diff --git a/MANIFEST.in b/MANIFEST.in
new file mode 100644
index 000000000..a4dca629e
--- /dev/null
+++ b/MANIFEST.in
@@ -0,0 +1,5 @@
+recursive-include config *.json
+recursive-include data *.csv
+recursive-include results *.csv
+include labels *.json
+
diff --git a/README.md b/README.md
index dfef4b996..7b4ef0512 100644
--- a/README.md
+++ b/README.md
@@ -175,7 +175,8 @@ all individual detections for reported algorithms are checked in to the results
 subdirectory. Please see the README files in those locations.
 
 1. If you want to plot some of the results, please see the README in the
-`scripts` directory for `scripts/plot.py`
+`scripts` directory for `scripts/plot.py`. For example `python scripts/plot.py` 
+will open default data-plots in the browser. 
 
 1. If you have your own algorithm and want to run the NAB benchmark, please see
 the [NAB Entry Points](https://github.com/numenta/NAB/wiki#nab-entry-diagram)
diff --git a/config/__init__.py b/config/__init__.py
new file mode 100644
index 000000000..e69de29bb
diff --git a/data/__init__.py b/data/__init__.py
new file mode 100644
index 000000000..e69de29bb
diff --git a/labels/__init__.py b/labels/__init__.py
new file mode 100644
index 000000000..e69de29bb
diff --git a/requirements.txt b/requirements.txt
index 87ed093f8..499804430 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -2,3 +2,4 @@ nupic==1.0.5
 pandas==0.20.3
 simplejson==3.11.1
 boto3==1.7.11
+plotly==3.10.0 #required for scripts/plot
diff --git a/results/__init__.py b/results/__init__.py
new file mode 100644
index 000000000..e69de29bb
diff --git a/setup.py b/setup.py
index eac3d56e9..2bb2a39a8 100644
--- a/setup.py
+++ b/setup.py
@@ -28,8 +28,8 @@
 
 
 # Utility function to read the README file.
-# Used for the long_description.  It"s nice, because now 1) we have a top level
-# README file and 2) it"s easier to type in the README file than to put a raw
+# Used for the long_description.  It's nice, because now 1) we have a top level
+# README file and 2) it's easier to type in the README file than to put a raw
 # string in below ...
 def read(fname):
   with open(os.path.join(os.path.dirname(__file__), fname)) as f:
@@ -107,6 +107,7 @@ def findRequirements():
     packages=find_packages(),
     long_description=read("README.md"),
     install_requires=requirements,
+    include_package_data=True,
     entry_points={
       "console_scripts": [
         "nab-plot = nab.plot:main",