From: Nate E TeBlunthuis <nathante@mox2.hyak.local>
Date: Tue, 23 Feb 2021 00:03:48 +0000 (-0800)
Subject: Changes from hyak.
X-Git-Url: https://code.communitydata.science/cdsc_reddit.git/commitdiff_plain/4dc949de5fb8d3eac04bae125c819100002c9522?hp=-c

Changes from hyak.
---

4dc949de5fb8d3eac04bae125c819100002c9522
diff --git a/clustering/Makefile b/clustering/Makefile
index 115b218..20d7808 100644
--- a/clustering/Makefile
+++ b/clustering/Makefile
@@ -1,10 +1,32 @@
 #srun_cdsc='srun -p comdata-int -A comdata --time=300:00:00 --time-min=00:15:00 --mem=100G --ntasks=1 --cpus-per-task=28'
-all:/gscratch/comdata/output/reddit_clustering/comment_authors_10000.feather /gscratch/comdata/output/reddit_clustering/comment_terms_10000.feather
+all:/gscratch/comdata/output/reddit_clustering/comment_authors_10000.feather /gscratch/comdata/output/reddit_clustering/comment_terms_10000.feather /gscratch/comdata/output/reddit_clustering/subreddit_author_tf_similarities_10000.feather /gscratch/comdata/output/reddit_tsne/subreddit_author_tf_similarities_10000.feather /gscratch/comdata/output/reddit_tsne/comment_authors_10000.feather
+#all:/gscratch/comdata/output/reddit_clustering/comment_authors_10000.feather /gscratch/comdata/output/reddit_clustering/comment_terms_10000.feather /gscratch/comdata/output/reddit_clustering/subreddit_author_tf_similarities_10000.feather /gscratch/comdata/output/reddit_clustering/wang_similarity_10000.feather /gscratch/comdata/output/reddit_tsne/subreddit_author_tf_similarities_10000.feather /gscratch/comdata/output/reddit_tsne/wang_similarity_10000.feather /gscratch/comdata/output/reddit_tsne/comment_authors_10000.feather
 
 /gscratch/comdata/output/reddit_clustering/comment_authors_10000.feather:clustering.py /gscratch/comdata/output/reddit_similarity/comment_authors_10000.feather
 #	$srun_cdsc python3
-	./clustering.py /gscratch/comdata/output/reddit_similarity/comment_authors_10000.feather /gscratch/comdata/output/reddit_clustering/comment_authors_10000.feather ---max_iter=400 --convergence_iter=15 --preference_quantile=0.85 --damping=0.85
+	start_spark_and_run.sh 1 clustering.py /gscratch/comdata/output/reddit_similarity/comment_authors_10000.feather /gscratch/comdata/output/reddit_clustering/comment_authors_10000.feather ---max_iter=400 --convergence_iter=15 --preference_quantile=0.85 --damping=0.85
 
 /gscratch/comdata/output/reddit_clustering/comment_terms_10000.feather:clustering.py /gscratch/comdata/output/reddit_similarity/comment_terms_10000.feather
 #	$srun_cdsc python3
-	./clustering.py /gscratch/comdata/output/reddit_similarity/comment_terms_10000.feather /gscratch/comdata/output/reddit_clustering/comment_terms_10000.feather ---max_iter=1000 --convergence_iter=15 --preference_quantile=0.9 --damping=0.5
+	start_spark_and_run.sh 1 clustering.py /gscratch/comdata/output/reddit_similarity/comment_terms_10000.feather /gscratch/comdata/output/reddit_clustering/comment_terms_10000.feather ---max_iter=1000 --convergence_iter=15 --preference_quantile=0.9 --damping=0.5
+
+/gscratch/comdata/output/reddit_clustering/subreddit_author_tf_similarities_10000.feather:clustering.py /gscratch/comdata/output/reddit_similarity/subreddit_author_tf_similarities_10000.parquet
+#	$srun_cdsc
+	start_spark_and_run.sh 1 clustering.py /gscratch/comdata/output/reddit_similarity/subreddit_author_tf_similarities_10000.parquet /gscratch/comdata/output/reddit_clustering/subreddit_author_tf_similarities_10000.feather ---max_iter=400 --convergence_iter=15 --preference_quantile=0.5 --damping=0.85
+
+# it's pretty difficult to get a result that isn't one huge megacluster. A sign that it's bullcrap
+# /gscratch/comdata/output/reddit_clustering/wang_similarity_10000.feather:clustering.py /gscratch/comdata/output/reddit_similarity/wang_similarity_10000.feather
+# 	./clustering.py /gscratch/comdata/output/reddit_similarity/wang_similarity_10000.feather /gscratch/comdata/output/reddit_clustering/wang_similarity_10000.feather ---max_iter=400 --convergence_iter=15 --preference_quantile=0.9 --damping=0.85
+
+/gscratch/comdata/output/reddit_tsne/subreddit_author_tf_similarities_10000.feather:fit_tsne.py /gscratch/comdata/output/reddit_similarity/subreddit_author_tf_similarities_10000.parquet
+
+	start_spark_and_run.sh 1 fit_tsne.py --similarities=/gscratch/comdata/output/reddit_similarity/subreddit_author_tf_similarities_10000.parquet --output=/gscratch/comdata/output/reddit_tsne/subreddit_author_tf_similarities_10000.feather
+
+
+# /gscratch/comdata/output/reddit_tsne/wang_similarity_10000.feather:fit_tsne.py /gscratch/comdata/output/reddit_similarity/wang_similarity_10000.feather
+
+# 	python3 fit_tsne.py --similarities=/gscratch/comdata/output/reddit_similarity/wang_similarity_10000.feather --output=/gscratch/comdata/output/reddit_tsne/wang_similarity_10000.feather
+
+/gscratch/comdata/output/reddit_tsne/comment_authors_10000.feather:clustering.py /gscratch/comdata/output/reddit_similarity/comment_authors_10000.feather
+#	$srun_cdsc python3
+	start_spark_and_run.sh 1 fit_tsne.py --similarities=/gscratch/comdata/output/reddit_similarity/comment_authors_10000.feather --output=/gscratch/comdata/output/reddit_tsne/comment_authors_10000.feather
diff --git a/clustering/fit_tsne.py b/clustering/fit_tsne.py
index 28b0fd3..c9f45f6 100644
--- a/clustering/fit_tsne.py
+++ b/clustering/fit_tsne.py
@@ -5,7 +5,7 @@ from numpy import random
 import numpy as np
 from sklearn.manifold import TSNE
 
-similarities = "term_similarities_10000.feather"
+similarities = "/gscratch/comdata/output/reddit_similarity/subreddit_author_tf_similarities_10000.parquet"
 
 def fit_tsne(similarities, output, learning_rate=750, perplexity=50, n_iter=10000, early_exaggeration=20):
     '''
diff --git a/density/Makefile b/density/Makefile
index 43075a4..d223399 100644
--- a/density/Makefile
+++ b/density/Makefile
@@ -1,7 +1,10 @@
-all: /gscratch/comdata/output/reddit_density/comment_terms_10000.feather /gscratch/comdata/output/reddit_density/comment_authors_10000.feather
+all: /gscratch/comdata/output/reddit_density/comment_terms_10000.feather /gscratch/comdata/output/reddit_density/comment_authors_10000.feather /gscratch/comdata/output/reddit_density/subreddit_author_tf_similarities_10000.feather
 
 /gscratch/comdata/output/reddit_density/comment_terms_10000.feather:overlap_density.py /gscratch/comdata/output/reddit_similarity/comment_terms_10000.feather /gscratch/comdata/output/reddit_similarity/comment_terms_10000.feather
-	python3 overlap_density.py terms --inpath="/gscratch/comdata/output/reddit_similarity/comment_terms_10000.feather" --outpath="/gscratch/comdata/output/reddit_density/comment_terms_10000.feather" --agg=pd.DataFrame.sum
+	start_spark_and_run.sh 1 overlap_density.py terms --inpath="/gscratch/comdata/output/reddit_similarity/comment_terms_10000.feather" --outpath="/gscratch/comdata/output/reddit_density/comment_terms_10000.feather" --agg=pd.DataFrame.sum
 
 /gscratch/comdata/output/reddit_density/comment_authors_10000.feather:overlap_density.py /gscratch/comdata/output/reddit_similarity/comment_authors_10000.feather
-	python3 overlap_density.py authors --inpath="/gscratch/comdata/output/reddit_similarity/comment_authors_10000.feather" --outpath="/gscratch/comdata/output/reddit_density/comment_authors_10000.feather" --agg=pd.DataFrame.sum
+	start_spark_and_run.sh 1 overlap_density.py authors --inpath="/gscratch/comdata/output/reddit_similarity/comment_authors_10000.feather" --outpath="/gscratch/comdata/output/reddit_density/comment_authors_10000.feather" --agg=pd.DataFrame.sum
+
+/gscratch/comdata/output/reddit_density/subreddit_author_tf_similarities_10000.feather: overlap_density.py /gscratch/comdata/output/reddit_similarity/subreddit_author_tf_similarities_10000.parquet
+	start_spark_and_run.sh 1 overlap_density.py authors --inpath="/gscratch/comdata/output/reddit_similarity/subreddit_author_tf_similarities_10000.parquet" --outpath="/gscratch/comdata/output/reddit_density/subreddit_author_tf_similarities_10000.feather" --agg=pd.DataFrame.sum
diff --git a/density/job_script.sh b/density/job_script.sh
index 553d0a1..7dfac14 100755
--- a/density/job_script.sh
+++ b/density/job_script.sh
@@ -1,4 +1,4 @@
 #!/usr/bin/bash
 start_spark_cluster.sh
-spark-submit --master spark://$(hostname):18899 overlap_density.py wang_overlaps --inpath=/gscratch/comdata/output/reddit_similarity/tfidf_weekly/comment_authors.parquet --to_date=2020-04-13
+spark-submit --master spark://$(hostname):18899 overlap_density.py authors --inpath=/gscratch/comdata/output/reddit_similarity/comment_authors_10000.feather --outpath=/gscratch/comdata/output/reddit_density/comment_authors_10000.feather --agg=pd.DataFrame.sum
 stop-all.sh
diff --git a/density/overlap_density.py b/density/overlap_density.py
index a1e9f6d..5a8e91a 100644
--- a/density/overlap_density.py
+++ b/density/overlap_density.py
@@ -5,7 +5,7 @@ import numpy as np
 import sys
 sys.path.append("..")
 sys.path.append("../similarities")
-from similarities.similarities_helper import read_tfidf_matrix, reindex_tfidf, reindex_tfidf_time_interval
+from similarities.similarities_helper import reindex_tfidf, reindex_tfidf_time_interval
 
 # this is the mean of the ratio of the overlap to the focal size.
 # mean shared membership per focal community member
@@ -72,5 +72,5 @@ if __name__ == "__main__":
     fire.Fire({'authors':author_overlap_density,
                'terms':term_overlap_density,
                'author_weekly':author_overlap_density_weekly,
-               'term_weekly':term_overlap_density_weekly,
-               'wang_overlaps':wang_overlap_density})
+               'term_weekly':term_overlap_density_weekly})
+
diff --git a/similarities/Makefile b/similarities/Makefile
index 51fd0fa..0ec0342 100644
--- a/similarities/Makefile
+++ b/similarities/Makefile
@@ -1,13 +1,25 @@
-all: /gscratch/comdata/output/reddit_similarity/subreddit_comment_terms_25000.parquet /gscratch/comdata/output/reddit_similarity/subreddit_comment_authors_25000.parquet /gscratch/comdata/output/reddit_similarity/subreddit_comment_authors_10000.parquet /gscratch/comdata/output/reddit_similarity/comment_terms_10000_weekly.parquet
+all: /gscratch/comdata/output/reddit_similarity/subreddit_comment_authors_10000.parquet /gscratch/comdata/output/reddit_similarity/subreddit_comment_authors_10000.parquet /gscratch/comdata/output/reddit_similarity/subreddit_author_tf_similarities_10000.parquet /gscratch/comdata/output/reddit_similarity/subreddit_comment_authors_10000.parquet /gscratch/comdata/output/reddit_similarity/comment_terms.parquet
 
-/gscratch/comdata/output/reddit_similarity/subreddit_comment_terms_25000.parquet: cosine_similarities.py /gscratch/comdata/output/reddit_similarity/tfidf/comment_terms.parquet
-	start_spark_and_run.sh 1 cosine_similarities.py term --outfile=/gscratch/comdata/output/reddit_similarity/subreddit_comment_terms_25000.feather
+# all: /gscratch/comdata/output/reddit_similarity/subreddit_comment_terms_25000.parquet /gscratch/comdata/output/reddit_similarity/subreddit_comment_authors_25000.parquet /gscratch/comdata/output/reddit_similarity/subreddit_comment_authors_10000.parquet /gscratch/comdata/output/reddit_similarity/comment_terms_10000_weekly.parquet
 
-/gscratch/comdata/output/reddit_similarity/subreddit_comment_authors_25000.parquet: cosine_similarities.py /gscratch/comdata/output/reddit_similarity/tfidf/comment_authors.parquet
-	start_spark_and_run.sh 1 cosine_similarities.py author --outfile=/gscratch/comdata/output/reddit_similarity/subreddit_comment_authors_25000.feather
 
-/gscratch/comdata/output/reddit_similarity/subreddit_comment_authors_10000.parquet: cosine_similarities.py /gscratch/comdata/output/reddit_similarity/tfidf/comment_authors.parquet
-	start_spark_and_run.sh 1 cosine_similarities.py author --outfile=/gscratch/comdata/output/reddit_similarity/subreddit_comment_authors_10000.feather
+# /gscratch/comdata/output/reddit_similarity/subreddit_comment_authors_25000.parquet: cosine_similarities.py /gscratch/comdata/output/reddit_similarity/tfidf/comment_authors.parquet
+# 	start_spark_and_run.sh 1 cosine_similarities.py author --outfile=/gscratch/comdata/output/reddit_similarity/subreddit_comment_authors_25000.feather
 
-/gscratch/comdata/output/reddit_similarity/comment_terms_10000_weekly.parquet: cosine_similarities.py /gscratch/comdata/output/reddit_similarity/tfidf/comment_authors.parquet
-	start_spark_and_run.sh 1 weekly_cosine_similarities.py term --outfile=/gscratch/comdata/output/reddit_similarity/subreddit_comment_terms_10000_weely.parquet
+/gscratch/comdata/output/reddit_similarity/tfidf/comment_terms.parquet: tfidf.py similarities_helper.py /gscratch/comdata/output/reddit_ngrams/comment_terms.parquet /gscratch/comdata/output/reddit_similarity/subreddits_by_num_comments.csv
+	start_spark_and_run.sh 1 tfidf.py terms --topN=10000
+
+/gscratch/comdata/output/reddit_similarity/tfidf/comment_authors.parquet: tfidf.py similarities_helper.py /gscratch/comdata/output/reddit_ngrams/comment_authors.parquet /gscratch/comdata/output/reddit_similarity/subreddits_by_num_comments.csv
+	start_spark_and_run.sh 1 tfidf.py authors --topN=10000
+
+/gscratch/comdata/output/reddit_similarity/comment_authors_10000.parquet: cosine_similarities.py similarities_helper.py /gscratch/comdata/output/reddit_similarity/tfidf/comment_authors.parquet /gscratch/comdata/output/reddit_similarity/tfidf/comment_authors.parquet 
+	start_spark_and_run.sh 1 cosine_similarities.py author --outfile=/gscratch/comdata/output/reddit_similarity/comment_authors_10000.feather
+
+/gscratch/comdata/output/reddit_similarity/comment_terms.parquet: cosine_similarities.py similarities_helper.py /gscratch/comdata/output/reddit_similarity/tfidf/comment_terms.parquet
+	start_spark_and_run.sh 1 cosine_similarities.py term --outfile=/gscratch/comdata/output/reddit_similarity/comment_terms_10000.feather
+
+# /gscratch/comdata/output/reddit_similarity/comment_terms_10000_weekly.parquet: cosine_similarities.py /gscratch/comdata/output/reddit_similarity/tfidf_weekly/comment_authors.parquet
+# 	start_spark_and_run.sh 1 weekly_cosine_similarities.py term --outfile=/gscratch/comdata/output/reddit_similarity/subreddit_comment_terms_10000_weely.parquet
+
+/gscratch/comdata/output/reddit_similarity/subreddit_author_tf_similarities_10000.parquet: cosine_similarities.py similarities_helper.py /gscratch/comdata/output/reddit_similarity/tfidf/comment_authors.parquet /gscratch/comdata/output/reddit_similarity/tfidf/comment_authors.parquet
+	start_spark_and_run.sh 1 cosine_similarities.py author-tf --outfile=/gscratch/comdata/output/reddit_similarity/subreddit_author_tf_similarities_10000.parquet
diff --git a/similarities/__pycache__/similarities_helper.cpython-37.pyc b/similarities/__pycache__/similarities_helper.cpython-37.pyc
index e5e4965..eb607f3 100644
Binary files a/similarities/__pycache__/similarities_helper.cpython-37.pyc and b/similarities/__pycache__/similarities_helper.cpython-37.pyc differ
diff --git a/similarities/cosine_similarities.py b/similarities/cosine_similarities.py
index 609e477..c1e99c9 100644
--- a/similarities/cosine_similarities.py
+++ b/similarities/cosine_similarities.py
@@ -1,30 +1,53 @@
 import pandas as pd
 import fire
 from pathlib import Path
-from similarities_helper import similarities
+from similarities_helper import similarities, column_similarities
 
-def cosine_similarities(infile, term_colname, outfile, min_df=None, included_subreddits=None, topN=500, exclude_phrases=False,from_date=None, to_date=None):
-    return similiarities(infile=infile, simfunc=column_similarities, term_colname=term_colname, outfile=outfile, min_df=min_df, included_subreddits=included_subreddits, topN=topN, exclude_phrases=exclude_phrases,from_date=from_date, to_date=to_date)
+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'):
 
-def term_cosine_similarities(outfile, min_df=None, included_subreddits=None, topN=500, exclude_phrases=False, from_date=None, to_date=None):
+    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.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.parquet',
+                               'author',
+                               outfile,
+                               min_df,
+                               max_df,
                                included_subreddits,
                                topN,
-                               exclude_phrasesby.)
+                               exclude_phrases=False,
+                               from_date=from_date,
+                               to_date=to_date)
 
-def author_cosine_similarities(outfile, min_df=2, included_subreddits=None, topN=10000, from_date=None, to_date=None):
+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.parquet',
                                'author',
                                outfile,
                                min_df,
+                               max_df,
                                included_subreddits,
                                topN,
-                               exclude_phrases=False)
+                               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':author_cosine_similarities,
+               'author-tf':author_tf_similarities})
 
diff --git a/similarities/job_script.sh b/similarities/job_script.sh
index e79a061..03e77de 100755
--- a/similarities/job_script.sh
+++ b/similarities/job_script.sh
@@ -1,4 +1,4 @@
 #!/usr/bin/bash
 start_spark_cluster.sh
-spark-submit --master spark://$(hostname):18899 wang_similarity.py --infile=/gscratch/comdata/output/reddit_similarity/tfidf/comment_authors.parquet --max_df=10 --outfile=/gscratch/comdata/output/reddit_similarity/wang_similarity_1000_max10.feather
+spark-submit --master spark://$(hostname):18899 cosine_similarities.py term --outfile=/gscratch/comdata/output/reddit_similarity/comment_terms_10000.feather
 stop-all.sh
diff --git a/similarities/similarities_helper.py b/similarities/similarities_helper.py
index 69516a6..9e33c9d 100644
--- a/similarities/similarities_helper.py
+++ b/similarities/similarities_helper.py
@@ -75,17 +75,20 @@ def reindex_tfidf(infile, term_colname, min_df=None, max_df=None, included_subre
     spark.stop()
     return (tempdir, subreddit_names)
 
-def similarities(infile, simfunc, term_colname, outfile, min_df=None, max_df=None, included_subreddits=None, topN=500, exclude_phrases=False, from_date=None, to_date=None):
 
+def similarities(infile, simfunc, 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'):
+    '''
+    tfidf_colname: set to 'relative_tf' to use normalized term frequency instead of tf-idf, which can be useful for author-based similarities.
+    '''
     if from_date is not None or to_date is not None:
-        tempdir, subreddit_names = reindex_tfidf_time_interval(infile, term_colname='author', min_df=min_df, max_df=max_df, included_subreddits=included_subreddits, topN=topN, exclude_phrases=False, from_date=from_date, to_date=to_date)
+        tempdir, subreddit_names = reindex_tfidf_time_interval(infile, term_colname=term_colname, min_df=min_df, max_df=max_df, included_subreddits=included_subreddits, topN=topN, exclude_phrases=False, from_date=from_date, to_date=to_date)
         
     else:
-        tempdir, subreddit_names = reindex_tfidf(infile, term_colname='author', min_df=min_df, max_df=max_df, included_subreddits=included_subreddits, topN=topN, exclude_phrases=False)
+        tempdir, subreddit_names = reindex_tfidf(infile, term_colname=term_colname, min_df=min_df, max_df=max_df, included_subreddits=included_subreddits, topN=topN, exclude_phrases=False)
 
     print("loading matrix")
     #    mat = read_tfidf_matrix("term_tfidf_entries7ejhvnvl.parquet", term_colname)
-    mat = read_tfidf_matrix(tempdir.name, term_colname)
+    mat = read_tfidf_matrix(tempdir.name, term_colname, tfidf_colname)
     print('computing similarities')
     sims = simfunc(mat)
     del mat
@@ -108,14 +111,24 @@ def similarities(infile, simfunc, term_colname, outfile, min_df=None, max_df=Non
     sims.to_feather(outfile)
     tempdir.cleanup()
 
-def read_tfidf_matrix_weekly(path, term_colname, week):
+def read_tfidf_matrix_weekly(path, term_colname, week, tfidf_colname='tf_idf'):
     term = term_colname
     term_id = term + '_id'
     term_id_new = term + '_id_new'
 
     dataset = ds.dataset(path,format='parquet')
-    entries = dataset.to_table(columns=['tf_idf','subreddit_id_new',term_id_new],filter=ds.field('week')==week).to_pandas()
-    return(csr_matrix((entries.tf_idf,(entries[term_id_new]-1, entries.subreddit_id_new-1))))
+    entries = dataset.to_table(columns=[tfidf_colname,'subreddit_id_new', term_id_new],filter=ds.field('week')==week).to_pandas()
+    return(csr_matrix((entries[tfidf_colname], (entries[term_id_new]-1, entries.subreddit_id_new-1))))
+
+def read_tfidf_matrix(path, term_colname, tfidf_colname='tf_idf'):
+    term = term_colname
+    term_id = term + '_id'
+    term_id_new = term + '_id_new'
+    dataset = ds.dataset(path,format='parquet')
+    print(f"tfidf_colname:{tfidf_colname}")
+    entries = dataset.to_table(columns=[tfidf_colname, 'subreddit_id_new',term_id_new]).to_pandas()
+    return(csr_matrix((entries[tfidf_colname],(entries[term_id_new]-1, entries.subreddit_id_new-1))))
+    
 
 def write_weekly_similarities(path, sims, week, names):
     sims['week'] = week
@@ -127,15 +140,6 @@ def write_weekly_similarities(path, sims, week, names):
     sims = sims.melt(id_vars=['subreddit','week'],value_vars=names.subreddit.values)
     sims.to_parquet(p / week.isoformat())
 
-def read_tfidf_matrix(path,term_colname):
-    term = term_colname
-    term_id = term + '_id'
-    term_id_new = term + '_id_new'
-
-    dataset = ds.dataset(path,format='parquet')
-    entries = dataset.to_table(columns=['tf_idf','subreddit_id_new',term_id_new]).to_pandas()
-    return(csr_matrix((entries.tf_idf,(entries[term_id_new]-1, entries.subreddit_id_new-1))))
-    
 def column_overlaps(mat):
     non_zeros = (mat != 0).astype('double')
     
@@ -383,7 +387,7 @@ def build_tfidf_dataset(df, include_subs, term_colname, tf_family=tf_weight.Norm
 
     return df
 
-def select_topN_subreddits(topN, path="/gscratch/comdata/output/reddit_similarity/subreddits_by_num_comments.csv"):
+def select_topN_subreddits(topN, path="/gscratch/comdata/output/reddit_similarity/subreddits_by_num_comments_nonswf.csv"):
     rankdf = pd.read_csv(path)
     included_subreddits = set(rankdf.loc[rankdf.comments_rank <= topN,'subreddit'].values)
     return included_subreddits
diff --git a/similarities/tfidf.py b/similarities/tfidf.py
index b7b4e63..885dae2 100644
--- a/similarities/tfidf.py
+++ b/similarities/tfidf.py
@@ -58,12 +58,13 @@ def tfidf_authors_weekly(outpath='/gscratch/comdata/output/reddit_similarity/tfi
 def tfidf_terms_weekly(outpath='/gscratch/comdata/output/reddit_similarity/tfidf_weekly/comment_terms.parquet',
                 topN=25000):
 
+
     return tfidf_weekly("/gscratch/comdata/output/reddit_ngrams/comment_terms.parquet",
-                 outpath,
-                 topN,
-                 'term',
-                 []
-                 )
+                        outpath,
+                        topN,
+                        'term',
+                        []
+                        )
 
 
 if __name__ == "__main__":
diff --git a/similarities/wang_similarity.py b/similarities/wang_similarity.py
index 99dc3cb..452e07a 100644
--- a/similarities/wang_similarity.py
+++ b/similarities/wang_similarity.py
@@ -12,7 +12,7 @@ infile="/gscratch/comdata/output/reddit_similarity/tfidf/comment_authors.parquet
     
 def wang_overlaps(infile, outfile="/gscratch/comdata/output/reddit_similarity/wang_similarity_10000.feather", min_df=1, max_df=None, included_subreddits=None, topN=10000, exclude_phrases=False, from_date=None, to_date=None):
 
-    return similarities(infile=infile, simfunc=wang_similarity, term_colname='author', outfile=outfile, min_df=min_df, max_df=None, included_subreddits=included_subreddits, topN=topN, exclude_phrases=exclude_phrases, from_date=from_date, to_date=to_date)
+    return similarities(infile=infile, simfunc=wang_similarity, term_colname='author', 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)
 
 if __name__ == "__main__":
     fire.Fire(wang_overlaps)
diff --git a/visualization/subreddit_author_tf_similarities_10000.html b/visualization/subreddit_author_tf_similarities_10000.html
index 722f5b0..eac12c5 100644
--- a/visualization/subreddit_author_tf_similarities_10000.html
+++ b/visualization/subreddit_author_tf_similarities_10000.html
@@ -14,7 +14,7 @@
   <div id="vis"></div>
   <script>
     (function(vegaEmbed) {
-      var spec = {"config": {"view": {"continuousWidth": 400, "continuousHeight": 300}}, "data": {"name": "data-6c6779c2e81755904ba664b6113392f2"}, "mark": "text", "encoding": {"color": {"condition": {"type": "nominal", "field": "color", "scale": {"scheme": "category10"}, "selection": " "}, "value": "lightgray"}, "text": {"type": "nominal", "field": "subreddit"}, "x": {"type": "quantitative", "axis": {"grid": false}, "field": "x", "scale": {"domain": [-65, 65]}}, "y": {"type": "quantitative", "axis": {"grid": false}, "field": "y", "scale": {"domain": [-65, 65]}}}, "height": 1000, "selection": {" ": {"type": "single", "on": "click", "fields": ["cluster"], "bind": {"input": "select", "options": ["0", "1", "2", "3", "4", "5", "6", "7", "8", "9", "10", "11", "12", "13", "14", "15", "16", "17", "18", "19", "20", "21", "22", "23", "24", "25", "26", "27", "28", "29", "30", "31", "32", "33", "34", "35", "36", "37", "38", "39", "40", "41", "42", "43", "44", "45", "46", "47", "48", "49", "50", 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3}, {"x": -32.045860290527344, "y": 60.34891891479492, "subreddit": "wingsoffire", "cluster": 1929, "color": 3}, {"x": -39.93430709838867, "y": -2.5341343879699707, "subreddit": "warriors_rockets_live", "cluster": 1930, "color": 8}, {"x": -39.93430709838867, "y": -2.5341343879699707, "subreddit": "watchufc235", "cluster": 1938, "color": 9}, {"x": -33.26847457885742, "y": -9.781686782836914, "subreddit": "wilderfurylive", "cluster": 1964, "color": 2}, {"x": -38.80268096923828, "y": -9.68972110748291, "subreddit": "wilderfurylivehd", "cluster": 1965, "color": 2}, {"x": -0.220903217792511, "y": 12.99792766571045, "subreddit": "xymarket", "cluster": 1992, "color": 0}, {"x": 105.795166015625, "y": 38.36664962768555, "subreddit": "ygobinders", "cluster": 1994, "color": 0}, {"x": 104.9444351196289, "y": 38.53553771972656, "subreddit": "ygomarketplace", "cluster": 1994, "color": 0}, {"x": 105.6570053100586, "y": 38.3946647644043, "subreddit": "ygosales", "cluster": 1994, "color": 0}, {"x": -49.4827766418457, "y": 34.71565628051758, "subreddit": "yokaitrade", "cluster": 1997, "color": 1}, {"x": -49.48436737060547, "y": 34.70490264892578, "subreddit": "yokaiwatch", "cluster": 1997, "color": 1}, {"x": -31.551050186157227, "y": 0.5233099460601807, "subreddit": "young_tvs", "cluster": 2000, "color": 3}]}};
       var embedOpt = {"mode": "vega-lite"};
 
       function showError(el, error){
diff --git a/visualization/tsne_vis.py b/visualization/tsne_vis.py
index a644ecf..c39a740 100644
--- a/visualization/tsne_vis.py
+++ b/visualization/tsne_vis.py
@@ -14,7 +14,7 @@ def base_plot(plot_data):
 
     cluster_dropdown = alt.binding_select(options=[str(c) for c in sorted(set(plot_data.cluster))])
 
-    subreddit_dropdown = alt.binding_select(options=sorted(plot_data.subreddit))
+    #    subreddit_dropdown = alt.binding_select(options=sorted(plot_data.subreddit))
 
     cluster_click_select = alt.selection_single(on='click',fields=['cluster'], bind=cluster_dropdown, name=' ')
     # cluster_select = alt.selection_single(fields=['cluster'], bind=cluster_dropdown, name='cluster')
@@ -42,7 +42,7 @@ def zoom_plot(plot_data):
     chart = base_plot(plot_data)
 
     chart = chart.interactive()
-    chart = chart.properties(width=1275,height=1000)
+    chart = chart.properties(width=1275,height=800)
 
     return chart
 
@@ -139,11 +139,19 @@ def assign_cluster_colors(tsne_data, clusters, n_colors, n_neighbors = 4):
 
 def build_visualization(tsne_data, clusters, output):
 
+    # tsne_data = "/gscratch/comdata/output/reddit_tsne/subreddit_author_tf_similarities_10000.feather"
+    # clusters = "/gscratch/comdata/output/reddit_clustering/subreddit_author_tf_similarities_10000.feather"
+
     tsne_data = pd.read_feather(tsne_data)
     clusters = pd.read_feather(clusters)
 
     tsne_data = assign_cluster_colors(tsne_data,clusters,10,8)
 
+    # sr_per_cluster = tsne_data.groupby('cluster').subreddit.count().reset_index()
+    # sr_per_cluster = sr_per_cluster.rename(columns={'subreddit':'cluster_size'})
+
+    tsne_data = tsne_data.merge(sr_per_cluster,on='cluster')
+
     term_zoom_plot = zoom_plot(tsne_data)
 
     term_zoom_plot.save(output)