diff --git a/lab-apis.ipynb b/lab-apis.ipynb
index e923554..2a0c723 100644
--- a/lab-apis.ipynb
+++ b/lab-apis.ipynb
@@ -382,12 +382,48 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 5,
    "id": "29694252-f217-454d-8881-681b2b6eeb1e",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "ename": "ModuleNotFoundError",
+     "evalue": "No module named 'spotipy'",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mModuleNotFoundError\u001b[0m                       Traceback (most recent call last)",
+      "Cell \u001b[1;32mIn[5], line 2\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21;01mos\u001b[39;00m\n\u001b[1;32m----> 2\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21;01mspotipy\u001b[39;00m\n\u001b[0;32m      3\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21;01mspotipy\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01moauth2\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mimport\u001b[39;00m SpotifyClientCredentials\n\u001b[0;32m      5\u001b[0m sp \u001b[38;5;241m=\u001b[39m spotipy\u001b[38;5;241m.\u001b[39mSpotify(auth_manager\u001b[38;5;241m=\u001b[39mSpotifyClientCredentials(\n\u001b[0;32m      6\u001b[0m     client_id\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m5b61068672e64adf9724606e348bbf78\u001b[39m\u001b[38;5;124m'\u001b[39m,\n\u001b[0;32m      7\u001b[0m     client_secret\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124me2a2831b55c840f4b9f0ccb001e350e4\u001b[39m\u001b[38;5;124m'\u001b[39m))\n",
+      "\u001b[1;31mModuleNotFoundError\u001b[0m: No module named 'spotipy'"
+     ]
+    }
+   ],
    "source": [
-    "# Your answer here"
+    "\n",
+    "import os\n",
+    "import spotipy\n",
+    "from spotipy.oauth2 import SpotifyClientCredentials\n",
+    "\n",
+    "sp = spotipy.Spotify(auth_manager=SpotifyClientCredentials(\n",
+    "    client_id='5b61068672e64adf9724606e348bbf78',\n",
+    "    client_secret='e2a2831b55c840f4b9f0ccb001e350e4'))\n",
+    "\n",
+    "# 1. Search artist\n",
+    "artist_name = \"Coldplay\"\n",
+    "results = sp.search(q=artist_name, type='artist')\n",
+    "artist = results['artists']['items'][0]\n",
+    "artist_id = artist['id']\n",
+    "\n",
+    "# 2. Get top tracks\n",
+    "top_tracks = sp.artist_top_tracks(artist_id)\n",
+    "for track in top_tracks['tracks'][:5]:\n",
+    "    print(track['name'])\n",
+    "\n",
+    "# 3. Get related artists\n",
+    "related = sp.artist_related_artists(artist_id)\n",
+    "print(\"\\nRelated artists:\")\n",
+    "for a in related['artists'][:5]:\n",
+    "    print(a['name'])"
    ]
   },
   {
@@ -533,18 +569,49 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 6,
    "id": "ed92d961-9646-4375-a386-ccc320a958f5",
    "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Your answer here"
+   "outputs": [
+    {
+     "ename": "NameError",
+     "evalue": "name 'sp' is not defined",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
+      "Cell \u001b[1;32mIn[6], line 1\u001b[0m\n\u001b[1;32m----> 1\u001b[0m featured \u001b[38;5;241m=\u001b[39m sp\u001b[38;5;241m.\u001b[39mfeatured_playlists(limit\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m5\u001b[39m)\n\u001b[0;32m      2\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m playlist \u001b[38;5;129;01min\u001b[39;00m featured[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mplaylists\u001b[39m\u001b[38;5;124m'\u001b[39m][\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mitems\u001b[39m\u001b[38;5;124m'\u001b[39m]:\n\u001b[0;32m      3\u001b[0m     \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mPlaylist: \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mplaylist[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mname\u001b[39m\u001b[38;5;124m'\u001b[39m]\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m)\n",
+      "\u001b[1;31mNameError\u001b[0m: name 'sp' is not defined"
+     ]
+    }
+   ],
+   "source": [
+    "featured = sp.featured_playlists(limit=5)\n",
+    "for playlist in featured['playlists']['items']:\n",
+    "    print(f\"Playlist: {playlist['name']}\")\n",
+    "\n",
+    "# 2. Get tracks from one playlist\n",
+    "playlist_id = featured['playlists']['items'][0]['id']\n",
+    "tracks = sp.playlist_tracks(playlist_id)\n",
+    "\n",
+    "print(\"\\nTracks in first playlist:\")\n",
+    "for item in tracks['items'][:5]:\n",
+    "    track = item['track']\n",
+    "    print(f\"{track['name']} — {track['artists'][0]['name']}\")"
    ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "93c3da79",
+   "metadata": {},
+   "outputs": [],
+   "source": []
   }
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3 (ipykernel)",
+   "display_name": "base",
    "language": "python",
    "name": "python3"
   },
@@ -558,7 +625,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.13"
+   "version": "3.13.5"
   }
  },
  "nbformat": 4,