minor modifications to Playing With Outliers description

Author: dmclark53

README.md

@@ -49,20 +49,22 @@ For detailed instructions about skflow, please read [Skflow Readme](https://gith
 ### NOTE:
 What's better to use? The virtual environment or normal pip installation?
 
-## Play with outliers
+## Playing With Outliers
 
 I have added a fun interactive application using the Python visualization library called Bokeh. The app allows you to
-pick features from the wine data set and set an outlier threshold to explore how this affects the data. The application
-source code is in the `playing_with_outliers` directory and is called `main.py`. To run this application, you will need
-to install bokeh:
+pick features from the wine data set and define an outlier threshold to explore how this affects the data. The
+application source code is in the `playing_with_outliers` directory and is called `main.py`. To run this application,
+you will need to install bokeh:
 
 ```
 pip install bokeh
 ```
 
-Then, to run the application, download the `playing_with_outliers` directory. Then, in the directory where you downloaded
-it, run:
+Then, to run the application, download the `playing_with_outliers` directory and its contents. Then, in the directory
+where you downloaded it, run:
 
 ```
 bokeh serve --show playing_with_outliers
-```
+```
+
+The application will open in your browser.