Starting Lesson 10

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diff --git a/docs/10-Data-visualization-in-python.md b/docs/10-Data-visualization-in-python.md
@@ -8,10 +8,20 @@ description: Lesson 10 - Data visualization in Python
 
 ## Objective
 
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+- Learn about different types of data visualizations
+- Understand how to use different visualization functions in Python
+- Know when to use which type of data visualization
 
 ## Concept
 
+We're going to go beyond querying data and now visualizing data.  Data visualization is important because it can help us understand data in different ways than looking at records.  It can show us relationships or trends in the data that we are analyzing.
+
+![image](images/10-ratings_data.png)
+
+![image](images/10-line_chart.png)
+![image](images/10-bar_chart.png)
+![image](images/10-pie_chart.png)
+![image](images/10-scatter_plot.png)
 ## Practice: 
 
 ## Summary

diff --git a/docs/images/10-bar_chart.png b/docs/images/10-bar_chart.png
diff --git a/docs/images/10-line_chart.png b/docs/images/10-line_chart.png
diff --git a/docs/images/10-pie_chart.png b/docs/images/10-pie_chart.png
diff --git a/docs/images/10-ratings_data.png b/docs/images/10-ratings_data.png
diff --git a/docs/images/10-scatter_plot.png b/docs/images/10-scatter_plot.png