diff --git a/11_midlevel_data.ipynb b/11_midlevel_data.ipynb
index cce5f69..d7512fa 100644
--- a/11_midlevel_data.ipynb
+++ b/11_midlevel_data.ipynb
@@ -153,9 +153,11 @@
     }
    ],
    "source": [
-    "tok = Tokenizer.from_folder(path)\n",
+    "spacy = WordTokenizer()\n",
+    "tok = Tokenizer(spacy)\n",
     "tok.setup(txts)\n",
     "toks = txts.map(tok)\n",
+    
     "toks[0]"
    ]
   },