diff --git a/notebooks/Custom_model_training.ipynb b/notebooks/Custom_model_training.ipynb
index 7c963c2..93c595c 100644
--- a/notebooks/Custom_model_training.ipynb
+++ b/notebooks/Custom_model_training.ipynb
@@ -82,7 +82,7 @@
     "- `min_valid_minutes`: minimum validation in minutes. Validation is automatically selected from training set. (exclusive users).\n",
     "- `matching_function`: there are two types of mapping functions.\n",
     "    - `one_to_one` : In this one clean file will only have one corresponding noisy file. For example Valentini datasets\n",
-    "    - `one_to_many` : In this one clean file will only have one corresponding noisy file. For example DNS dataset.\n"
+    "    - `one_to_many` : In this one clean file will only have one corresponding noisy file. For example MS-SNSD dataset.\n"
    ]
   },
   {
diff --git a/notebooks/Getting_started.ipynb b/notebooks/Getting_started.ipynb
index ed47dae..eb680d5 100644
--- a/notebooks/Getting_started.ipynb
+++ b/notebooks/Getting_started.ipynb
@@ -302,7 +302,7 @@
    "source": [
     "Now there are two types of `matching_function`\n",
     "- `one_to_one` : In this one clean file will only have one corresponding noisy file. For example Valentini datasets\n",
-    "- `one_to_many` : In this one clean file will only have one corresponding noisy file. For example DNS dataset."
+    "- `one_to_many` : In this one clean file will only have one corresponding noisy file. For example MS-SNSD dataset."
    ]
   },
   {
@@ -479,7 +479,7 @@
    "metadata": {},
    "source": [
     "### TL;DR\n",
-    "Calling the following command would train mayavoz Demucs model on DNS-2020 dataset.\n",
+    "Calling the following command would train mayavoz Demucs model on MS-SNSD dataset.\n",
     "\n",
     "```bash\n",
     "mayavoz-train \\\n",
@@ -540,7 +540,7 @@
     "mayavoz-train --cfg job \\\n",
     "    model=Demucs \\\n",
     "    Demucs.sampling_rate=16000 \\\n",
-    "    dataset=DNS-2020\n",
+    "    dataset=MS-SNSD\n",
     "\n",
     "```\n",
     "\n",
@@ -562,7 +562,7 @@
     "```bash\n",
     "mayavoz-train \\\n",
     "    model=Demucs model.sampling_rate=16000 \\\n",
-    "    dataset=DNS-2020\n",
+    "    dataset=MS-SNSD\n",
     "\n",
     "```"
    ]
@@ -570,9 +570,9 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "enhancer",
+   "display_name": "Python 3.8.13 ('enhancer')",
    "language": "python",
-   "name": "enhancer"
+   "name": "python3"
   },
   "language_info": {
    "codemirror_mode": {