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@@ -5,7 +5,7 @@ category: post
 date: 2020-03-28
 modified: 2020-03-28
 newsletter: False
-headerimage: /img/200328-covid-19-pandas/header.png
+headerimage: /img/200328-covid-19-pandas/header.jpg
 headeralt: pandas logo. Copyright the PyData Foundation.
 
 
@@ -313,4 +313,3 @@ the username [mattmakai](https://github.com/mattmakai).
 Something wrong with this post? Fork 
 [this page's source on GitHub](https://github.com/mattmakai/fullstackpython.com/blob/master/content/posts/200328-explore-covid-pandas.markdown)
 and submit a pull request.
-
@@ -1,7 +1,6 @@
 {% if article.author == "Kevin Whinnery" %}
 {% include "sponsor/twilioquest.html" %}
 {% endif %}
-{% include "sponsor/carbon.html" %}
 <div class="pn">
  <div class="pnh">
   <h3><a href="/table-of-contents.html">More Resources</a></h3>
 
@@ -0,0 +1,7 @@
+<a href="/data.html" class="lgi">Data</a>
+<a href="/data-analysis.html" class="lgi">Data analysis</a>
+<a href="/pandas.html" class="lgi">pandas</a>
+<a href="/sqlalchemy.html" class="lgi">SQLAlchemy</a>
+<a href="/sqlite.html" class="lgi">SQLite</a>
+<a href="/numpy.html" class="lgi">NumPy</a>
+<a href="https://pandas.pydata.org/docs/" class="lgi">Official pandas Docs {% include "blog/external-link.html" %}</a>