diff --git a/tutorial_example1.ipynb b/tutorial_example1.ipynb
index 0868c02..a9db95c 100644
--- a/tutorial_example1.ipynb
+++ b/tutorial_example1.ipynb
@@ -1303,9 +1303,9 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "### Step 7: Analyzing racial bias in word vectors asscoiated with professions\n",
+    "### Step 7: Analyzing racial bias in word vectors associated with professions\n",
     "\n",
-    "Similar to Step 4, we project occpurations onto the racial dimension."
+    "Similar to Step 4, we project occupations onto the racial dimension."
    ]
   },
   {