Add nbqa-ruff for Jupyter notebooks

Author: agriyakhetarpal

.pre-commit-config.yaml

@@ -28,7 +28,7 @@ repos:
       - id: disallow-caps
         name: Disallow improper capitalization
         language: pygrep
-        entry: PyBind|Numpy|Cmake|CCache|Github|PyTest|PyBaMM
+        entry: Numpy|Scipy|Cmake|Github|Pybamm
         exclude: .pre-commit-config.yaml
 
   # Python files
@@ -53,3 +53,11 @@ repos:
       - id: rst-backticks
       - id: rst-directive-colons
       - id: rst-inline-touching-normal
+
+  # Jupyter notebooks
+
+  - repo: https://github.com/nbQA-dev/nbQA
+    rev: "1.7.0"
+    hooks:
+      - id: nbqa-ruff
+        additional_dependencies: [ruff==0.0.281]