diff --git a/notebooks/Gensim Newsgroup.ipynb b/notebooks/Gensim Newsgroup.ipynb
index 2282381e..995734b4 100644
--- a/notebooks/Gensim Newsgroup.ipynb	
+++ b/notebooks/Gensim Newsgroup.ipynb	
@@ -36,7 +36,7 @@
     "  rm 20news-bydate.tar.gz\n",
     "fi\n",
     "echo \"Lets take a look at the groups...\"\n",
-    "ls 20news-bydate-train/\n",
+    "!ls 20news-bydate-train/\n",
     "popd"
    ]
   },
@@ -60,7 +60,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "ls -lah data/20news-bydate-train/sci.space | tail  -n 5"
+    "!ls -lah data/20news-bydate-train/sci.space | tail  -n 5"
    ]
   },
   {
@@ -76,7 +76,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "!head data/20news-bydate-train/sci.space/61422 -n 20"
+    "!head data/20news-bydate-train/sci.space/61422"
    ]
   },
   {
@@ -225,7 +225,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "import pyLDAvis.gensim as gensimvis\n",
+    "import pyLDAvis.gensim_models as gensimvis\n",
     "import pyLDAvis"
    ]
   },
diff --git a/notebooks/pyLDAvis_overview.ipynb b/notebooks/pyLDAvis_overview.ipynb
index 248bf79c..b67b9773 100644
--- a/notebooks/pyLDAvis_overview.ipynb
+++ b/notebooks/pyLDAvis_overview.ipynb
@@ -994,9 +994,9 @@
     }
    ],
    "source": [
-    "import pyLDAvis.gensim\n",
+    "import pyLDAvis.gensim_models as gensimvis\n",
     "\n",
-    "pyLDAvis.gensim.prepare(lda, corpus, dictionary)"
+    "pyLDAvis.gensimvis.prepare(lda, corpus, dictionary)"
    ]
   },
   {