diff --git a/pyCon materials/PyCon un-sad Pandas.ipynb b/pyCon materials/PyCon un-sad Pandas.ipynb
index a762d14..0012386 100644
--- a/pyCon materials/PyCon un-sad Pandas.ipynb	
+++ b/pyCon materials/PyCon un-sad Pandas.ipynb	
@@ -177,6 +177,20 @@
        "4  -73.81854          3.0   169.3900   89.3900  "
       ]
      },
+     for stat in stats_obj:
+    print(stat)
+    print(type(stat))
+    df=pd.read_json(stat,orient='columns') 
+   # with open("output.txt","a+") as f:
+   # print("hello")
+    f.write(str( stat)+"\n\n") 
+    # f.close()
+            
+"""   
+#for conversion to json
+my_json=new_bytes.decode('utf8').replace("'",'"')
+data=json.loads(my_json)
+s=json.dumps(data, intent=4, sort_keys=True)"""
      "execution_count": 53,
      "metadata": {},
      "output_type": "execute_result"