Fix ty type checker rule name: possibly-unbound-attribute -> possibly-missing-attribute

- Updated pyproject.toml to use correct rule name
- Updated documentation to reflect correct rule name
- Minor styling updates in metrics.py
- Notebook execution count updates

Author: xRiskLab

docs/dev/type-checking.md

@@ -40,7 +40,7 @@ make ci-check
 The following error types are ignored because they're inherent to pandas/numpy/faiss usage:
 
 - **unresolved-reference**: Dynamic pandas/numpy attributes (`.empty`, `.idxmax`, `.isna`, etc.)
-- **possibly-unbound-attribute**: Complex pandas/numpy operations
+- **possibly-missing-attribute**: Complex pandas/numpy operations
 - **unresolved-import**: Optional dependencies like FAISS
 
 ## Expected Behavior

examples/fastwoe_styled_display.ipynb

@@ -1178,7 +1178,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
@@ -1353,7 +1353,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
     {
@@ -1973,7 +1973,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": ".venv (3.14.0)",
+   "display_name": ".venv (3.11.8)",
    "language": "python",
    "name": "python3"
   },
@@ -1987,7 +1987,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.14.0"
+   "version": "3.11.8"
   }
  },
  "nbformat": 4,

fastwoe/metrics.py

@@ -283,9 +283,9 @@ def value_formatter(x, p):
         )
 
     ax.xaxis.set_major_formatter(plt.FuncFormatter(value_formatter))
-    ax.set_xlabel(xlabel, fontsize=11, fontweight="bold")
+    ax.set_xlabel(xlabel, fontsize=12, fontfamily="Arial")
     ax.set_ylabel("")
-    ax.set_title(f"WOE: {feature_name}", fontsize=13, fontweight="bold")
+    ax.set_title(f"WOE: {feature_name}", fontsize=12, fontfamily="Arial")
     ax.grid(axis="x", alpha=0.3, linestyle="--")
     ax.legend(loc="best")
 

pyproject.toml

@@ -189,7 +189,7 @@ disable = [
     "C0415",      # import-outside-toplevel (common in tests for mocking)
     "R1714",      # consider-using-in (minor style preference)
     "E0401",      # import-error (dependencies should be available)
-    "E0611",      # no-name-in-module (scipy.special.expit exists but linter can't find it)
+    "E0611",      # no-name-in-module (module exists but linter can't find it)
 ]
 
 [tool.pylint.format]
@@ -204,7 +204,7 @@ init-hook = "import sys; sys.path.insert(0, 'typings')"
 # ty type checker configuration
 [tool.ty.rules]
 unresolved-reference = "ignore"
-possibly-unbound-attribute = "ignore"
+possibly-missing-attribute = "ignore"
 unresolved-import = "ignore"
 
 # Include our type stubs directory in the src path