diff --git a/Feature Engineering- Handling Categorical Feature- Day 4.ipynb b/Feature Engineering- Handling Categorical Feature- Day 4.ipynb
index 6319d99..780ad34 100644
--- a/Feature Engineering- Handling Categorical Feature- Day 4.ipynb	
+++ b/Feature Engineering- Handling Categorical Feature- Day 4.ipynb	
@@ -233,7 +233,7 @@
     }
    ],
    "source": [
-    "data['weekday']=data['Day'].dt.weekday_name\n",
+    "data['weekday']=data['Day'].dt.day_name()\n",
     "data.head()"
    ]
   },
@@ -243,7 +243,12 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "dictionary={'Monday':1,'Tuesday':2,'Wednesday':3,'Thursday':4,'Friday':5,'Saturday':6,'Sunday':7\n",
+    "from calendar import weekday, day_name\n",
+    "days_dict={}\n",
+    "for day_no in range(0,7):\n"
+    "    days_dict[day_name[day_no]]=day_no+1\n"
+    "#dictionary={'Monday':1,'Tuesday':2,'Wednesday':3,'Thursday':4,'Friday':5,'Saturday':6,'Sunday':7\n",
+    "dictionary=days_dict\n",
     "    \n",
     "    \n",
     "}"