58 lines
2.8 KiB
Python
58 lines
2.8 KiB
Python
import pandas as pd
|
|
import fire
|
|
from pathlib import Path
|
|
from similarities_helper import similarities, column_similarities
|
|
|
|
def cosine_similarities(infile, term_colname, outfile, min_df=None, max_df=None, included_subreddits=None, topN=500, exclude_phrases=False, from_date=None, to_date=None, tfidf_colname='tf_idf'):
|
|
|
|
return similarities(infile=infile, simfunc=column_similarities, term_colname=term_colname, outfile=outfile, min_df=min_df, max_df=max_df, included_subreddits=included_subreddits, topN=topN, exclude_phrases=exclude_phrases,from_date=from_date, to_date=to_date, tfidf_colname=tfidf_colname)
|
|
|
|
|
|
def term_cosine_similarities(outfile, min_df=None, max_df=None, included_subreddits=None, topN=500, exclude_phrases=False, from_date=None, to_date=None):
|
|
|
|
return cosine_similarities('/gscratch/comdata/output/reddit_similarity/tfidf/comment_terms_100k.parquet',
|
|
'term',
|
|
outfile,
|
|
min_df,
|
|
max_df,
|
|
included_subreddits,
|
|
topN,
|
|
exclude_phrases,
|
|
from_date,
|
|
to_date
|
|
)
|
|
|
|
def author_cosine_similarities(outfile, min_df=2, max_df=None, included_subreddits=None, topN=10000, from_date=None, to_date=None):
|
|
return cosine_similarities('/gscratch/comdata/output/reddit_similarity/tfidf/comment_authors_100k.parquet',
|
|
'author',
|
|
outfile,
|
|
min_df,
|
|
max_df,
|
|
included_subreddits,
|
|
topN,
|
|
exclude_phrases=False,
|
|
from_date=from_date,
|
|
to_date=to_date
|
|
)
|
|
|
|
def author_tf_similarities(outfile, min_df=2, max_df=None, included_subreddits=None, topN=10000, from_date=None, to_date=None):
|
|
return cosine_similarities('/gscratch/comdata/output/reddit_similarity/tfidf/comment_authors_100k.parquet',
|
|
'author',
|
|
outfile,
|
|
min_df,
|
|
max_df,
|
|
included_subreddits,
|
|
topN,
|
|
exclude_phrases=False,
|
|
from_date=from_date,
|
|
to_date=to_date,
|
|
tfidf_colname='relative_tf'
|
|
)
|
|
|
|
|
|
if __name__ == "__main__":
|
|
fire.Fire({'term':term_cosine_similarities,
|
|
'author':author_cosine_similarities,
|
|
'author-tf':author_tf_similarities})
|
|
|