From 8a5d6327453a8cb2c782a7be2bca3e046fc37c41 Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Thu, 15 May 2025 15:46:17 +0200
Subject: [PATCH 1/2] Apply ruff/pandas-vet rule PD011

PD011 Use `.to_numpy()` instead of `.values`
---
 doc/source/reference/random/performance.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/doc/source/reference/random/performance.py b/doc/source/reference/random/performance.py
index e4578b7d99e8..87c07c3262a6 100644
--- a/doc/source/reference/random/performance.py
+++ b/doc/source/reference/random/performance.py
@@ -63,7 +63,7 @@
 print(table.to_csv(float_format='%0.1f'))
 
 
-rel = table.loc[:, ['RandomState']].values @ np.ones(
+rel = table.loc[:, ['RandomState']].to_numpy() @ np.ones(
     (1, table.shape[1])) / table
 rel.pop('RandomState')
 rel = rel.T
@@ -77,7 +77,7 @@
 rows = ['32-bit Unsigned Ints', '64-bit Unsigned Ints', 'Uniforms',
         'Normals', 'Exponentials']
 xplat = rel.reindex(rows, axis=0)
-xplat = 100 * (xplat / xplat.MT19937.values[:, None])
+xplat = 100 * (xplat / xplat.MT19937.to_numpy()[:, None])
 overall = np.exp(np.log(xplat).mean(0))
 xplat = xplat.T.copy()
 xplat['Overall'] = overall

From 8552f09a557b3692d55ba88507a74375ae9c076c Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Thu, 15 May 2025 15:47:38 +0200
Subject: [PATCH 2/2] MNT: Enforce rufr/pandas-vet rules (PD)

---
 ruff.toml | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/ruff.toml b/ruff.toml
index 60753d5f6325..48d4a27e7633 100644
--- a/ruff.toml
+++ b/ruff.toml
@@ -27,6 +27,7 @@ extend-select = [
     "TID",
     "FLY",
     "I",
+    "PD",
     "E",
     "W",
     "PGH",
@@ -37,6 +38,7 @@ ignore = [
     "C408",   # Unnecessary `dict()` call (rewrite as a literal)
     "ISC002", # Implicitly concatenated string literals over multiple lines
     "PIE790", # Unnecessary `pass` statement
+    "PD901",  # Avoid using the generic variable name `df` for DataFrames
     "E241",   # Multiple spaces after comma
     "E265",   # Block comment should start with `# `
     "E266",   # Too many leading `#` before block comment