Lecture
-------

.. admonition:: Lesson 5.1 - Exploring data using Pandas

    .. raw:: html

        <iframe width="560" height="315" src="https://www.youtube.com/embed/aRrcATarMSo" frameborder="0" allowfullscreen></iframe>
        <p>Dave Whipp & Henrikki Tenkanen, University of Helsinki <a href="https://www.youtube.com/channel/UCQ1_1hZ0A1Vic2zmWE56s2A">@ Geo-Python channel on Youtube</a>.</p>

.. admonition:: Lesson 5.2 - Processing data with Pandas

    .. raw:: html

        <iframe width="560" height="315" src="https://www.youtube.com/embed/nPHiqqw0JJY" frameborder="0" allowfullscreen></iframe>
        <p>Dave Whipp & Henrikki Tenkanen, University of Helsinki <a href="https://www.youtube.com/channel/UCQ1_1hZ0A1Vic2zmWE56s2A">@ Geo-Python channel on Youtube</a>.</p>

.. admonition:: Lesson 5 - Overview of midterm feedback

    .. raw:: html

        <iframe width="560" height="315" src="https://www.youtube.com/embed/vlwfxNeb8Fo" frameborder="0" allowfullscreen></iframe>
        <p>Dave Whipp & Henrikki Tenkanen, University of Helsinki <a href="https://www.youtube.com/channel/UCQ1_1hZ0A1Vic2zmWE56s2A">@ Geo-Python channel on Youtube</a>.</p>

.. admonition:: Lesson 5 - Exercise 4 review

    .. raw:: html

        <iframe width="560" height="315" src="https://www.youtube.com/embed/5X_z2ISaLZ8" frameborder="0" allowfullscreen></iframe>
        <p>Dave Whipp & Henrikki Tenkanen, University of Helsinki <a href="https://www.youtube.com/channel/UCQ1_1hZ0A1Vic2zmWE56s2A">@ Geo-Python channel on Youtube</a>.</p>