diff --git a/NMDS.png b/NMDS.png
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diff --git a/README.md b/README.md
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--- a/README.md
+++ b/README.md
@@ -1,14 +1,28 @@
 # Initial NMDS ordinations and example diversity statistics for metabarcoding data  
-## This workflow and Jupyter binder shows a basic workflow to visualize metabarcoding data in R.  
+#### This workflow and Jupyter binder shows a basic workflow to visualize metabarcoding data in R.  
+
+### Quick Start:  
+#### Click on the binder link, than click "knit" to make an html R Markdown. You may need to turn off your pop up blocker.  
+
+### Example Output:  
+![Img](https://raw.githubusercontent.com/jasonarothman/Metabarcoding_viz/master/NMDS.png)  
+
+### Summary:  
+#### This workflow will generate several example NMDS ordinations from an OTU/ASV table.  
+#### Please remove taxonomic assignments before using this workflow.  
+#### This plot will provide a visual representation of a given sample’s community composition in relation to all other samples. These plots allow you to quickly visualize your metabarcoding community by any metadata grouping (categorical) factor you choose.
+
 ### Authors:  
-### Jason Rothman
+#### Jason Rothman
 <div itemscope itemtype="https://schema.org/Person"><a itemprop="sameAs" content="https://orcid.org/0000-0002-4848-8901" href="https://orcid.org/0000-0002-4848-8901" target="orcid.widget" rel="noopener noreferrer" style="vertical-align:top;"><img src="https://orcid.org/sites/default/files/images/orcid_16x16.png" style="width:1em;margin-right:.5em;" alt="ORCID iD icon">https://orcid.org/0000-0002-4848-8901</a></div>  
 
-### Jane Lucas  
+#### Jane Lucas  
 <div itemscope itemtype="https://schema.org/Person"><a itemprop="sameAs" content="https://orcid.org/0000-0002-3931-1864" href="https://orcid.org/0000-0002-3931-1864" target="orcid.widget" rel="noopener noreferrer" style="vertical-align:top;"><img src="https://orcid.org/sites/default/files/images/orcid_16x16.png" style="width:1em;margin-right:.5em;" alt="ORCID iD icon">https://orcid.org/0000-0002-3931-1864</a></div>  
 
 ### Links  
 
 #### GitHub: https://github.com/jasonarothman/Metabarcoding_viz
 
-#### Binder: [![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/jasonarothman/Metabarcoding_viz/master?filepath=rstudio)
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+#### Binder: [![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/jasonarothman/Metabarcoding_viz/master?urlpath=rstudio)  
+
+### We hope this is helpful!
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diff --git a/install.R b/install.R
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--- a/install.R
+++ b/install.R
@@ -1,2 +1,4 @@
-pkgs = c("ggplot2", "rmarkdown", "vegan", "RColorBrewer")
-install.packages(pkgs)
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+install.packages("ggplot2")
+install.packages("rmarkdown")
+install.packages("vegan")
+install.packages("RColorBrewer")
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