diff --git a/binder/requirements.txt b/binder/requirements.txt
index 77c743f..7226e5f 100644
--- a/binder/requirements.txt
+++ b/binder/requirements.txt
@@ -6,5 +6,5 @@
 # pydantic, faker) — they install transitively via `pip install .` below.
 
 .
-matplotlib>=3.7
+matplotlib>=3.10.9
 scikit-learn>=1.3