<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="UTF-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Feature Ranking</title>
</head>
<body>
<h1>Feature Ranking</h1>
<form method="POST">
<button type="submit">Выполнить</button>
</form>
<h2>Результаты ранжирования признаков</h2>
<table>
<tr>
<th>Метод</th>
<th>Признак 1</th>
<th>Признак 2</th>
<!-- Добавьте остальные признаки -->
</tr>
<tr>
<td>Линейная регрессия</td>
<td>{{ feature_rankings['Linear Regression'][0] if 'Linear Regression' in feature_rankings else '' }}</td>
<td>{{ feature_rankings['Linear Regression'][1] if 'Linear Regression' in feature_rankings else '' }}</td>
</tr>
<tr>
<td>RFE</td>
<td>{{ feature_rankings['RFE'][0] if 'RFE' in feature_rankings else '' }}</td>
<td>{{ feature_rankings['RFE'][1] if 'RFE' in feature_rankings else '' }}</td>
</tr>
<tr>
<td>Случайные деревья</td>
<td>{{ feature_rankings['Random Forest'][0] if 'Random Forest' in feature_rankings else '' }}</td>
<td>{{ feature_rankings['Random Forest'][1] if 'Random Forest' in feature_rankings else '' }}</td>
</tr>
<tr>
<td>Средняя оценка</td>
<td>{{ feature_rankings['Mean Ranking'][0] if 'Mean Ranking' in feature_rankings else '' }}</td>
<td>{{ feature_rankings['Mean Ranking'][1] if 'Mean Ranking' in feature_rankings else '' }}</td>
</tr>
</table>
<h2>Самые важные признаки</h2>
<ul>
{% for feature_name in top_4_feature_names %}
<li>{{ feature_name }}</li>
{% endfor %}
</ul>
<h2>Значения X</h2>
<table>
{% for row in X_values %}
<tr>
{% for value in row %}
<td>{{ value }}</td>
{% if loop.index % 10 == 0 %}</tr><tr>{% endif %}
{% endfor %}
</tr>
{% endfor %}
</table>
<h2>Значения Y</h2>
<table>
<tr>
{% for value in Y_values %}
<td>{{ value }}</td>
{% if loop.index % 10 == 0 %}</tr><tr>{% endif %}
{% endfor %}
</tr>
</table>
</body>
</html>