n", | |
| " <td rowspan=4>1.000</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifierBigram</td>\n", | |
| " <td rowspan=4>1.000</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVCBigram</td>\n", | |
| " <td rowspan=4>1.000</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>Catboost</td>\n", | |
| " <td rowspan=4>1.000</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " </tr>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td rowspan=28>heartbeat__arrhythmic</td>\n", | |
| " \n", | |
| " <td rowspan=4>Bayes</td>\n", | |
| " <td rowspan=4>0.738</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.72</td>\n", | |
| " <td class=\"dark_bg\">0.28</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifier</td>\n", | |
| " <td rowspan=4>0.869</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.87</td>\n", | |
| " <td class=\"dark_bg\">0.13</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.18</td>\n", | |
| " <td class=\"dark_bg\">0.82</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVC</td>\n", | |
| " <td rowspan=4>0.815</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.82</td>\n", | |
| " <td class=\"dark_bg\">0.18</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.18</td>\n", | |
| " <td class=\"dark_bg\">0.82</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>BayesBigram</td>\n", | |
| " <td rowspan=4>0.815</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.82</td>\n", | |
| " <td class=\"dark_bg\">0.18</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.27</td>\n", | |
| " <td class=\"dark_bg\">0.73</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifierBigram</td>\n", | |
| " <td rowspan=4>0.845</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.85</td>\n", | |
| " <td class=\"dark_bg\">0.15</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.27</td>\n", | |
| " <td class=\"dark_bg\">0.73</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVCBigram</td>\n", | |
| " <td rowspan=4>0.893</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.89</td>\n", | |
| " <td class=\"dark_bg\">0.11</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>Catboost</td>\n", | |
| " <td rowspan=4>0.987</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.18</td>\n", | |
| " <td class=\"dark_bg\">0.82</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " </tr>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td rowspan=28>blood_pressure__during_at_checkup</td>\n", | |
| " \n", | |
| " <td rowspan=4>Bayes</td>\n", | |
| " <td rowspan=4>0.912</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.93</td>\n", | |
| " <td class=\"dark_bg\">0.07</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.10</td>\n", | |
| " <td class=\"dark_bg\">0.90</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifier</td>\n", | |
| " <td rowspan=4>0.920</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.89</td>\n", | |
| " <td class=\"dark_bg\">0.11</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.06</td>\n", | |
| " <td class=\"dark_bg\">0.94</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVC</td>\n", | |
| " <td rowspan=4>0.920</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.89</td>\n", | |
| " <td class=\"dark_bg\">0.11</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.06</td>\n", | |
| " <td class=\"dark_bg\">0.94</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>BayesBigram</td>\n", | |
| " <td rowspan=4>0.927</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.93</td>\n", | |
| " <td class=\"dark_bg\">0.07</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.07</td>\n", | |
| " <td class=\"dark_bg\">0.93</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifierBigram</td>\n", | |
| " <td rowspan=4>0.924</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.88</td>\n", | |
| " <td class=\"dark_bg\">0.12</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.05</td>\n", | |
| " <td class=\"dark_bg\">0.95</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVCBigram</td>\n", | |
| " <td rowspan=4>0.920</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.91</td>\n", | |
| " <td class=\"dark_bg\">0.09</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.07</td>\n", | |
| " <td class=\"dark_bg\">0.93</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>Catboost</td>\n", | |
| " <td rowspan=4>0.912</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.96</td>\n", | |
| " <td class=\"dark_bg\">0.04</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.12</td>\n", | |
| " <td class=\"dark_bg\">0.88</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " </tr>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td rowspan=28>blood_pressure__during_at_lifetime</td>\n", | |
| " \n", | |
| " <td rowspan=4>Bayes</td>\n", | |
| " <td rowspan=4>0.917</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.90</td>\n", | |
| " <td class=\"dark_bg\">0.10</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.06</td>\n", | |
| " <td class=\"dark_bg\">0.94</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifier</td>\n", | |
| " <td rowspan=4>0.957</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.96</td>\n", | |
| " <td class=\"dark_bg\">0.04</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.05</td>\n", | |
| " <td class=\"dark_bg\">0.95</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVC</td>\n", | |
| " <td rowspan=4>0.950</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.97</td>\n", | |
| " <td class=\"dark_bg\">0.03</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.08</td>\n", | |
| " <td class=\"dark_bg\">0.92</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>BayesBigram</td>\n", | |
| " <td rowspan=4>0.924</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.90</td>\n", | |
| " <td class=\"dark_bg\">0.10</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.05</td>\n", | |
| " <td class=\"dark_bg\">0.95</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifierBigram</td>\n", | |
| " <td rowspan=4>0.950</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.94</td>\n", | |
| " <td class=\"dark_bg\">0.06</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.04</td>\n", | |
| " <td class=\"dark_bg\">0.96</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVCBigram</td>\n", | |
| " <td rowspan=4>0.950</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.96</td>\n", | |
| " <td class=\"dark_bg\">0.04</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.06</td>\n", | |
| " <td class=\"dark_bg\">0.94</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>Catboost</td>\n", | |
| " <td rowspan=4>0.958</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.99</td>\n", | |
| " <td class=\"dark_bg\">0.01</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.08</td>\n", | |
| " <td class=\"dark_bg\">0.92</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " </tr>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td rowspan=28>other_symptoms__general_weakness</td>\n", | |
| " \n", | |
| " <td rowspan=4>Bayes</td>\n", | |
| " <td rowspan=4>0.838</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.67</td>\n", | |
| " <td class=\"dark_bg\">0.33</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.04</td>\n", | |
| " <td class=\"dark_bg\">0.96</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifier</td>\n", | |
| " <td rowspan=4>0.992</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.01</td>\n", | |
| " <td class=\"dark_bg\">0.99</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVC</td>\n", | |
| " <td rowspan=4>0.994</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.01</td>\n", | |
| " <td class=\"dark_bg\">0.99</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>BayesBigram</td>\n", | |
| " <td rowspan=4>0.811</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.60</td>\n", | |
| " <td class=\"dark_bg\">0.40</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.03</td>\n", | |
| " <td class=\"dark_bg\">0.97</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifierBigram</td>\n", | |
| " <td rowspan=4>0.908</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.90</td>\n", | |
| " <td class=\"dark_bg\">0.10</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.08</td>\n", | |
| " <td class=\"dark_bg\">0.92</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVCBigram</td>\n", | |
| " <td rowspan=4>0.903</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.85</td>\n", | |
| " <td class=\"dark_bg\">0.15</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.06</td>\n", | |
| " <td class=\"dark_bg\">0.94</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>Catboost</td>\n", | |
| " <td rowspan=4>0.998</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.99</td>\n", | |
| " <td class=\"dark_bg\">0.01</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " </tr>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td rowspan=28>other_symptoms__headache</td>\n", | |
| " \n", | |
| " <td rowspan=4>Bayes</td>\n", | |
| " <td rowspan=4>0.887</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.89</td>\n", | |
| " <td class=\"dark_bg\">0.11</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.22</td>\n", | |
| " <td class=\"dark_bg\">0.78</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifier</td>\n", | |
| " <td rowspan=4>0.939</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.94</td>\n", | |
| " <td class=\"dark_bg\">0.06</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.06</td>\n", | |
| " <td class=\"dark_bg\">0.94</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVC</td>\n", | |
| " <td rowspan=4>0.948</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.95</td>\n", | |
| " <td class=\"dark_bg\">0.05</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.09</td>\n", | |
| " <td class=\"dark_bg\">0.91</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>BayesBigram</td>\n", | |
| " <td rowspan=4>0.847</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.85</td>\n", | |
| " <td class=\"dark_bg\">0.15</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.12</td>\n", | |
| " <td class=\"dark_bg\">0.88</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifierBigram</td>\n", | |
| " <td rowspan=4>0.917</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.92</td>\n", | |
| " <td class=\"dark_bg\">0.08</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.03</td>\n", | |
| " <td class=\"dark_bg\">0.97</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVCBigram</td>\n", | |
| " <td rowspan=4>0.925</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.93</td>\n", | |
| " <td class=\"dark_bg\">0.07</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.09</td>\n", | |
| " <td class=\"dark_bg\">0.91</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>Catboost</td>\n", | |
| " <td rowspan=4>0.989</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.99</td>\n", | |
| " <td class=\"dark_bg\">0.01</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.12</td>\n", | |
| " <td class=\"dark_bg\">0.88</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " </tr>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td rowspan=28>other_symptoms__dizziness</td>\n", | |
| " \n", | |
| " <td rowspan=4>Bayes</td>\n", | |
| " <td rowspan=4>0.855</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.86</td>\n", | |
| " <td class=\"dark_bg\">0.14</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.29</td>\n", | |
| " <td class=\"dark_bg\">0.71</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifier</td>\n", | |
| " <td rowspan=4>0.908</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.91</td>\n", | |
| " <td class=\"dark_bg\">0.09</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.08</td>\n", | |
| " <td class=\"dark_bg\">0.92</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVC</td>\n", | |
| " <td rowspan=4>0.928</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.93</td>\n", | |
| " <td class=\"dark_bg\">0.07</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.12</td>\n", | |
| " <td class=\"dark_bg\">0.88</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>BayesBigram</td>\n", | |
| " <td rowspan=4>0.850</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.85</td>\n", | |
| " <td class=\"dark_bg\">0.15</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.50</td>\n", | |
| " <td class=\"dark_bg\">0.50</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifierBigram</td>\n", | |
| " <td rowspan=4>0.800</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.80</td>\n", | |
| " <td class=\"dark_bg\">0.20</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.46</td>\n", | |
| " <td class=\"dark_bg\">0.54</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVCBigram</td>\n", | |
| " <td rowspan=4>0.835</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.84</td>\n", | |
| " <td class=\"dark_bg\">0.16</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.58</td>\n", | |
| " <td class=\"dark_bg\">0.42</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>Catboost</td>\n", | |
| " <td rowspan=4>0.999</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " </tr>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td rowspan=28>other_symptoms__loss_of_consciousness</td>\n", | |
| " \n", | |
| " <td rowspan=4>Bayes</td>\n", | |
| " <td rowspan=4>0.935</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.94</td>\n", | |
| " <td class=\"dark_bg\">0.06</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.08</td>\n", | |
| " <td class=\"dark_bg\">0.92</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifier</td>\n", | |
| " <td rowspan=4>0.933</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.93</td>\n", | |
| " <td class=\"dark_bg\">0.07</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.33</td>\n", | |
| " <td class=\"dark_bg\">0.67</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVC</td>\n", | |
| " <td rowspan=4>0.947</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.95</td>\n", | |
| " <td class=\"dark_bg\">0.05</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.08</td>\n", | |
| " <td class=\"dark_bg\">0.92</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>BayesBigram</td>\n", | |
| " <td rowspan=4>0.920</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.92</td>\n", | |
| " <td class=\"dark_bg\">0.08</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.08</td>\n", | |
| " <td class=\"dark_bg\">0.92</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifierBigram</td>\n", | |
| " <td rowspan=4>0.923</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.92</td>\n", | |
| " <td class=\"dark_bg\">0.08</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.25</td>\n", | |
| " <td class=\"dark_bg\">0.75</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVCBigram</td>\n", | |
| " <td rowspan=4>0.925</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.93</td>\n", | |
| " <td class=\"dark_bg\">0.07</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.17</td>\n", | |
| " <td class=\"dark_bg\">0.83</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>Catboost</td>\n", | |
| " <td rowspan=4>0.998</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.25</td>\n", | |
| " <td class=\"dark_bg\">0.75</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " </tr>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td rowspan=28>other_symptoms__sensorimotor_aphasia</td>\n", | |
| " \n", | |
| " <td rowspan=4>Bayes</td>\n", | |
| " <td rowspan=4>0.962</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.96</td>\n", | |
| " <td class=\"dark_bg\">0.04</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifier</td>\n", | |
| " <td rowspan=4>0.967</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.97</td>\n", | |
| " <td class=\"dark_bg\">0.03</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVC</td>\n", | |
| " <td rowspan=4>0.919</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.92</td>\n", | |
| " <td class=\"dark_bg\">0.08</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.50</td>\n", | |
| " <td class=\"dark_bg\">0.50</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>BayesBigram</td>\n", | |
| " <td rowspan=4>0.973</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.97</td>\n", | |
| " <td class=\"dark_bg\">0.03</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifierBigram</td>\n", | |
| " <td rowspan=4>0.999</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.50</td>\n", | |
| " <td class=\"dark_bg\">0.50</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVCBigram</td>\n", | |
| " <td rowspan=4>0.955</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.96</td>\n", | |
| " <td class=\"dark_bg\">0.04</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>Catboost</td>\n", | |
| " <td rowspan=4>1.000</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.50</td>\n", | |
| " <td class=\"dark_bg\">0.50</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " </tr>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td rowspan=28>other_symptoms__dyspnea</td>\n", | |
| " \n", | |
| " <td rowspan=4>Bayes</td>\n", | |
| " <td rowspan=4>0.850</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.84</td>\n", | |
| " <td class=\"dark_bg\">0.16</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.12</td>\n", | |
| " <td class=\"dark_bg\">0.88</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifier</td>\n", | |
| " <td rowspan=4>0.988</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.99</td>\n", | |
| " <td class=\"dark_bg\">0.01</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.01</td>\n", | |
| " <td class=\"dark_bg\">0.99</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVC</td>\n", | |
| " <td rowspan=4>0.993</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.99</td>\n", | |
| " <td class=\"dark_bg\">0.01</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.01</td>\n", | |
| " <td class=\"dark_bg\">0.99</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>BayesBigram</td>\n", | |
| " <td rowspan=4>0.839</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.83</td>\n", | |
| " <td class=\"dark_bg\">0.17</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.14</td>\n", | |
| " <td class=\"dark_bg\">0.86</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifierBigram</td>\n", | |
| " <td rowspan=4>0.906</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.92</td>\n", | |
| " <td class=\"dark_bg\">0.08</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.13</td>\n", | |
| " <td class=\"dark_bg\">0.87</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVCBigram</td>\n", | |
| " <td rowspan=4>0.914</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.92</td>\n", | |
| " <td class=\"dark_bg\">0.08</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.11</td>\n", | |
| " <td class=\"dark_bg\">0.89</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>Catboost</td>\n", | |
| " <td rowspan=4>0.994</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.99</td>\n", | |
| " <td class=\"dark_bg\">0.01</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.01</td>\n", | |
| " <td class=\"dark_bg\">0.99</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " </tr>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td rowspan=28>other_symptoms__lack_of_air</td>\n", | |
| " \n", | |
| " <td rowspan=4>Bayes</td>\n", | |
| " <td rowspan=4>0.783</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.78</td>\n", | |
| " <td class=\"dark_bg\">0.22</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.07</td>\n", | |
| " <td class=\"dark_bg\">0.93</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifier</td>\n", | |
| " <td rowspan=4>0.991</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.99</td>\n", | |
| " <td class=\"dark_bg\">0.01</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.04</td>\n", | |
| " <td class=\"dark_bg\">0.96</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVC</td>\n", | |
| " <td rowspan=4>0.995</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.01</td>\n", | |
| " <td class=\"dark_bg\">0.99</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>BayesBigram</td>\n", | |
| " <td rowspan=4>0.754</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.75</td>\n", | |
| " <td class=\"dark_bg\">0.25</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.08</td>\n", | |
| " <td class=\"dark_bg\">0.92</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifierBigram</td>\n", | |
| " <td rowspan=4>0.971</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.97</td>\n", | |
| " <td class=\"dark_bg\">0.03</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.07</td>\n", | |
| " <td class=\"dark_bg\">0.93</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVCBigram</td>\n", | |
| " <td rowspan=4>0.980</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.98</td>\n", | |
| " <td class=\"dark_bg\">0.02</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.04</td>\n", | |
| " <td class=\"dark_bg\">0.96</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>Catboost</td>\n", | |
| " <td rowspan=4>0.998</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.01</td>\n", | |
| " <td class=\"dark_bg\">0.99</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " </tr>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td rowspan=28>other_symptoms__sweating</td>\n", | |
| " \n", | |
| " <td rowspan=4>Bayes</td>\n", | |
| " <td rowspan=4>0.744</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.73</td>\n", | |
| " <td class=\"dark_bg\">0.27</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.08</td>\n", | |
| " <td class=\"dark_bg\">0.92</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifier</td>\n", | |
| " <td rowspan=4>0.980</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.98</td>\n", | |
| " <td class=\"dark_bg\">0.02</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.05</td>\n", | |
| " <td class=\"dark_bg\">0.95</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVC</td>\n", | |
| " <td rowspan=4>0.979</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.98</td>\n", | |
| " <td class=\"dark_bg\">0.02</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.01</td>\n", | |
| " <td class=\"dark_bg\">0.99</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>BayesBigram</td>\n", | |
| " <td rowspan=4>0.733</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.72</td>\n", | |
| " <td class=\"dark_bg\">0.28</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.07</td>\n", | |
| " <td class=\"dark_bg\">0.93</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifierBigram</td>\n", | |
| " <td rowspan=4>0.884</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.89</td>\n", | |
| " <td class=\"dark_bg\">0.11</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.15</td>\n", | |
| " <td class=\"dark_bg\">0.85</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVCBigram</td>\n", | |
| " <td rowspan=4>0.889</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.89</td>\n", | |
| " <td class=\"dark_bg\">0.11</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.08</td>\n", | |
| " <td class=\"dark_bg\">0.92</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>Catboost</td>\n", | |
| " <td rowspan=4>0.996</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.02</td>\n", | |
| " <td class=\"dark_bg\">0.98</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " </tr>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td rowspan=28>other_symptoms__dry_mouth</td>\n", | |
| " \n", | |
| " <td rowspan=4>Bayes</td>\n", | |
| " <td rowspan=4>0.746</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.75</td>\n", | |
| " <td class=\"dark_bg\">0.25</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.80</td>\n", | |
| " <td class=\"dark_bg\">0.20</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifier</td>\n", | |
| " <td rowspan=4>0.899</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.90</td>\n", | |
| " <td class=\"dark_bg\">0.10</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.40</td>\n", | |
| " <td class=\"dark_bg\">0.60</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVC</td>\n", | |
| " <td rowspan=4>0.950</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.95</td>\n", | |
| " <td class=\"dark_bg\">0.05</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.20</td>\n", | |
| " <td class=\"dark_bg\">0.80</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>BayesBigram</td>\n", | |
| " <td rowspan=4>0.768</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.77</td>\n", | |
| " <td class=\"dark_bg\">0.23</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.20</td>\n", | |
| " <td class=\"dark_bg\">0.80</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifierBigram</td>\n", | |
| " <td rowspan=4>0.905</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.91</td>\n", | |
| " <td class=\"dark_bg\">0.09</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.40</td>\n", | |
| " <td class=\"dark_bg\">0.60</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVCBigram</td>\n", | |
| " <td rowspan=4>0.914</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.91</td>\n", | |
| " <td class=\"dark_bg\">0.09</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.40</td>\n", | |
| " <td class=\"dark_bg\">0.60</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>Catboost</td>\n", | |
| " <td rowspan=4>1.000</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.20</td>\n", | |
| " <td class=\"dark_bg\">0.80</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " </tr>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td rowspan=28>other_symptoms__nausea</td>\n", | |
| " \n", | |
| " <td rowspan=4>Bayes</td>\n", | |
| " <td rowspan=4>0.755</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.75</td>\n", | |
| " <td class=\"dark_bg\">0.25</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.19</td>\n", | |
| " <td class=\"dark_bg\">0.81</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifier</td>\n", | |
| " <td rowspan=4>0.956</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.96</td>\n", | |
| " <td class=\"dark_bg\">0.04</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.03</td>\n", | |
| " <td class=\"dark_bg\">0.97</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVC</td>\n", | |
| " <td rowspan=4>0.948</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.95</td>\n", | |
| " <td class=\"dark_bg\">0.05</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.05</td>\n", | |
| " <td class=\"dark_bg\">0.95</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>BayesBigram</td>\n", | |
| " <td rowspan=4>0.719</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.72</td>\n", | |
| " <td class=\"dark_bg\">0.28</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.30</td>\n", | |
| " <td class=\"dark_bg\">0.70</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifierBigram</td>\n", | |
| " <td rowspan=4>0.779</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.78</td>\n", | |
| " <td class=\"dark_bg\">0.22</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.30</td>\n", | |
| " <td class=\"dark_bg\">0.70</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVCBigram</td>\n", | |
| " <td rowspan=4>0.782</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.78</td>\n", | |
| " <td class=\"dark_bg\">0.22</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.27</td>\n", | |
| " <td class=\"dark_bg\">0.73</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>Catboost</td>\n", | |
| " <td rowspan=4>1.000</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " </tr>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td rowspan=28>other_symptoms__vomiting</td>\n", | |
| " \n", | |
| " <td rowspan=4>Bayes</td>\n", | |
| " <td rowspan=4>0.890</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.89</td>\n", | |
| " <td class=\"dark_bg\">0.11</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.25</td>\n", | |
| " <td class=\"dark_bg\">0.75</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifier</td>\n", | |
| " <td rowspan=4>0.937</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.94</td>\n", | |
| " <td class=\"dark_bg\">0.06</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVC</td>\n", | |
| " <td rowspan=4>0.939</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.94</td>\n", | |
| " <td class=\"dark_bg\">0.06</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.15</td>\n", | |
| " <td class=\"dark_bg\">0.85</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>BayesBigram</td>\n", | |
| " <td rowspan=4>0.858</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.86</td>\n", | |
| " <td class=\"dark_bg\">0.14</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.30</td>\n", | |
| " <td class=\"dark_bg\">0.70</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifierBigram</td>\n", | |
| " <td rowspan=4>0.831</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.83</td>\n", | |
| " <td class=\"dark_bg\">0.17</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.15</td>\n", | |
| " <td class=\"dark_bg\">0.85</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVCBigram</td>\n", | |
| " <td rowspan=4>0.851</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.85</td>\n", | |
| " <td class=\"dark_bg\">0.15</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.25</td>\n", | |
| " <td class=\"dark_bg\">0.75</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>Catboost</td>\n", | |
| " <td rowspan=4>0.999</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " </tr>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td rowspan=28>other_symptoms__cough</td>\n", | |
| " \n", | |
| " <td rowspan=4>Bayes</td>\n", | |
| " <td rowspan=4>0.911</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.91</td>\n", | |
| " <td class=\"dark_bg\">0.09</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.30</td>\n", | |
| " <td class=\"dark_bg\">0.70</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifier</td>\n", | |
| " <td rowspan=4>0.892</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.89</td>\n", | |
| " <td class=\"dark_bg\">0.11</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.30</td>\n", | |
| " <td class=\"dark_bg\">0.70</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVC</td>\n", | |
| " <td rowspan=4>0.890</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.89</td>\n", | |
| " <td class=\"dark_bg\">0.11</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.30</td>\n", | |
| " <td class=\"dark_bg\">0.70</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>BayesBigram</td>\n", | |
| " <td rowspan=4>0.880</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.88</td>\n", | |
| " <td class=\"dark_bg\">0.12</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.70</td>\n", | |
| " <td class=\"dark_bg\">0.30</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifierBigram</td>\n", | |
| " <td rowspan=4>0.793</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.79</td>\n", | |
| " <td class=\"dark_bg\">0.21</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.30</td>\n", | |
| " <td class=\"dark_bg\">0.70</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVCBigram</td>\n", | |
| " <td rowspan=4>0.814</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.82</td>\n", | |
| " <td class=\"dark_bg\">0.18</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.40</td>\n", | |
| " <td class=\"dark_bg\">0.60</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>Catboost</td>\n", | |
| " <td rowspan=4>1.000</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.10</td>\n", | |
| " <td class=\"dark_bg\">0.90</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " </tr>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td rowspan=24>other_symptoms__tingling</td>\n", | |
| " \n", | |
| " <td rowspan=4>Bayes</td>\n", | |
| " <td rowspan=4>0.960</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.96</td>\n", | |
| " <td class=\"dark_bg\">0.04</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifier</td>\n", | |
| " <td rowspan=4>0.990</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.99</td>\n", | |
| " <td class=\"dark_bg\">0.01</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVC</td>\n", | |
| " <td rowspan=4>0.988</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.99</td>\n", | |
| " <td class=\"dark_bg\">0.01</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>BayesBigram</td>\n", | |
| " <td rowspan=4>1.000</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\"></td>\n", | |
| " <td class=\"dark_bg\"></td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\"></td>\n", | |
| " <td class=\"dark_bg\"></td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifierBigram</td>\n", | |
| " <td rowspan=4>0.993</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.99</td>\n", | |
| " <td class=\"dark_bg\">0.01</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVCBigram</td>\n", | |
| " <td rowspan=4>0.997</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " </tr>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td rowspan=28>other_symptoms__numbness</td>\n", | |
| " \n", | |
| " <td rowspan=4>Bayes</td>\n", | |
| " <td rowspan=4>0.876</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.88</td>\n", | |
| " <td class=\"dark_bg\">0.12</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.25</td>\n", | |
| " <td class=\"dark_bg\">0.75</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifier</td>\n", | |
| " <td rowspan=4>0.906</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.91</td>\n", | |
| " <td class=\"dark_bg\">0.09</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVC</td>\n", | |
| " <td rowspan=4>0.937</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.94</td>\n", | |
| " <td class=\"dark_bg\">0.06</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.25</td>\n", | |
| " <td class=\"dark_bg\">0.75</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>BayesBigram</td>\n", | |
| " <td rowspan=4>0.838</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.84</td>\n", | |
| " <td class=\"dark_bg\">0.16</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.25</td>\n", | |
| " <td class=\"dark_bg\">0.75</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifierBigram</td>\n", | |
| " <td rowspan=4>0.817</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.82</td>\n", | |
| " <td class=\"dark_bg\">0.18</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.25</td>\n", | |
| " <td class=\"dark_bg\">0.75</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVCBigram</td>\n", | |
| " <td rowspan=4>0.815</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.82</td>\n", | |
| " <td class=\"dark_bg\">0.18</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.50</td>\n", | |
| " <td class=\"dark_bg\">0.50</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>Catboost</td>\n", | |
| " <td rowspan=4>1.000</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " </tr>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td rowspan=28>other_symptoms__swelling</td>\n", | |
| " \n", | |
| " <td rowspan=4>Bayes</td>\n", | |
| " <td rowspan=4>0.911</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.91</td>\n", | |
| " <td class=\"dark_bg\">0.09</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.44</td>\n", | |
| " <td class=\"dark_bg\">0.56</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifier</td>\n", | |
| " <td rowspan=4>0.930</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.93</td>\n", | |
| " <td class=\"dark_bg\">0.07</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.22</td>\n", | |
| " <td class=\"dark_bg\">0.78</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVC</td>\n", | |
| " <td rowspan=4>0.916</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.92</td>\n", | |
| " <td class=\"dark_bg\">0.08</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.33</td>\n", | |
| " <td class=\"dark_bg\">0.67</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>BayesBigram</td>\n", | |
| " <td rowspan=4>0.903</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.90</td>\n", | |
| " <td class=\"dark_bg\">0.10</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.56</td>\n", | |
| " <td class=\"dark_bg\">0.44</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifierBigram</td>\n", | |
| " <td rowspan=4>0.864</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.86</td>\n", | |
| " <td class=\"dark_bg\">0.14</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.22</td>\n", | |
| " <td class=\"dark_bg\">0.78</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVCBigram</td>\n", | |
| " <td rowspan=4>0.895</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.90</td>\n", | |
| " <td class=\"dark_bg\">0.10</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.33</td>\n", | |
| " <td class=\"dark_bg\">0.67</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>Catboost</td>\n", | |
| " <td rowspan=4>0.997</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.56</td>\n", | |
| " <td class=\"dark_bg\">0.44</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " </tr>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td rowspan=28>other_symptoms__heart_failure</td>\n", | |
| " \n", | |
| " <td rowspan=4>Bayes</td>\n", | |
| " <td rowspan=4>0.819</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.82</td>\n", | |
| " <td class=\"dark_bg\">0.18</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifier</td>\n", | |
| " <td rowspan=4>0.980</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.98</td>\n", | |
| " <td class=\"dark_bg\">0.02</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.05</td>\n", | |
| " <td class=\"dark_bg\">0.95</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVC</td>\n", | |
| " <td rowspan=4>0.987</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.99</td>\n", | |
| " <td class=\"dark_bg\">0.01</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.09</td>\n", | |
| " <td class=\"dark_bg\">0.91</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>BayesBigram</td>\n", | |
| " <td rowspan=4>0.783</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.78</td>\n", | |
| " <td class=\"dark_bg\">0.22</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.05</td>\n", | |
| " <td class=\"dark_bg\">0.95</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifierBigram</td>\n", | |
| " <td rowspan=4>0.960</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.96</td>\n", | |
| " <td class=\"dark_bg\">0.04</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.09</td>\n", | |
| " <td class=\"dark_bg\">0.91</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVCBigram</td>\n", | |
| " <td rowspan=4>0.970</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.97</td>\n", | |
| " <td class=\"dark_bg\">0.03</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.05</td>\n", | |
| " <td class=\"dark_bg\">0.95</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>Catboost</td>\n", | |
| " <td rowspan=4>1.000</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " </tr>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td rowspan=28>other_symptoms__noise_in_the_head</td>\n", | |
| " \n", | |
| " <td rowspan=4>Bayes</td>\n", | |
| " <td rowspan=4>0.891</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.89</td>\n", | |
| " <td class=\"dark_bg\">0.11</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.50</td>\n", | |
| " <td class=\"dark_bg\">0.50</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifier</td>\n", | |
| " <td rowspan=4>0.929</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.93</td>\n", | |
| " <td class=\"dark_bg\">0.07</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.33</td>\n", | |
| " <td class=\"dark_bg\">0.67</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVC</td>\n", | |
| " <td rowspan=4>0.929</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.93</td>\n", | |
| " <td class=\"dark_bg\">0.07</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.50</td>\n", | |
| " <td class=\"dark_bg\">0.50</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>BayesBigram</td>\n", | |
| " <td rowspan=4>0.843</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.84</td>\n", | |
| " <td class=\"dark_bg\">0.16</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.17</td>\n", | |
| " <td class=\"dark_bg\">0.83</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifierBigram</td>\n", | |
| " <td rowspan=4>0.886</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.89</td>\n", | |
| " <td class=\"dark_bg\">0.11</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.17</td>\n", | |
| " <td class=\"dark_bg\">0.83</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVCBigram</td>\n", | |
| " <td rowspan=4>0.880</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.88</td>\n", | |
| " <td class=\"dark_bg\">0.12</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.33</td>\n", | |
| " <td class=\"dark_bg\">0.67</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>Catboost</td>\n", | |
| " <td rowspan=4>0.999</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " </tr>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td rowspan=28>other_diagnoses__angina_pectoris</td>\n", | |
| " \n", | |
| " <td rowspan=4>Bayes</td>\n", | |
| " <td rowspan=4>0.875</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.87</td>\n", | |
| " <td class=\"dark_bg\">0.13</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.06</td>\n", | |
| " <td class=\"dark_bg\">0.94</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifier</td>\n", | |
| " <td rowspan=4>0.982</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.98</td>\n", | |
| " <td class=\"dark_bg\">0.02</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.05</td>\n", | |
| " <td class=\"dark_bg\">0.95</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVC</td>\n", | |
| " <td rowspan=4>0.981</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.98</td>\n", | |
| " <td class=\"dark_bg\">0.02</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.11</td>\n", | |
| " <td class=\"dark_bg\">0.89</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>BayesBigram</td>\n", | |
| " <td rowspan=4>0.883</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.88</td>\n", | |
| " <td class=\"dark_bg\">0.12</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.06</td>\n", | |
| " <td class=\"dark_bg\">0.94</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifierBigram</td>\n", | |
| " <td rowspan=4>0.972</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.97</td>\n", | |
| " <td class=\"dark_bg\">0.03</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.08</td>\n", | |
| " <td class=\"dark_bg\">0.92</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVCBigram</td>\n", | |
| " <td rowspan=4>0.970</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.97</td>\n", | |
| " <td class=\"dark_bg\">0.03</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.05</td>\n", | |
| " <td class=\"dark_bg\">0.95</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>Catboost</td>\n", | |
| " <td rowspan=4>0.991</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.99</td>\n", | |
| " <td class=\"dark_bg\">0.01</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.05</td>\n", | |
| " <td class=\"dark_bg\">0.95</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " </tr>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td rowspan=28>other_diagnoses__ischemic_heart_disease</td>\n", | |
| " \n", | |
| " <td rowspan=4>Bayes</td>\n", | |
| " <td rowspan=4>0.816</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.81</td>\n", | |
| " <td class=\"dark_bg\">0.19</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.14</td>\n", | |
| " <td class=\"dark_bg\">0.86</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifier</td>\n", | |
| " <td rowspan=4>0.986</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.98</td>\n", | |
| " <td class=\"dark_bg\">0.02</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.01</td>\n", | |
| " <td class=\"dark_bg\">0.99</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVC</td>\n", | |
| " <td rowspan=4>0.988</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.99</td>\n", | |
| " <td class=\"dark_bg\">0.01</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.02</td>\n", | |
| " <td class=\"dark_bg\">0.98</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>BayesBigram</td>\n", | |
| " <td rowspan=4>0.851</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.83</td>\n", | |
| " <td class=\"dark_bg\">0.17</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.06</td>\n", | |
| " <td class=\"dark_bg\">0.94</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifierBigram</td>\n", | |
| " <td rowspan=4>0.962</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.97</td>\n", | |
| " <td class=\"dark_bg\">0.03</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.09</td>\n", | |
| " <td class=\"dark_bg\">0.91</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVCBigram</td>\n", | |
| " <td rowspan=4>0.967</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.97</td>\n", | |
| " <td class=\"dark_bg\">0.03</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.06</td>\n", | |
| " <td class=\"dark_bg\">0.94</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>Catboost</td>\n", | |
| " <td rowspan=4>0.994</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.99</td>\n", | |
| " <td class=\"dark_bg\">0.01</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.01</td>\n", | |
| " <td class=\"dark_bg\">0.99</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " </tr>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td rowspan=28>other_diagnoses__myocardial_infarction</td>\n", | |
| " \n", | |
| " <td rowspan=4>Bayes</td>\n", | |
| " <td rowspan=4>0.819</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.80</td>\n", | |
| " <td class=\"dark_bg\">0.20</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.03</td>\n", | |
| " <td class=\"dark_bg\">0.97</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifier</td>\n", | |
| " <td rowspan=4>0.980</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.98</td>\n", | |
| " <td class=\"dark_bg\">0.02</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.02</td>\n", | |
| " <td class=\"dark_bg\">0.98</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVC</td>\n", | |
| " <td rowspan=4>0.972</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.97</td>\n", | |
| " <td class=\"dark_bg\">0.03</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.04</td>\n", | |
| " <td class=\"dark_bg\">0.96</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>BayesBigram</td>\n", | |
| " <td rowspan=4>0.863</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.85</td>\n", | |
| " <td class=\"dark_bg\">0.15</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.06</td>\n", | |
| " <td class=\"dark_bg\">0.94</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifierBigram</td>\n", | |
| " <td rowspan=4>0.951</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.96</td>\n", | |
| " <td class=\"dark_bg\">0.04</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.14</td>\n", | |
| " <td class=\"dark_bg\">0.86</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVCBigram</td>\n", | |
| " <td rowspan=4>0.952</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.96</td>\n", | |
| " <td class=\"dark_bg\">0.04</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.10</td>\n", | |
| " <td class=\"dark_bg\">0.90</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>Catboost</td>\n", | |
| " <td rowspan=4>0.971</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.98</td>\n", | |
| " <td class=\"dark_bg\">0.02</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.06</td>\n", | |
| " <td class=\"dark_bg\">0.94</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " </tr>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td rowspan=28>other_diagnoses__cerebrovascular_accident</td>\n", | |
| " \n", | |
| " <td rowspan=4>Bayes</td>\n", | |
| " <td rowspan=4>0.912</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.91</td>\n", | |
| " <td class=\"dark_bg\">0.09</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.11</td>\n", | |
| " <td class=\"dark_bg\">0.89</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifier</td>\n", | |
| " <td rowspan=4>0.995</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.08</td>\n", | |
| " <td class=\"dark_bg\">0.92</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVC</td>\n", | |
| " <td rowspan=4>0.993</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.05</td>\n", | |
| " <td class=\"dark_bg\">0.95</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>BayesBigram</td>\n", | |
| " <td rowspan=4>0.944</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.95</td>\n", | |
| " <td class=\"dark_bg\">0.05</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.15</td>\n", | |
| " <td class=\"dark_bg\">0.85</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifierBigram</td>\n", | |
| " <td rowspan=4>0.974</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.98</td>\n", | |
| " <td class=\"dark_bg\">0.02</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.13</td>\n", | |
| " <td class=\"dark_bg\">0.87</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVCBigram</td>\n", | |
| " <td rowspan=4>0.977</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.98</td>\n", | |
| " <td class=\"dark_bg\">0.02</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.12</td>\n", | |
| " <td class=\"dark_bg\">0.88</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>Catboost</td>\n", | |
| " <td rowspan=4>0.999</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.02</td>\n", | |
| " <td class=\"dark_bg\">0.98</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " </tr>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td rowspan=28>other_diagnoses__hypertension</td>\n", | |
| " \n", | |
| " <td rowspan=4>Bayes</td>\n", | |
| " <td rowspan=4>0.881</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.87</td>\n", | |
| " <td class=\"dark_bg\">0.13</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.07</td>\n", | |
| " <td class=\"dark_bg\">0.93</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifier</td>\n", | |
| " <td rowspan=4>0.985</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.99</td>\n", | |
| " <td class=\"dark_bg\">0.01</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.03</td>\n", | |
| " <td class=\"dark_bg\">0.97</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVC</td>\n", | |
| " <td rowspan=4>0.988</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.99</td>\n", | |
| " <td class=\"dark_bg\">0.01</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.02</td>\n", | |
| " <td class=\"dark_bg\">0.98</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>BayesBigram</td>\n", | |
| " <td rowspan=4>0.893</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.88</td>\n", | |
| " <td class=\"dark_bg\">0.12</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.04</td>\n", | |
| " <td class=\"dark_bg\">0.96</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifierBigram</td>\n", | |
| " <td rowspan=4>0.972</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.98</td>\n", | |
| " <td class=\"dark_bg\">0.02</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.07</td>\n", | |
| " <td class=\"dark_bg\">0.93</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVCBigram</td>\n", | |
| " <td rowspan=4>0.973</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.98</td>\n", | |
| " <td class=\"dark_bg\">0.02</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.06</td>\n", | |
| " <td class=\"dark_bg\">0.94</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>Catboost</td>\n", | |
| " <td rowspan=4>0.989</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.99</td>\n", | |
| " <td class=\"dark_bg\">0.01</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.03</td>\n", | |
| " <td class=\"dark_bg\">0.97</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " </tr>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td rowspan=28>other_diagnoses__diabetes</td>\n", | |
| " \n", | |
| " <td rowspan=4>Bayes</td>\n", | |
| " <td rowspan=4>0.923</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.92</td>\n", | |
| " <td class=\"dark_bg\">0.08</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.07</td>\n", | |
| " <td class=\"dark_bg\">0.93</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifier</td>\n", | |
| " <td rowspan=4>1.000</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVC</td>\n", | |
| " <td rowspan=4>1.000</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.01</td>\n", | |
| " <td class=\"dark_bg\">0.99</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>BayesBigram</td>\n", | |
| " <td rowspan=4>0.937</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.94</td>\n", | |
| " <td class=\"dark_bg\">0.06</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.05</td>\n", | |
| " <td class=\"dark_bg\">0.95</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifierBigram</td>\n", | |
| " <td rowspan=4>0.986</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.99</td>\n", | |
| " <td class=\"dark_bg\">0.01</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.05</td>\n", | |
| " <td class=\"dark_bg\">0.95</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVCBigram</td>\n", | |
| " <td rowspan=4>0.990</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.99</td>\n", | |
| " <td class=\"dark_bg\">0.01</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.05</td>\n", | |
| " <td class=\"dark_bg\">0.95</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>Catboost</td>\n", | |
| " <td rowspan=4>1.000</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " </tr>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td rowspan=28>bad_habits__smoking</td>\n", | |
| " \n", | |
| " <td rowspan=4>Bayes</td>\n", | |
| " <td rowspan=4>0.906</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.42</td>\n", | |
| " <td class=\"dark_bg\">0.58</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifier</td>\n", | |
| " <td rowspan=4>1.000</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVC</td>\n", | |
| " <td rowspan=4>1.000</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>BayesBigram</td>\n", | |
| " <td rowspan=4>0.872</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.21</td>\n", | |
| " <td class=\"dark_bg\">0.79</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifierBigram</td>\n", | |
| " <td rowspan=4>0.991</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.01</td>\n", | |
| " <td class=\"dark_bg\">0.99</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVCBigram</td>\n", | |
| " <td rowspan=4>1.000</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>Catboost</td>\n", | |
| " <td rowspan=4>0.983</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.95</td>\n", | |
| " <td class=\"dark_bg\">0.05</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.01</td>\n", | |
| " <td class=\"dark_bg\">0.99</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " </tr>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td rowspan=28>bad_habits__alcohol</td>\n", | |
| " \n", | |
| " <td rowspan=4>Bayes</td>\n", | |
| " <td rowspan=4>0.923</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.76</td>\n", | |
| " <td class=\"dark_bg\">0.24</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifier</td>\n", | |
| " <td rowspan=4>1.000</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVC</td>\n", | |
| " <td rowspan=4>1.000</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>BayesBigram</td>\n", | |
| " <td rowspan=4>0.880</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.65</td>\n", | |
| " <td class=\"dark_bg\">0.35</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.01</td>\n", | |
| " <td class=\"dark_bg\">0.99</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>SGDClassifierBigram</td>\n", | |
| " <td rowspan=4>0.983</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.97</td>\n", | |
| " <td class=\"dark_bg\">0.03</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.01</td>\n", | |
| " <td class=\"dark_bg\">0.99</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>LinearSVCBigram</td>\n", | |
| " <td rowspan=4>0.983</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">0.97</td>\n", | |
| " <td class=\"dark_bg\">0.03</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.01</td>\n", | |
| " <td class=\"dark_bg\">0.99</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <td rowspan=4>Catboost</td>\n", | |
| " <td rowspan=4>0.974</td>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <td></td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td class=\"dark_bg\">1.00</td>\n", | |
| " <td class=\"dark_bg\">0.00</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td class=\"dark_bg\">0.04</td>\n", | |
| " <td class=\"dark_bg\">0.96</td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " </tr>\n", | |
| " \n", | |
| " </table>\n", | |
| " \n", | |
| " <style>\n", | |
| " .bordered td, th {\n", | |
| " /* border: 1px solid var(--jp-ui-font-color1) !important; */\n", | |
| " border: 1px solid black !important;\n", | |
| " background-color: transparent;\n", | |
| " text-align: center !important;\n", | |
| " padding: 3px 25px;\n", | |
| " }\n", | |
| " .dark_bg {\n", | |
| " background: var(--jp-layout-color0) !important;\n", | |
| " }\n", | |
| " .light_bg { \n", | |
| " background: var(--jp-rendermime-table-row-background) !important;\n", | |
| " }\n", | |
| " .jp-RenderedHTMLCommon tbody tr {\n", | |
| " background: var(--jp-rendermime-table-row-background) !important;\n", | |
| " }\n", | |
| " .jp-RenderedHTMLCommon tbody tr:hover {\n", | |
| " background: var(--jp-rendermime-table-row-background);\n", | |
| " }\n", | |
| " .jp-RenderedHTMLCommon tbody td:hover {\n", | |
| " background: var(--jp-rendermime-table-row-hover-background);\n", | |
| " }\n", | |
| " </style>\n", | |
| " " | |
| ], | |
| "text/plain": [ | |
| "<IPython.core.display.HTML object>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "display_stats(combined_features)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [] | |
| } | |
| ], | |
| "metadata": { | |
| "kernelspec": { | |
| "display_name": "Python 3.7.5 64-bit ('venv': venv)", | |
| "language": "python", | |
| "name": "python37564bitvenvvenva5ab953d4f48497c96ec4333ac1c1ce3" | |
| }, | |
| "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": 4 | |
| } |
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