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diff --git a/tutorials/1_03_intro_to_anaconda.md b/tutorials/1_03_intro_to_anaconda.md
index 841dfdd..81aff29 100644
--- a/tutorials/1_03_intro_to_anaconda.md
+++ b/tutorials/1_03_intro_to_anaconda.md
@@ -7,6 +7,10 @@ The Anaconda website nicely describes *Navigator* as:
<p> a graphical user interface (GUI) that enables you to work with packages and environments without needing to type conda commands in a terminal window.Find the packages you want, install them in an environment, run the packages, and update them – all inside Navigator.
</blockquote>
+To better understand how Navigator works and interacts with the anaconda ecosystem see the figure below.
+![Anaconda Schematic](figures/AnacondaSchematic.png)
+Navigator
+## Getting Started
Note to windows 10 users: Some installation instances do not allow users to search the start menu for *Navigator*, instead, you'll have to find the program under the *Anaconda (anaconda3)* folder. Expand the folder and click on *Anaconda Navigator* to launch the program.
@@ -55,6 +59,6 @@ Now that we have a clean environment configured, let us install some library we
| pandas | Data manipulation and analysis |
| matplotlib | Plots and visualizations |
| sympy | Symbolic mathematics |
-*Note: The libraries list may change as the course develops*
+*Note: The libraries list may change throughout the development of this course*
-1. Once the
+Once you've