diff --git a/Stylegan3.ipynb b/Stylegan3.ipynb
index 83edc81..b51b530 100644
--- a/Stylegan3.ipynb
+++ b/Stylegan3.ipynb
@@ -13,13 +13,12 @@
     "\n",
     "## To do\n",
     "\n",
-    "* Way to explore/browse dataset\n",
     "* ~~Interpolate images using their w~~\n",
     "* ~~Generate images with different w~~\n",
-    "* find directions for particular categories (see [Learn Directions](https://towardsdatascience.com/stylegan-v2-notes-on-training-and-latent-space-exploration-e51cf96584b3) )\n",
+    "* ~~find directions for particular categories (see [Learn Directions](https://towardsdatascience.com/stylegan-v2-notes-on-training-and-latent-space-exploration-e51cf96584b3) )~~\n",
     "    * do this for rue/avenue/boulevard, and arrondisement\n",
-    "    * run PCA on the points and colour them by category (arrondisement/street type)\n",
-    "    * try t-SNE instead of PCA\n",
+    "    * ~~run PCA on the points and colour them by category (arrondisement/street type)~~\n",
+    "    * ~~try t-SNE instead of PCA~~\n",
     "* Examine more hyperparams in `train.py`"
    ]
   },