Code for computing a "clustered controversy" score, which measures how concentrated a user is on a focused, controversial topic in a collective intelligence environment.This documentation is in terms of users interacting with pages, but "pages" can be another object a user interacts with (email thread, blog post, etc.). Each of these objects has a set of features, which are used to determine inter-object similarity, and a controversy score. Each user has a list of pages they have interacted with, along with the relative strength of that interaction (for example, the number of times they have edited a page).
make_mmap users_file pages_file controversy_file: Creates memory maps from text data files. This allows fast querying for the scores of small numbers of users without loading the (potentially) very large text files into memory each time. It takes three arguments:
- users_file: Contains a list of sorted (userid, pageid, edit count) tuples, one per line (no parentheses, space separated). Must contain every user who will be queried.
- pages_file: Sorted tuples of the same format as users_file, but with the meaning (pageid, featureid, value). Must contain every page which is referenced in users_file.
- controversy_file: Contains a list of tuples of the form (pageid, controversy score), one for each page.
Toy examples of each file are provided in the example_data directory. Outputs users_mmap, pages_mmap, and controversy_mmap, which are simply binary encodings of the text files for efficient random access. Any of the arguments can be specified as "_", in which case the associated output is suppressed.
cc_mmap users_mmap pages_mmap controversy_mmap userids_file threads: Takes the memory maps generated above as input, along with a list of userids in users_file (one per line). Computes the scores in parallel (using the specified number of threads), writing the group-level scores to scores_out_X and page-level scores to raw_page_stats_out_X, where X ranges from 0 to threads - 1. The output formats are:
- scores_out_X: (userid, cc, controversy, clustering) tuples, one per line.
- raw_page_stats_out_X: Tuples of the form (userid, page count, pageid:controversy/clustering/edit_fraction, ...), one per line.
similarity page_mmap first_pageid second_pageid: Computes the similarity score between the pages specified.
make
./make_mmap example_data/users example_data/pages example_data/controversy
./cc_mmap users_mmap pages_mmap controversy_mmap example_data/user_list 1Output will be written to scores_out_0 and raw_page_stats_out_0.