diff --git a/6. End-To-End Data Pipeline Project/Spotify Data Pipeline Project.ipynb b/6. End-To-End Data Pipeline Project/Spotify Data Pipeline Project.ipynb
index 340e3d7..ff30e22 100644
--- a/6. End-To-End Data Pipeline Project/Spotify Data Pipeline Project.ipynb	
+++ b/6. End-To-End Data Pipeline Project/Spotify Data Pipeline Project.ipynb	
@@ -22211,10 +22211,13 @@
     "    song_popularity = row['track']['popularity']\n",
     "    song_added = row['added_at']\n",
     "    album_id = row['track']['album']['id']\n",
-    "    artist_id = row['track']['album']['artists'][0]['id']\n",
+    "    artist_ids = []\n",
+    "    for artist in row['track']['album']['artists']:\n",
+    "        artist_ids.append(artist['id'])\n",
+    "    #artist_id = row['track']['album']['artists'][0]['id']\n",
     "    song_element = {'song_id':song_id,'song_name':song_name,'duration_ms':song_duration,'url':song_url,\n",
     "                    'popularity':song_popularity,'song_added':song_added,'album_id':album_id,\n",
-    "                    'artist_id':artist_id\n",
+    "                    'artist_ids':artist_ids\n",
     "                   }\n",
     "    song_list.append(song_element)"
    ]