diff --git a/dreambooth_runpod_joepenna.ipynb b/dreambooth_runpod_joepenna.ipynb
index e55e4f7..53ffcf6 100644
--- a/dreambooth_runpod_joepenna.ipynb
+++ b/dreambooth_runpod_joepenna.ipynb
@@ -149,26 +149,20 @@
    "source": [
     "#@markdown Add here the URLs to the images of the concept you are adding\n",
     "urls = [\n",
-    "\"https://prodesk.home.thijn.ovh/thijn/IMG_0133.png\",\n",
-    "\"https://prodesk.home.thijn.ovh/thijn/IMG_0134.png\",\n",
-    "\"https://prodesk.home.thijn.ovh/thijn/IMG_0135.png\",\n",
-    "\"https://prodesk.home.thijn.ovh/thijn/IMG_0136.png\",\n",
-    "\"https://prodesk.home.thijn.ovh/thijn/IMG_0137.png\",\n",
-    "\"https://prodesk.home.thijn.ovh/thijn/IMG_0138.png\",\n",
-    "\"https://prodesk.home.thijn.ovh/thijn/IMG_0139.png\",\n",
-    "\"https://prodesk.home.thijn.ovh/thijn/IMG_0140.png\",\n",
-    "\"https://prodesk.home.thijn.ovh/thijn/IMG_0141.png\",\n",
-    "\"https://prodesk.home.thijn.ovh/thijn/IMG_0142.png\",\n",
-    "\"https://prodesk.home.thijn.ovh/thijn/IMG_0143.png\",\n",
-    "\"https://prodesk.home.thijn.ovh/thijn/IMG_0144.png\",\n",
-    "\"https://prodesk.home.thijn.ovh/thijn/IMG_0145.png\",\n",
-    "\"https://prodesk.home.thijn.ovh/thijn/IMG_0146.png\",\n",
-    "\"https://prodesk.home.thijn.ovh/thijn/IMG_0147.png\",\n",
-    "\"https://prodesk.home.thijn.ovh/thijn/IMG_0148.png\",\n",
-    "\"https://prodesk.home.thijn.ovh/thijn/IMG_0149.png\",\n",
-    "\"https://prodesk.home.thijn.ovh/thijn/IMG_0150.png\",\n",
-    "\"https://prodesk.home.thijn.ovh/thijn/IMG_0151.png\",\n",
-    "\"https://prodesk.home.thijn.ovh/thijn/IMG_0152.png\"\n",
+	"\"https://prodesk.home.thijn.ovh/benji/IMG_20221011_121054.png\",\n",
+	"\"https://prodesk.home.thijn.ovh/benji/IMG_20221011_121057.png\",\n",
+	"\"https://prodesk.home.thijn.ovh/benji/IMG_20221011_121100.png\",\n",
+	"\"https://prodesk.home.thijn.ovh/benji/IMG_20221011_121102.png\",\n",
+	"\"https://prodesk.home.thijn.ovh/benji/IMG_20221011_121104.png\",\n",
+	"\"https://prodesk.home.thijn.ovh/benji/IMG_20221011_121106.png\",\n",
+	"\"https://prodesk.home.thijn.ovh/benji/IMG_20221011_121108.png\",\n",
+	"\"https://prodesk.home.thijn.ovh/benji/IMG_20221011_121112.png\",\n",
+	"\"https://prodesk.home.thijn.ovh/benji/IMG_20221011_121116.png\",\n",
+	"\"https://prodesk.home.thijn.ovh/benji/IMG_20221011_121118.png\",\n",
+	"\"https://prodesk.home.thijn.ovh/benji/IMG_20221011_121120.png\",\n",
+	"\"https://prodesk.home.thijn.ovh/benji/IMG_20221011_121153.png\",\n",
+	"\"https://prodesk.home.thijn.ovh/benji/IMG_20221011_121155.png\",\n",
+	"\"https://prodesk.home.thijn.ovh/benji/IMG_20221011_121157.png\"\n",
     " ## You can add additional images here\n",
     "]"
    ]