Formatting.

Author: nels-o

README.md

@@ -8,7 +8,7 @@ the our project on
 There are three components presented here. The tagging interface, the machine 
 learning components, and the analysis tools.
 
-## 1) The Tagging interface (./Tagging Interface)
+## The Tagging interface (./Tagging Interface)
 
 This is the PHP, HTML, and JavaScript web application 
 that we used to manually tag tweets to train the classifiers.
@@ -24,18 +24,20 @@ provides more user friendly tools for managing the connection between the
 database and the user interface. This would also allow for direct 
 integration of the machine learning tools and the tagging interface.
 
-## 2) The Machine Learning components (./python)
+## The Machine Learning components (./python)
 
 This is the set of tools used to train, test, and produce output from 
 the classifiers. It relies on a series of dependencies that are described 
 in the ./python/requirements.txt
 
-## 3) The Statistical Analysis (./R)
+## The Statistical Analysis (./R)
 
-These are scripts used for checking the inter-rater reliability of our 
+These are scripts used for checking the inter-rater reliability (icc) of our 
 manual tags, and evaluating correlations between our tagged (or 
 predicted results) and LIWC results over the same data.
 
+
+## Data
 There is a placeholder SQLite3 database (./Tagging Interface/alz.db). We are not able to
 host this database publicly, contact us ([email protected]) for more 
 information.