piskvorky · tmylk · May 17, 2017 · May 17, 2017 · May 17, 2017 · May 17, 2017
diff --git a/docs/src/corpora/malletcorpus.rst b/docs/src/corpora/malletcorpus.rst
@@ -1,5 +1,5 @@
 :mod:`corpora.malletcorpus` -- Corpus in Mallet format of List-Of-Words.
-==========================================================
+========================================================================
 
 .. automodule:: gensim.corpora.malletcorpus
     :synopsis: Corpus in Mallet format of List-Of-Words.

diff --git a/docs/src/corpora/sharded_corpus.rst b/docs/src/corpora/sharded_corpus.rst
@@ -1,5 +1,5 @@
 :mod:`corpora.sharded_corpus` -- Corpus stored in separate files
-==========================================================
+================================================================
 
 .. automodule:: gensim.corpora.sharded_corpus
     :synopsis: Numpy arrays on disk for iterative processing 

diff --git a/docs/src/models/ldaseqmodel.rst b/docs/src/models/ldaseqmodel.rst
@@ -1,5 +1,5 @@
 :mod:`models.ldaseqmodel` -- Dynamic Topic Modeling in Python 
-================================
+=============================================================
 
 .. automodule:: gensim.models.ldaseqmodel
     :synopsis: Dynamic Topic Modeling in Python 

diff --git a/docs/src/parsing/preprocessing.rst b/docs/src/parsing/preprocessing.rst
@@ -1,5 +1,5 @@
 :mod:`parsing.preprocessing` -- Functions to preprocess raw text
-=========================================================
+================================================================
 
 .. automodule:: gensim.parsing.preprocessing
     :synopsis: Functions to preprocess raw text

diff --git a/docs/src/scripts/glove2word2vec.rst b/docs/src/scripts/glove2word2vec.rst
@@ -1,5 +1,5 @@
 :mod:`scripts.glove2word2vec` -- Convert glove format to word2vec
-=========================================================
+=================================================================
 
 .. automodule:: gensim.scripts.glove2word2vec
     :synopsis: Convert glove format to word2vec

diff --git a/docs/src/scripts/make_wikicorpus.rst b/docs/src/scripts/make_wikicorpus.rst
@@ -1,5 +1,5 @@
 :mod:`scripts.make_wikicorpus` -- Convert articles from a Wikipedia dump to vectors. 
-=========================================================
+====================================================================================
 
 .. automodule:: gensim.scripts.make_wikicorpus
     :synopsis: Convert articles from a Wikipedia dump to vectors. 

diff --git a/docs/src/scripts/word2vec_standalone.rst b/docs/src/scripts/word2vec_standalone.rst
@@ -1,5 +1,5 @@
 :mod:`scripts.word2vec_standalone` -- Train word2vec on text file CORPUS
-=========================================================
+========================================================================
 
 .. automodule:: gensim.scripts.word2vec_standalone
     :synopsis: Train word2vec on text file CORPUS

diff --git a/docs/src/similarities/index.rst b/docs/src/similarities/index.rst
@@ -1,5 +1,5 @@
 :mod:`similarities.index` -- Fast Approximate Nearest Neighbor Similarity with Annoy package
-========================================================================
+============================================================================================
 
 .. automodule:: gensim.similarities.index
     :synopsis: Fast Approximate Nearest Neighbor Similarity with Annoy package

diff --git a/docs/src/similarities/simserver.rst b/docs/src/similarities/simserver.rst
@@ -1,5 +1,5 @@
 :mod:`simserver` -- Document similarity server
-======================================================
+==============================================
 
 .. automodule:: simserver.simserver
     :synopsis: Document similarity server

diff --git a/docs/src/sklearn_integration/sklearn_wrapper_gensim_ldamodel.rst b/docs/src/sklearn_integration/sklearn_wrapper_gensim_ldamodel.rst
@@ -1,5 +1,5 @@
 :mod:`sklearn_integration.sklearn_wrapper_gensim_ldamodel.SklearnWrapperLdaModel` -- Scikit learn wrapper for Latent Dirichlet Allocation
-======================================================
+=========================================================================================================================================
 
 .. automodule:: gensim.sklearn_integration.sklearn_wrapper_gensim_ldamodel.SklearnWrapperLdaModel
     :synopsis: Scikit learn wrapper for LDA model

diff --git a/docs/src/summarization/keywords.rst b/docs/src/summarization/keywords.rst
@@ -1,5 +1,5 @@
 :mod:`summarization.keywords` -- Keywords for TextRank summarization algorithm
-=========================================================
+==============================================================================
 
 .. automodule:: gensim.summarization.keywords
     :synopsis: Keywords for TextRank summarization algorithm

diff --git a/docs/src/summarization/pagerank_weighted.rst b/docs/src/summarization/pagerank_weighted.rst
@@ -1,5 +1,5 @@
 :mod:`summarization.pagerank_weighted` -- Weighted PageRank algorithm
-=========================================================
+=====================================================================
 
 .. automodule:: gensim.summarization.pagerank_weighted
     :synopsis: Weighted PageRank algorithm

diff --git a/docs/src/summarization/syntactic_unit.rst b/docs/src/summarization/syntactic_unit.rst
@@ -1,5 +1,5 @@
 :mod:`summarization.syntactic_unit` -- Syntactic Unit class
-=========================================================
+===========================================================
 
 .. automodule:: gensim.summarization.syntactic_unit
     :synopsis: Syntactic Unit class

diff --git a/docs/src/summarization/textcleaner.rst b/docs/src/summarization/textcleaner.rst
@@ -1,5 +1,5 @@
 :mod:`summarization.textcleaner` -- Summarization pre-processing
-=========================================================
+================================================================
 
 .. automodule:: gensim.summarization.textcleaner
     :synopsis: Summarization pre-processing