diff --git a/notebooks/train_with_common_voice.ipynb b/notebooks/train_with_common_voice.ipynb
index 56160c5e..3c4989f9 100644
--- a/notebooks/train_with_common_voice.ipynb
+++ b/notebooks/train_with_common_voice.ipynb
@@ -37,7 +37,7 @@
         "\n",
         "👋 Hello and welcome to Coqui (🐸) STT \n",
         "\n",
-        "The goal of this notebook is to show you a **typical workflow** for **training** and **testing** an STT model with 🐸 and data from Common Voice.\n",
+        "This notebook shows a **typical workflow** for **training** and **testing** an 🐸 STT model on data from Common Voice.\n",
         "\n",
         "In this notebook, we will:\n",
         "\n",
@@ -74,21 +74,15 @@
         "id": "be5fe49c"
       },
       "source": [
-        "## ✅ Download & format sample data for English\n",
+        "## ✅ Download & format sample data for Serbian\n",
         "\n",
         "**First things first**: we need some data.\n",
         "\n",
-        "We're training a Speech-to-Text model, so we need some _speech_ and we need some _text_. Specificially, we want _transcribed speech_. Let's download some audio and transcripts.\n",
-        "\n",
-        "🐸 STT expects to find information about your data in a CSV file, where each line contains:\n",
-        "\n",
-        "1. the **path** to an audio file\n",
-        "2. the **size** of that audio file\n",
-        "3. the **transcript** of that audio file.\n",
+        "We're training a Speech-to-Text model, so we want _speech_ and we want _text_. Specificially, we want _transcribed speech_. Let's download some audio and transcripts.\n",
         "\n",
         "To focus on model training, we formatted the Common Voice data for you already, and you will find CSV files for `{train,test,dev}.csv` in the data directory.\n",
         "\n",
-        "Let's train a speech-to-text model 😊\n"
+        "Let's download some data for Serbian 😊\n"
       ],
       "id": "be5fe49c"
     },
@@ -105,14 +99,15 @@
     "from coqui_stt_training.util.downloader import maybe_download\n",
     "\n",
     "def download_preformatted_data():\n",
-    "    if not os.path.exists(\"data/sr-data\"):\n",
-    "        maybe_download(\"sr-data.tar\", \"data/\", \"https://coqui-ai-public-data.s3.amazonaws.com/cv/7.0/sr-data.tar\")\n",
-    "        print('\\nNo extracted data found. Extracting now...')\n",
-    "        tar = tarfile.open(\"data/sr-data.tar\", mode=\"r:\")\n",
-    "        tar.extractall(\"data/\")\n",
+    "    if not os.path.exists(\"sr-data\"):\n",
+    "        maybe_download(\"sr-data.tar\", \".\", \"https://coqui-ai-public-data.s3.amazonaws.com/cv/7.0/sr-data.tar\")\n",
+    "        print('\\nExtracting data...')\n",
+    "        tar = tarfile.open(\"sr-data.tar\", mode=\"r:\")\n",
+    "        tar.extractall(\".\")\n",
     "        tar.close()\n",
+    "        print('\\nFinished extracting data...')\n",
     "    else:\n",
-    "        print('Found \"data/sr-data\" - not extracting.')\n",
+    "        print('Found data - not extracting.')\n",
     "\n",
     "# Download + extract Common Voice data\n",
     "download_preformatted_data()"
@@ -134,8 +129,8 @@
         "id": "fa2aec77"
       },
       "source": [
-        "! ls data/sr-data\n",
-        "! wc -l data/sr-data/*.csv"
+        "! ls sr-data\n",
+        "! wc -l sr-data/*.csv"
       ],
       "id": "fa2aec77",
       "execution_count": null,
@@ -166,9 +161,9 @@
         "from coqui_stt_training.util.config import initialize_globals_from_args\n",
         "\n",
         "initialize_globals_from_args(\n",
-        "    train_files=[\"data/sr-data/train.csv\"],\n",
-        "    dev_files=[\"data/sr-data/dev.csv\"],\n",
-        "    test_files=[\"data/sr-data/test.csv\"],\n",
+        "    train_files=[\"sr-data/train.csv\"],\n",
+        "    dev_files=[\"sr-data/dev.csv\"],\n",
+        "    test_files=[\"sr-data/test.csv\"],\n",
         "    load_train=\"init\",\n",
         "    n_hidden=200,\n",
         "    epochs=1,\n",
@@ -214,9 +209,7 @@
       "source": [
         "## ✅ Train a new model\n",
         "\n",
-        "Let's kick off a training run 🚀🚀🚀 (using the configure you set above).\n",
-        "\n",
-        "This notebook should work on either a GPU or a CPU. However, in case you're running this on _multiple_ GPUs we want to only use one, because the sample dataset (one audio file) is too small to split across multiple GPUs."
+        "Let's kick off a training run 🚀🚀🚀 (using the configure you set above).",
       ],
       "id": "ae82fd75"
     },