diff --git a/tutorial.ipynb b/tutorial.ipynb
index 1e62bac..f9db144 100644
--- a/tutorial.ipynb
+++ b/tutorial.ipynb
@@ -1151,10 +1151,11 @@
         "id": "mcKoSIK2WSzj"
       },
       "source": [
-        "# Test all\n",
+        "# Reproduce results\n",
         "%%shell\n",
-        "for x in s m l x; do\n",
-        "  python test.py --weights yolov5$x.pt --data coco.yaml --img 640\n",
+        "for x in yolov5s yolov5m yolov5l yolov5x; do\n",
+        "  python test.py --data coco.yaml --img 640 --conf 0.25 --iou 0.45  # speed\n",
+        "  python test.py --data coco.yaml --img 640 --conf 0.001 --iou 0.65  # mAP\n",
         "done"
       ],
       "execution_count": null,
@@ -1218,4 +1219,4 @@
       "outputs": []
     }
   ]
-}
+}
\ No newline at end of file