===============
Examples
===============

Real-world examples demonstrating the Climate Diagnostics Toolkit in action.

🌍 **Featured Examples**
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📊 **Example Categories**
==========================

.. grid:: 2
   :gutter: 3

   .. grid-item-card:: 🗺️ Visualization Examples
      :text-align: center

      Beautiful climate maps and charts
      
      +++
      
      Basic plotting examples with real climate data

   .. grid-item-card:: 📈 Analysis Examples  
      :text-align: center

      Statistical analysis and trend detection
      
      +++
      
      Trend analysis examples and workflows

   .. grid-item-card:: ⏱️ Time Series Examples
      :text-align: center

      Temporal decomposition and forecasting
      
      +++
      
      Time series analysis and decomposition examples

   .. grid-item-card:: 🔬 Advanced Examples
      :text-align: center

      Multi-model evaluation and comparison
      
      +++
      
      Advanced analysis techniques and workflows

🎯 **What You'll Find**
========================

Each example includes:

- Complete, runnable code
- Sample data or data generation
- Step-by-step explanations
- Well-formatted figures
- Best practices and tips

📁 **Download Examples**
=========================

All examples are available as Jupyter notebooks that you can download and run locally:

.. code-block:: bash

   git clone https://github.com/pranay-chakraborty/climate_diagnostics.git
   cd climate_diagnostics/examples/
   jupyter lab

🔗 **Related Resources**
=========================

- :doc:`../tutorials/index` - Step-by-step learning
- :doc:`../api/index` - Complete API reference
- :doc:`../user_guide/index` - In-depth documentation