ass="sd">        This class provides runtime and memory usage tracking alongside the transformation.</span>

<span class="sd">    :**Parameters**:</span>
<span class="sd">        - `dataframe` (*pd.DataFrame*): Input DataFrame with &#39;x&#39;, &#39;y&#39; coordinates and feature columns.</span>

<span class="sd">    :**Attributes**:</span>
<span class="sd">        - **df** (*pd.DataFrame*) -- Input DataFrame with standardized column names &#39;x&#39;, &#39;y&#39;, and features.</span>
<span class="sd">    