diff --git a/cara/apps/expert.py b/cara/apps/expert.py
index 31903b79..7a324a7c 100644
--- a/cara/apps/expert.py
+++ b/cara/apps/expert.py
@@ -98,7 +98,7 @@ class Controller:
 
 def ipympl_canvas(figure):
     matplotlib.interactive(False)
-    ipympl.backend_nbagg.new_figure_manager_given_figure(uuid.uuid1(), figure)
+    ipympl.backend_nbagg.new_figure_manager_given_figure(hash(uuid.uuid1()), figure)
     figure.canvas.toolbar_visible = True
     figure.canvas.toolbar.collapsed = True
     figure.canvas.footer_visible = False
diff --git a/cara/monte_carlo/models.py b/cara/monte_carlo/models.py
index 7348e3be..6f09023e 100644
--- a/cara/monte_carlo/models.py
+++ b/cara/monte_carlo/models.py
@@ -96,7 +96,7 @@ def _build_mc_model(model: _ModelType) -> typing.Type[MCModelBase[_ModelType]]:
     cls = dataclasses.make_dataclass(
         model.__name__,  # type: ignore
         fields,  # type: ignore
-        bases=bases,  # type: ignore
+        bases=tuple(bases),  # type: ignore
         namespace={'_base_cls': model},
         # This thing can be mutable - the calculations live on
         # the wrapped class, not on the MCModelBase.