diff --git a/docs/notebooks/gensim Quick Start.ipynb b/docs/notebooks/gensim Quick Start.ipynb
index 7b53e489dd..0539721ed8 100644
--- a/docs/notebooks/gensim Quick Start.ipynb	
+++ b/docs/notebooks/gensim Quick Start.ipynb	
@@ -134,7 +134,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Because our corpus is small, there is only 12 different tokens in this `Dictionary`. For larger corpuses, dictionaries that contains hundreds of thousands of tokens are quite common."
+    "Because our corpus is small, there are only 12 different tokens in this `Dictionary`. For larger corpuses, dictionaries that contains hundreds of thousands of tokens are quite common."
    ]
   },
   {
@@ -290,7 +290,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "The `tfidf` model agains returns a list of tuples, where the first entry is the token ID and the second entry is the tf-idf weighting. Note that the ID corresponding to \"system\" (which occurred 4 times in the original corpus) has been weighted lower than the ID corresponding to \"minors\" (which only occurred twice).\n",
+    "The `tfidf` model again returns a list of tuples, where the first entry is the token ID and the second entry is the tf-idf weighting. Note that the ID corresponding to \"system\" (which occurred 4 times in the original corpus) has been weighted lower than the ID corresponding to \"minors\" (which only occurred twice).\n",
     "\n",
     "`gensim` offers a number of different models/transformations. See [Transformations and Topics](https://github.com/RaRe-Technologies/gensim/blob/develop/docs/notebooks/Topics_and_Transformations.ipynb) for details."
    ]