diff --git a/tutorials/things_in_pandas.ipynb b/tutorials/things_in_pandas.ipynb
index 968d734..f9d8715 100644
--- a/tutorials/things_in_pandas.ipynb
+++ b/tutorials/things_in_pandas.ipynb
@@ -2662,7 +2662,8 @@
    "source": [
     "# Selecting only those players that either playing for Arsenal or Chelsea\n",
     "\n",
-    "df[ (df['team'] == 'arsenal') | (df['team'] == 'chelsea') ]"
+    "# df[ (df['team'] == 'arsenal') | (df['team'] == 'chelsea') ]\n",
+    "df.query(\"team in ('arsenal','chelsea')\")\n"
    ]
   },
   {
@@ -2726,7 +2727,8 @@
    "source": [
     "# Selecting forwards from Arsenal only\n",
     "\n",
-    "df[ (df['team'] == 'arsenal') & (df['position'] == 'forward') ]"
+    "# df[ (df['team'] == 'arsenal') & (df['position'] == 'forward') ]\n",
+    "df.query(\"team == 'arsenal' and position == 'forward'\")"
    ]
   },
   {