Clustering & Data Structures
============================

Examples demonstrating Gaussian mixtures, clustering algorithms, and spatial data structures.

.. toctree::
   :maxdepth: 1

   gaussian_mixtures
   spatial_data_structures

.. raw:: html

   <div class="plotly-container aspect-wide">
       <iframe class="plotly-iframe" src="../../_static/images/examples/clustering_comparison.html"></iframe>
   </div>

**Clustering Comparison**: Interactive K-Means visualization with DBSCAN comparison.

.. list-table::
   :widths: 30 70
   :header-rows: 0

   * - :download:`gaussian_mixtures.py <../../../examples/gaussian_mixtures.py>`
     - Gaussian mixture operations, K-means, DBSCAN, hierarchical clustering

.. raw:: html

   <div class="plotly-container">
       <iframe class="plotly-iframe" src="../../_static/images/examples/gaussian_mixtures.html"></iframe>
   </div>

**Gaussian Mixture Model**: Clustering with Gaussian mixture models showing cluster centers.

.. list-table::
   :widths: 30 70
   :header-rows: 0

   * - :download:`spatial_data_structures.py <../../../examples/spatial_data_structures.py>`
     - KD-trees and R-trees for efficient spatial queries