Update README.md

README.md

 ## What is this project?
 **Project title:** Taffic Patterns in New York City
 
-**Team members:** Richard Sowers, Derek Yager, Vaibhav Karve, Marzieh Abolhelm.
+**Team members:** Richard Sowers, Derrek Yager, Vaibhav Karve, Marzieh Abolhelm.
 
 
 ## What does this code do?
@@ -16,23 +16,22 @@
 - System requirements:
     - Python3
     - Jupyter Notebook
-- Files needed:
-    In order to run this code, you will need a copy of the `util` folder and its contents.
-    The notebooks at the top level `./` can be run independently of each other. 
+- Go to https://databank.illinois.edu/datasets/IDB-4900670 for necessary files and import into DataFiles/:
+    - nodes.csv
+    - links.csv
+    - travel_times_2011.csv
 
 
 ## How is this repository organized?
-- ./             (Home directory: Files listed in order of increasing complexity)
-    - NMF.ipynb
-    - verifier.ipynb
-    - CNMF.ipynb
-    - SCNMF.ipynb
-    - sparsity.ipynb
-- utils/         (Contains all utilities and class definitions)
-    - NonNegProjector.py
-    - Objective.py
-    - EndChecker.py
-    - RandomMagnitude.py
+- ./             (Home directory: DataFiles -> ReadData -> MultiplicativeAlgorithm)
+    - ReadData
+    - Archive
+    - MultiplicativeAlgorithm
+    - DataFiles
+- ReadData/         (Contains ReadData.ipynb for importing data into matrix format)
+- MultiplicativeAlgorithm/      (Contains the meat)
+    - CSNMF.ipynb does most of the work
+    
    
    
 ## Importing into Jupyter Notebook