diff --git a/modules/data/utils/utils.py b/modules/data/utils/utils.py
index e024ab51..93ab5021 100755
--- a/modules/data/utils/utils.py
+++ b/modules/data/utils/utils.py
@@ -50,16 +50,16 @@ def get_complex_connectivity(complex, max_rank, signed=False):
                 )
             except ValueError:  # noqa: PERF203
                 if connectivity_info == "incidence":
-                    connectivity[
-                        f"{connectivity_info}_{rank_idx}"
-                    ] = generate_zero_sparse_connectivity(
-                        m=practical_shape[rank_idx - 1], n=practical_shape[rank_idx]
+                    connectivity[f"{connectivity_info}_{rank_idx}"] = (
+                        generate_zero_sparse_connectivity(
+                            m=practical_shape[rank_idx - 1], n=practical_shape[rank_idx]
+                        )
                     )
                 else:
-                    connectivity[
-                        f"{connectivity_info}_{rank_idx}"
-                    ] = generate_zero_sparse_connectivity(
-                        m=practical_shape[rank_idx], n=practical_shape[rank_idx]
+                    connectivity[f"{connectivity_info}_{rank_idx}"] = (
+                        generate_zero_sparse_connectivity(
+                            m=practical_shape[rank_idx], n=practical_shape[rank_idx]
+                        )
                     )
     connectivity["shape"] = practical_shape
     return connectivity
diff --git a/modules/transforms/feature_liftings/feature_liftings.py b/modules/transforms/feature_liftings/feature_liftings.py
index ae8fd287..687f9f1e 100644
--- a/modules/transforms/feature_liftings/feature_liftings.py
+++ b/modules/transforms/feature_liftings/feature_liftings.py
@@ -28,9 +28,7 @@ def lift_features(
         -------
         torch_geometric.data.Data | dict
             The lifted data."""
-        keys = sorted(
-            [key.split("_")[1] for key in data.keys() if "incidence" in key]
-        )  # noqa : SIM118
+        keys = sorted([key.split("_")[1] for key in data.keys() if "incidence" in key])  # noqa : SIM118
         for elem in keys:
             if f"x_{elem}" not in data:
                 idx_to_project = 0 if elem == "hyperedges" else int(elem) - 1
diff --git a/modules/transforms/liftings/graph2hypergraph/knn_lifting.py b/modules/transforms/liftings/graph2hypergraph/knn_lifting.py
index 7fb003bb..4ee78866 100755
--- a/modules/transforms/liftings/graph2hypergraph/knn_lifting.py
+++ b/modules/transforms/liftings/graph2hypergraph/knn_lifting.py
@@ -67,9 +67,7 @@ def lift_topology(self, data: torch_geometric.data.Data) -> dict:
                     data_lifted.edge_index[:, idx] = torch.tensor([[i, i]]).T
 
         incidence_1[data_lifted.edge_index[1], data_lifted.edge_index[0]] = 1
-
         incidence_1 = torch.Tensor(incidence_1).to_sparse_coo()
-
         return {
             "incidence_hyperedges": incidence_1,
             "num_hyperedges": num_hyperedges,
diff --git a/tutorials/graph2hypergraph/knn_lifting.ipynb b/tutorials/graph2hypergraph/knn_lifting.ipynb
index 1cd66433..40bf15b9 100644
--- a/tutorials/graph2hypergraph/knn_lifting.ipynb
+++ b/tutorials/graph2hypergraph/knn_lifting.ipynb
@@ -325,7 +325,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3 (ipykernel)",
+   "display_name": "venv_topox",
    "language": "python",
    "name": "python3"
   },
@@ -339,9 +339,9 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.12"
+   "version": "3.11.3"
   }
  },
  "nbformat": 4,
- "nbformat_minor": 4
+ "nbformat_minor": 2
 }
diff --git a/tutorials/graph2simplicial/clique_lifting.ipynb b/tutorials/graph2simplicial/clique_lifting.ipynb
index b488ade3..4d551516 100644
--- a/tutorials/graph2simplicial/clique_lifting.ipynb
+++ b/tutorials/graph2simplicial/clique_lifting.ipynb
@@ -50,19 +50,7 @@
    "cell_type": "code",
    "execution_count": 1,
    "metadata": {},
-   "outputs": [
-    {
-     "ename": "ModuleNotFoundError",
-     "evalue": "No module named 'modules'",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mModuleNotFoundError\u001b[0m                       Traceback (most recent call last)",
-      "\u001b[0;32m/tmp/ipykernel_50472/3754984083.py\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      2\u001b[0m \u001b[0mget_ipython\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrun_line_magic\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'load_ext'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'autoreload'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      3\u001b[0m \u001b[0mget_ipython\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrun_line_magic\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'autoreload'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'2'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 4\u001b[0;31m \u001b[0;32mfrom\u001b[0m \u001b[0mmodules\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mload\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mloaders\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mGraphLoader\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      5\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0mmodules\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpreprocess\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpreprocessor\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mPreProcessor\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      6\u001b[0m from modules.utils.utils import (\n",
-      "\u001b[0;31mModuleNotFoundError\u001b[0m: No module named 'modules'"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# With this cell any imported module is reloaded before each cell execution\n",
     "%load_ext autoreload\n",
@@ -372,7 +360,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3 (ipykernel)",
+   "display_name": "venv_topox",
    "language": "python",
    "name": "python3"
   },
@@ -386,9 +374,9 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.12"
+   "version": "3.11.3"
   }
  },
  "nbformat": 4,
- "nbformat_minor": 4
+ "nbformat_minor": 2
 }