.. _examples.understand:

===================
Understand Examples
===================

.. include:: logo_include.rst

Explore data science concepts through real-world datasets and analytics.

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.. grid:: 1 2 3 3
    :gutter: 3

    .. grid-item-card:: |i-docs| Africa Education
      :link: examples.understand.africa_education
      :link-type: ref
      :text-align: center
      :class-card: custom-card-examples-understand
      :img-top: /_static/examples/africa_education.png

      **10 minutes**

      Analyze factors influencing student academic performance across African
      countries.

      +++
      View Notebook →

    .. grid-item-card:: |i-bio| Amazon Rainforest
      :link: examples.understand.amazon
      :link-type: ref
      :text-align: center
      :class-card: custom-card-examples-understand
      :img-top: /_static/examples/amazon.png

      **10 minutes**

      Time series analysis of deforestation trends in Brazilian states.

      +++
      View Notebook →

    .. grid-item-card:: |i-virus| COVID-19
      :link: examples.understand.covid19
      :link-type: ref
      :text-align: center
      :class-card: custom-card-examples-understand
      :img-top: /_static/examples/covid19.png

      **10 minutes**

      Forecast pandemic cases and analyze spread patterns with time series
      models.

      +++
      View Notebook →

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.. tip::

   These examples demonstrate exploratory data analysis, time series
   forecasting, and correlation analysis on real-world datasets.

.. toctree::
  :hidden:
  :maxdepth: 1

  examples_understand_amazon
  examples_understand_covid19
  examples_understand_africa_education