diff --git a/src/lib.rs b/src/lib.rs
index 63e6e3c..2f34658 100644
--- a/src/lib.rs
+++ b/src/lib.rs
@@ -1,11 +1,9 @@
 use std::{
-    sync::{
-        atomic::{AtomicUsize, Ordering::Relaxed},
-        Arc, RwLock,
-    },
+    sync::{Arc, RwLock},
     thread,
 };
 
+#[derive(Debug, Default, Clone, Copy, PartialEq, PartialOrd)]
 pub struct Point2d {
     pub x: f64,
     pub y: f64,
@@ -13,8 +11,8 @@ pub struct Point2d {
 
 #[derive(Debug, Default, Clone, Copy)]
 pub struct PVal {
-    pub point: usize,
-    pub val: f64,
+    point_index: usize,
+    val: f64,
 }
 
 impl PartialEq for PVal {
@@ -41,21 +39,25 @@ impl Ord for PVal {
 
 impl PVal {
     pub fn new(point: usize, val: f64) -> Self {
-        Self { point, val }
+        Self {
+            point_index: point,
+            val,
+        }
     }
 
     pub fn point_index(&self) -> usize {
-        self.point
+        self.point_index
     }
 
-    // pub fn val(&self) -> f64 {
-    //     f64::from_bits(self.val)
-    // }
+    pub fn val(&self) -> f64 {
+        self.val
+    }
 }
 
+#[derive(Debug, Default, Clone)]
 pub struct Spindex2d {
-    pub xpoints: Arc<Vec<AtomicUsize>>,
-    pub ypoints: Arc<Vec<AtomicUsize>>,
+    pub xpoints: Arc<RwLock<Vec<usize>>>,
+    pub ypoints: Arc<RwLock<Vec<usize>>>,
     pub xs: Arc<RwLock<Vec<PVal>>>,
     pub ys: Arc<RwLock<Vec<PVal>>>,
 }
@@ -67,24 +69,18 @@ impl Spindex2d {
         let mut xs = Vec::with_capacity(points.len());
         let mut ys = Vec::with_capacity(points.len());
         for (i, point) in points.iter().enumerate() {
-            let x = PVal {
-                point: i,
-                val: point.x,
-            };
+            let x = PVal::new(i, point.x);
             xs.push(x);
-            let y = PVal {
-                point: i,
-                val: point.y,
-            };
+            let y = PVal::new(i, point.y);
             ys.push(y);
 
-            xpoints.push(AtomicUsize::new(i));
-            ypoints.push(AtomicUsize::new(i));
+            xpoints.push(i);
+            ypoints.push(i);
         }
 
         let index = Self {
-            xpoints: xpoints.into(),
-            ypoints: ypoints.into(),
+            xpoints: Arc::new(xpoints.into()),
+            ypoints: Arc::new(ypoints.into()),
             xs: Arc::new(RwLock::new(xs)),
             ys: Arc::new(RwLock::new(ys)),
         };
@@ -101,15 +97,15 @@ impl Spindex2d {
         {
             let mut xs = self.xs.write().unwrap();
             let mut ys = self.ys.write().unwrap();
+            let xpoints = self.xpoints.read().unwrap();
+            let ypoints = self.ypoints.read().unwrap();
             for (i, point) in points.iter().enumerate() {
-                let xi = self.xpoints[i].load(Relaxed);
-                let yi = self.ypoints[i].load(Relaxed);
-                let x = point.x;
-                let x = PVal { point: i, val: x };
+                let xi = xpoints[i];
+                let yi = ypoints[i];
+                let x = PVal::new(i, point.x);
                 xs[xi] = x;
 
-                let y = point.y;
-                let y = PVal { point: i, val: y };
+                let y = PVal::new(i, point.y);
                 ys[yi] = y;
             }
         }
@@ -122,9 +118,10 @@ impl Spindex2d {
         let xhandle = thread::spawn(move || {
             let mut xs = xs.write().unwrap();
             xs.sort_unstable();
+            let mut points = points.write().unwrap();
             for (i, x) in xs.iter().enumerate() {
-                let p = x.point;
-                points[p].store(i, Relaxed);
+                let p = x.point_index;
+                points[p] = i;
             }
         });
 
@@ -133,9 +130,10 @@ impl Spindex2d {
         let yhandle = thread::spawn(move || {
             let mut ys = ys.write().unwrap();
             ys.sort_unstable();
+            let mut points = points.write().unwrap();
             for (i, y) in ys.iter().enumerate() {
-                let p = y.point;
-                points[p].store(i, Relaxed);
+                let p = y.point_index;
+                points[p] = i;
             }
         });