diff --git a/tutorials/tts/FastPitch_GermanTTS_Training.ipynb b/tutorials/tts/FastPitch_GermanTTS_Training.ipynb
index 087b25ebc2a4..a8c01a89ee8e 100644
--- a/tutorials/tts/FastPitch_GermanTTS_Training.ipynb
+++ b/tutorials/tts/FastPitch_GermanTTS_Training.ipynb
@@ -359,14 +359,13 @@
     "docker exec -it <docker_container_id> /bin/bash\n",
     "```\n",
     "\n",
-    "Other install methods for phonemizer are listed [here](https://bootphon.github.io/phonemizer/install.html). The following code snippet shows a general guidance about how to transliterate graphemes into phonemes using phonemizer tool."
+    "Other install methods for phonemizer are listed [here](https://bootphon.github.io/phonemizer/install.html). The following code snippet shows a general guidance about how to transliterate graphemes into phonemes using phonemizer tool. You could manually run it to append phoneme manifest."
    ]
   },
   {
-   "cell_type": "code",
-   "execution_count": null,
-   "outputs": [],
+   "cell_type": "markdown",
    "source": [
+    "```python\n",
     "import json\n",
     "from pathlib import Path\n",
     "from phonemizer.backend import EspeakBackend\n",
@@ -406,7 +405,8 @@
     "\n",
     "language = 'de'\n",
     "for manifest in input_manifest_filepaths:\n",
-    "    phonemization(Path(manifest), language)"
+    "    phonemization(Path(manifest), language)\n",
+    "```"
    ],
    "metadata": {
     "collapsed": false