From a76c8e67aab0fe91e14aedbd281adb4531e39ef2 Mon Sep 17 00:00:00 2001
From: Goose <jack.allan@neds.com>
Date: Mon, 3 Nov 2025 10:06:48 +1000
Subject: [PATCH 1/2] fix(fmt): apply 2024 formatting to KDE

---
 src/function/kernel.rs | 18 +++---------------
 1 file changed, 3 insertions(+), 15 deletions(-)

diff --git a/src/function/kernel.rs b/src/function/kernel.rs
index 4046a831..7fbc7dae 100644
--- a/src/function/kernel.rs
+++ b/src/function/kernel.rs
@@ -66,11 +66,7 @@ pub struct Epanechnikov;
 impl Kernel for Epanechnikov {
     fn evaluate(&self, x: f64) -> f64 {
         let a = x.abs();
-        if a <= 1.0 {
-            0.75 * (1.0 - a * a)
-        } else {
-            0.0
-        }
+        if a <= 1.0 { 0.75 * (1.0 - a * a) } else { 0.0 }
     }
 
     fn support(&self) -> Option<(f64, f64)> {
@@ -85,11 +81,7 @@ pub struct Triangular;
 impl Kernel for Triangular {
     fn evaluate(&self, x: f64) -> f64 {
         let a = x.abs();
-        if a <= 1.0 {
-            1.0 - a
-        } else {
-            0.0
-        }
+        if a <= 1.0 { 1.0 - a } else { 0.0 }
     }
 
     fn support(&self) -> Option<(f64, f64)> {
@@ -143,11 +135,7 @@ pub struct Uniform;
 
 impl Kernel for Uniform {
     fn evaluate(&self, x: f64) -> f64 {
-        if x.abs() <= 1.0 {
-            0.5
-        } else {
-            0.0
-        }
+        if x.abs() <= 1.0 { 0.5 } else { 0.0 }
     }
 
     fn support(&self) -> Option<(f64, f64)> {

From c80f1b1d380e3ce01b564f815b7ebc5d00e04729 Mon Sep 17 00:00:00 2001
From: Goose <jack.allan@neds.com>
Date: Mon, 3 Nov 2025 10:28:52 +1000
Subject: [PATCH 2/2] fix: use core instead of std in KDE

---
 src/function/kernel.rs | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/function/kernel.rs b/src/function/kernel.rs
index 7fbc7dae..daf9b3d0 100644
--- a/src/function/kernel.rs
+++ b/src/function/kernel.rs
@@ -28,7 +28,7 @@
 //! assert!((e.evaluate(0.0) - 0.75).abs() < 1e-12);
 //! ```
 
-use std::f64::consts::{FRAC_PI_2, PI};
+use core::f64::consts::{FRAC_PI_2, PI};
 
 /// Common interface for kernel functions used in KDE and smoothing.
 pub trait Kernel {