Added ngram matrix generation code to the disambiguation module. Added test / demonstration code for the functions to the test file.
Added a variant on the ngram term-frequency matrix code to reduce passes over the strings. Added test functionality to the test file. The incremental function generates the same equivalent output as the function that makes two passes over the string list.
Added actual name data to the ngram formation code; includes some timing results
added cleaning dicts
updated a couple things
updated abbreviations dict
updated with an encoder to fix the unicode writing errors
updated with small comment
had to include encoding declaration magic comment to import on server
included a get_dicts function
Added version of master_clean_dicts that handles lists of strings instead of just a single string
Fixed dict formatting / compilation error in the mult_replace code that caused an error for N > 1 names
Changed some line widths using implicit string continuation
modified to take a string list
corrected punctuation issue
Added matrix-enabled cosine similarity function to psDisambig
Fixed some library reference errors between import and reference
Added a test directory with the timing / execution code for the clean/disambig workflow
Added an incremental version of the similarity calculation that only does one row at a time to save on memory consumption
Added the incremental cosine match code to the psDisambig testfile