piskvorky · tmylk · Oct 19, 2016 · Sep 29, 2016 · Sep 30, 2016 · Oct 19, 2016
diff --git a/docs/src/apiref.rst b/docs/src/apiref.rst
@@ -51,11 +51,6 @@ Modules:
     topic_coherence/probability_estimation
     topic_coherence/segmentation
     scripts/glove2word2vec
-    scripts/make_wiki
-    scripts/make_wiki_lemma
-    scripts/make_wiki_online
-    scripts/make_wiki_online_lemma
-    scripts/make_wiki_online_nodebug
     scripts/make_wikicorpus
     scripts/word2vec_standalone 
     parsing/porter

diff --git a/docs/src/corpora/csvcorpus.rst b/docs/src/corpora/csvcorpus.rst
@@ -0,0 +1,9 @@
+:mod:`corpora.csvcorpus` -- Corpus in CSV format
+==========================================================
+
+.. automodule:: gensim.corpora.csvcorpus
+    :synopsis: Corpus in CSV format
+    :members:
+    :inherited-members:
+    :undoc-members:
+    :show-inheritance:
diff --git a/docs/src/corpora/malletcorpus.rst b/docs/src/corpora/malletcorpus.rst
@@ -0,0 +1,9 @@
+:mod:`corpora.malletcorpus` -- Corpus in Mallet format of List-Of-Words.
+==========================================================
+
+.. automodule:: gensim.corpora.malletcorpus
+    :synopsis: Corpus in Mallet format of List-Of-Words.
+    :members:
+    :inherited-members:
+    :undoc-members:
+    :show-inheritance:
diff --git a/docs/src/corpora/sharded_corpus.rst b/docs/src/corpora/sharded_corpus.rst
@@ -0,0 +1,9 @@
+:mod:`corpora.sharded_corpus` -- Corpus stored in separate files
+==========================================================
+
+.. automodule:: gensim.corpora.sharded_corpus
+    :synopsis: Numpy arrays on disk for iterative processing 
+    :members:
+    :inherited-members:
+    :undoc-members:
+    :show-inheritance:
diff --git a/docs/src/parsing/porter.rst b/docs/src/parsing/porter.rst
@@ -0,0 +1,9 @@
+:mod:`parsing.porter` -- Porter Stemming Algorithm
+=========================================================
+
+.. automodule:: gensim.parsing.porter
+    :synopsis: Porter Stemming Algorithm
+    :members:
+    :inherited-members:
+    :undoc-members:
+    :show-inheritance:
diff --git a/docs/src/parsing/preprocessing.rst b/docs/src/parsing/preprocessing.rst
@@ -0,0 +1,9 @@
+:mod:`parsing.preprocessing` -- Functions to preprocess raw text
+=========================================================
+
+.. automodule:: gensim.parsing.preprocessing
+    :synopsis: Functions to preprocess raw text
+    :members:
+    :inherited-members:
+    :undoc-members:
+    :show-inheritance:
diff --git a/docs/src/scripts/glove2word2vec.rst b/docs/src/scripts/glove2word2vec.rst
@@ -0,0 +1,9 @@
+:mod:`scripts.glove2word2vec` -- Convert glove format to word2vec
+=========================================================
+
+.. automodule:: gensim.scripts.glove2word2vec
+    :synopsis: Convert glove format to word2vec
+    :members:
+    :inherited-members:
+    :undoc-members:
+    :show-inheritance:
diff --git a/docs/src/scripts/make_wikicorpus.rst b/docs/src/scripts/make_wikicorpus.rst
@@ -0,0 +1,9 @@
+: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. 
+    :members:
+    :inherited-members:
+    :undoc-members:
+    :show-inheritance:
diff --git a/docs/src/scripts/word2vec_standalone.rst b/docs/src/scripts/word2vec_standalone.rst
@@ -0,0 +1,9 @@
+:mod:`scripts.word2vec_standalone` -- Train word2vec on text file CORPUS
+=========================================================
+
+.. automodule:: gensim.scripts.word2vec_standalone
+    :synopsis: Train word2vec on text file CORPUS
+    :members:
+    :inherited-members:
+    :undoc-members:
+    :show-inheritance:
diff --git a/docs/src/similarities/index.rst b/docs/src/similarities/index.rst
@@ -0,0 +1,8 @@
+:mod:`similarities.index` -- Fast Approximate Nearest Neighbor Similarity with Annoy package
+========================================================================
+
+.. automodule:: gensim.similarities.index
+    :synopsis: Fast Approximate Nearest Neighbor Similarity with Annoy package
+    :members:
+    :inherited-members:
+
diff --git a/docs/src/summarization/bm25.rst b/docs/src/summarization/bm25.rst
@@ -0,0 +1,9 @@
+:mod:`summarization.bm25` -- BM25 ranking function
+=========================================================
+
+.. automodule:: gensim.summarization.bm25
+    :synopsis: BM25 ranking function
+    :members:
+    :inherited-members:
+    :undoc-members:
+    :show-inheritance:
diff --git a/docs/src/summarization/commons.rst b/docs/src/summarization/commons.rst
@@ -0,0 +1,9 @@
+:mod:`summarization.commons` -- Common graph functions
+=========================================================
+
+.. automodule:: gensim.summarization.commons
+    :synopsis: Common graph functions
+    :members:
+    :inherited-members:
+    :undoc-members:
+    :show-inheritance:
diff --git a/docs/src/summarization/graph.rst b/docs/src/summarization/graph.rst
@@ -0,0 +1,9 @@
+:mod:`summarization.graph` -- TextRank graph
+=========================================================
+
+.. automodule:: gensim.summarization.graph
+    :synopsis: TextRank graph
+    :members:
+    :inherited-members:
+    :undoc-members:
+    :show-inheritance:
diff --git a/docs/src/summarization/keywords.rst b/docs/src/summarization/keywords.rst
@@ -0,0 +1,9 @@
+:mod:`summarization.keywords` -- Keywords for TextRank summarization algorithm
+=========================================================
+
+.. automodule:: gensim.summarization.keywords
+    :synopsis: Keywords for TextRank summarization algorithm
+    :members:
+    :inherited-members:
+    :undoc-members:
+    :show-inheritance:
diff --git a/docs/src/summarization/pagerank_weighted.rst b/docs/src/summarization/pagerank_weighted.rst
@@ -0,0 +1,9 @@
+:mod:`summarization.pagerank_weighted` -- Weighted PageRank algorithm
+=========================================================
+
+.. automodule:: gensim.summarization.pagerank_weighted
+    :synopsis: Weighted PageRank algorithm
+    :members:
+    :inherited-members:
+    :undoc-members:
+    :show-inheritance:
diff --git a/docs/src/summarization/summariser.rst b/docs/src/summarization/summariser.rst
@@ -0,0 +1,9 @@
+:mod:`summarization.summarizer` -- TextRank Summariser
+=========================================================
+
+.. automodule:: gensim.summarization.summarizer
+    :synopsis: TextRank Summariser
+    :members:
+    :inherited-members:
+    :undoc-members:
+    :show-inheritance:
diff --git a/docs/src/summarization/syntactic_unit.rst b/docs/src/summarization/syntactic_unit.rst
@@ -0,0 +1,9 @@
+:mod:`summarization.syntactic_unit` -- Syntactic Unit class
+=========================================================
+
+.. automodule:: gensim.summarization.syntactic_unit
+    :synopsis: Syntactic Unit class
+    :members:
+    :inherited-members:
+    :undoc-members:
+    :show-inheritance:
diff --git a/docs/src/summarization/textcleaner.rst b/docs/src/summarization/textcleaner.rst
@@ -0,0 +1,10 @@
+:mod:`summarization.textcleaner` -- Summarization pre-processing
+=========================================================
+
+.. automodule:: gensim.summarization.textcleaner
+    :synopsis: Summarization pre-processing
+    :members:
+    :inherited-members:
+    :undoc-members:
+    :show-inheritance:
+b