diff --git a/Cargo.lock b/Cargo.lock
index 5c6e65f..dde569d 100644
--- a/Cargo.lock
+++ b/Cargo.lock
@@ -4000,6 +4000,7 @@ dependencies = [
  "nalgebra 0.32.2",
  "nd_array",
  "num-integer",
+ "num-traits",
  "parquet",
  "polars",
  "rand",
diff --git a/Cargo.toml b/Cargo.toml
index 2f13bfa..08b93a7 100644
--- a/Cargo.toml
+++ b/Cargo.toml
@@ -65,6 +65,7 @@ rayon = "1.7.0"
 walkdir = "2.3.3"
 parquet = { version = "35.0.0", features = ["serde"] }
 colorous = "1.0.10"
+num-traits = "0.2.15"
 
 [build-dependencies]
 cbindgen = "0.24.3"
diff --git a/dla-eg.png b/dla-eg.png
new file mode 100644
index 0000000..e188cb6
Binary files /dev/null and b/dla-eg.png differ
diff --git a/src/system/mod.rs b/src/system/mod.rs
index 312c63d..1b24295 100644
--- a/src/system/mod.rs
+++ b/src/system/mod.rs
@@ -8,13 +8,13 @@ pub mod model;
 pub mod spaces;
 
 pub trait Position: Add<Output=Self> + Serialize + Clone {
-    // const DIM: usize;
-    type Cartesian;
+    const DIM: usize;
+    // type Cartesian;
 
     fn zero() -> Self;
     fn abs(&self) -> f32;
-    fn from_cartesian(cartesian: Self::Cartesian) -> Self;
-    fn to_cartesian(&self) -> Self::Cartesian;
+    fn from_cartesian(cartesian: &[f32]) -> Self;
+    fn to_cartesian(&self) -> Vec<f32>;
 }
 
 pub trait GriddedPosition: Position {
diff --git a/src/system/spaces/continuous_2d.rs b/src/system/spaces/continuous_2d.rs
index 84d01ed..dd5a6b9 100644
--- a/src/system/spaces/continuous_2d.rs
+++ b/src/system/spaces/continuous_2d.rs
@@ -2,15 +2,15 @@ use std::f32::consts::PI;
 use std::ops::Add;
 use kiddo::distance::squared_euclidean;
 use rand::Rng;
-use serde::Serialize;
+use serde::{Serialize, Deserialize};
 use crate::system::sticker::Sticker;
 use crate::system::{Position, Storage};
 use crate::system::walker::Walker;
 
-#[derive(Serialize, Debug, Clone)]
+#[derive(Serialize, Deserialize, Debug, Clone)]
 pub struct P2 {
-    x: f32,
-    y: f32,
+    pub x: f32,
+    pub y: f32,
 }
 
 impl P2 {
@@ -47,7 +47,7 @@ pub struct ContinuousStorage {
 }
 
 impl Position for P2 {
-    type Cartesian = [f32; 2];
+    const DIM: usize = 2;
 
     fn zero() -> Self {
         P2 { x: 0f32, y: 0f32 }
@@ -57,12 +57,12 @@ impl Position for P2 {
         (self.x.powi(2) + self.y.powi(2)).powf(0.5)
     }
 
-    fn from_cartesian(cartesian: Self::Cartesian) -> Self {
+    fn from_cartesian(cartesian: &[f32]) -> Self {
         P2 { x: cartesian[0], y: cartesian[1] }
     }
 
-    fn to_cartesian(&self) -> Self::Cartesian {
-        [self.x, self.y]
+    fn to_cartesian(&self) -> Vec<f32> {
+        vec![self.x, self.y]
     }
 }
 
diff --git a/src/system/spaces/continuous_3d.rs b/src/system/spaces/continuous_3d.rs
index 710a3a4..e1cc444 100644
--- a/src/system/spaces/continuous_3d.rs
+++ b/src/system/spaces/continuous_3d.rs
@@ -51,7 +51,7 @@ pub struct ContinuousStorage {
 }
 
 impl Position for P3 {
-    type Cartesian = [f32; 3];
+    const DIM: usize = 3;
 
     fn zero() -> Self {
         P3 { x: 0f32, y: 0f32, z: 0f32 }
@@ -61,12 +61,12 @@ impl Position for P3 {
         (self.x.powi(2) + self.y.powi(2) + self.z.powi(2)).powf(0.5)
     }
 
-    fn from_cartesian(cartesian: Self::Cartesian) -> Self {
+    fn from_cartesian(cartesian: &[f32]) -> Self {
         P3 { x: cartesian[0], y: cartesian[1], z: cartesian[3] }
     }
 
-    fn to_cartesian(&self) -> Self::Cartesian {
-        [self.x, self.y, self.z]
+    fn to_cartesian(&self) -> Vec<f32> {
+        vec![self.x, self.y, self.z]
     }
 }
 
diff --git a/src/system/spaces/hexagonal.rs b/src/system/spaces/hexagonal.rs
index 370d995..fcc728f 100644
--- a/src/system/spaces/hexagonal.rs
+++ b/src/system/spaces/hexagonal.rs
@@ -1,5 +1,6 @@
 use std::ops::Add;
 use num_integer::Roots;
+use num_traits::Pow;
 use crate::system::{GriddedPosition, Position};
 use serde::{Serialize, Deserialize};
 
@@ -40,8 +41,7 @@ impl GriddedPosition for HexPosition {
 }
 
 impl Position for HexPosition {
-    // const DIM: usize = 2;
-    type Cartesian = [f32; 2];
+    const DIM: usize = 2;
 
     fn zero() -> Self {
         HexPosition { q: 0, r: 0 }
@@ -51,17 +51,18 @@ impl Position for HexPosition {
         ((self.q.pow(2) + self.r.pow(2) + self.q * self.r) as f32).sqrt()
     }
 
-    fn from_cartesian(cartesian: Self::Cartesian) -> Self {
+    fn from_cartesian(cartesian: &[f32]) -> Self {
         let q = (1.0f32 / 3.0f32).sqrt() * cartesian[0] - 1.0 / 3.0 * cartesian[1];
         let r = 2.0 / 3.0 * cartesian[1];
 
         Self { q: q as i32, r: r as i32 }
     }
 
-    fn to_cartesian(&self) -> Self::Cartesian {
+    fn to_cartesian(&self) -> Vec<f32> {
         let q = self.q as f32;
         let r = self.r as f32;
-        [
+
+        vec![
             3f32.sqrt() * q + 3f32.sqrt() / 2f32 * r,
             (3. / 2.) * r
         ]
diff --git a/src/system/spaces/square_grid.rs b/src/system/spaces/square_grid.rs
index 823c362..6029efc 100644
--- a/src/system/spaces/square_grid.rs
+++ b/src/system/spaces/square_grid.rs
@@ -28,7 +28,7 @@ impl Add for Grid2D {
 }
 
 impl Position for Grid2D {
-    type Cartesian = [f32; 2];
+    const DIM: usize = 2;
 
     fn zero() -> Self {
         Grid2D { x: 0, y: 0 }
@@ -38,15 +38,15 @@ impl Position for Grid2D {
         (((self.x * self.x) + (self.y * self.y)) as f32).powf(0.5)
     }
 
-    fn from_cartesian(cartesian: Self::Cartesian) -> Self {
+    fn from_cartesian(cartesian: &[f32]) -> Self {
         Grid2D {
             x: cartesian[0] as i32,
             y: cartesian[1] as i32,
         }
     }
 
-    fn to_cartesian(&self) -> Self::Cartesian {
-        [self.x as f32, self.y as f32]
+    fn to_cartesian(&self) -> Vec<f32> {
+        vec![self.x as f32, self.y as f32]
     }
 }
 
@@ -113,17 +113,17 @@ impl Add for Grid3D {
 #[test]
 fn grid3_add_test() {
     assert_eq!(
-        Grid3D::from_cartesian([0f32, 0f32, 0f32]) + Grid3D::from_cartesian([0f32, 1f32, 0f32]),
-        Grid3D::from_cartesian([0f32, 1f32, 0f32])
+        Grid3D::from_cartesian(&[0f32, 0f32, 0f32]) + Grid3D::from_cartesian(&[0f32, 1f32, 0f32]),
+        Grid3D::from_cartesian(&[0f32, 1f32, 0f32])
     );
     assert_eq!(
-        Grid3D::from_cartesian([5.0, 3.0, 1.0]) + Grid3D::from_cartesian([-2.0, 5.0, 100.0]),
-        Grid3D::from_cartesian([3.0, 8.0, 101.0])
+        Grid3D::from_cartesian(&[5.0, 3.0, 1.0]) + Grid3D::from_cartesian(&[-2.0, 5.0, 100.0]),
+        Grid3D::from_cartesian(&[3.0, 8.0, 101.0])
     );
 }
 
 impl Position for Grid3D {
-    type Cartesian = [f32; 3];
+    const DIM: usize = 3;
 
     fn zero() -> Self {
         Grid3D { x: 0, y: 0, z: 0 }
@@ -133,7 +133,7 @@ impl Position for Grid3D {
         (((self.x * self.x) + (self.y * self.y) + (self.z * self.z)) as f32).powf(0.5)
     }
 
-    fn from_cartesian(cartesian: Self::Cartesian) -> Self {
+    fn from_cartesian(cartesian: &[f32]) -> Self {
         Self {
             x: cartesian[0] as i32,
             y: cartesian[1] as i32,
@@ -141,8 +141,8 @@ impl Position for Grid3D {
         }
     }
 
-    fn to_cartesian(&self) -> Self::Cartesian {
-        [self.x as f32, self.y as f32, self.z as f32]
+    fn to_cartesian(&self) -> Vec<f32> {
+        vec![self.x as f32, self.y as f32, self.z as f32]
     }
 }
 
diff --git a/src/system/spawner.rs b/src/system/spawner.rs
index f4e33b7..9cebb55 100644
--- a/src/system/spawner.rs
+++ b/src/system/spawner.rs
@@ -17,7 +17,7 @@ impl Spawner<Grid2D> for UniformSpawner {
         let theta = rng.gen_range(0f32..1.0) * 2.0 * PI;
         let (x, y) = (radius * theta.cos(), radius * theta.sin());
 
-        Grid2D::from_cartesian([x, y])
+        Grid2D::from_cartesian(&[x, y])
     }
 }
 
@@ -26,7 +26,7 @@ impl Spawner<HexPosition> for UniformSpawner {
         let theta = rng.gen_range(0f32..1.0) * 2.0 * PI;
         let (x, y) = (radius * theta.cos(), radius * theta.sin());
 
-        HexPosition::from_cartesian([x, y])
+        HexPosition::from_cartesian(&[x, y])
     }
 }
 
@@ -41,7 +41,7 @@ impl Spawner<Grid3D> for UniformSpawner {
             radius * theta.cos()
         );
 
-        Grid3D::from_cartesian([x, y, z])
+        Grid3D::from_cartesian(&[x, y, z])
     }
 }
 
diff --git a/src/tools/analysis.rs b/src/tools/analysis.rs
index 67d49b0..99d1055 100644
--- a/src/tools/analysis.rs
+++ b/src/tools/analysis.rs
@@ -5,7 +5,7 @@ use polars::io::RowCount;
 use rayon::prelude::*;
 use walkdir::WalkDir;
 
-pub fn main(cli: &DataAnalysisCli) {
+pub(crate) fn main(cli: &DataAnalysisCli) {
     let a: Vec<_> = WalkDir::new(&cli.sp_dir)
         .into_iter()
         .par_bridge()
diff --git a/src/tools/render.rs b/src/tools/render.rs
index 2428e0b..085194f 100644
--- a/src/tools/render.rs
+++ b/src/tools/render.rs
@@ -9,12 +9,16 @@ use crate::system::model::HistoryLine;
 use crate::system::spaces::square_grid::Grid2D;
 use clap::Parser;
 use colorous::Color;
+use itertools::Itertools;
+use num_traits::real::Real;
+use num_traits::Signed;
 use serde::de::DeserializeOwned;
 use serde::Deserialize;
 use svg::Node;
-use svg::node::element::Rectangle;
-use crate::RenderCli;
-use crate::system::Position;
+use svg::node::element::{Circle, Rectangle};
+use crate::{RenderCli, Space};
+use crate::system::{GriddedPosition, Position};
+use crate::system::spaces::continuous_2d::P2;
 use crate::system::spaces::hexagonal::HexPosition;
 use crate::tools::read;
 
@@ -26,68 +30,93 @@ struct Args {
 }
 
 trait ToSvg {
-    fn to_svg(&self, size: i32, colour: Color) -> Box<dyn Node>;
+    fn to_svg(&self, colour: Color) -> Box<dyn Node>;
 }
 
 impl ToSvg for Grid2D {
-    fn to_svg(&self, size: i32, colour: Color) -> Box<dyn Node> {
+    fn to_svg(&self, colour: Color) -> Box<dyn Node> {
         Box::new(Rectangle::new()
             .set("fill", format!("rgb({}, {}, {})", colour.r, colour.g, colour.b))
-            .set("width", size)
-            .set("height", size)
-            .set("x", self.x * size)
-            .set("y", self.y * size))
+            .set("width", 1)
+            .set("height", 1)
+            .set("x", self.x)
+            .set("y", self.y))
+    }
+}
+
+impl ToSvg for P2 {
+    fn to_svg(&self, colour: Color) -> Box<dyn Node> {
+        Box::new(Circle::new()
+            .set("fill", format!("rgb({}, {}, {})", colour.r, colour.g, colour.b))
+            .set("r", 1)
+            .set("cx", self.x)
+            .set("cy", self.y))
     }
 }
 
 impl ToSvg for HexPosition {
-    fn to_svg(&self, size: i32, colour: Color) -> Box<dyn Node> {
+    fn to_svg(&self, colour: Color) -> Box<dyn Node> {
         let points = [
             [25.045, 128.0], [256.0, 0.0], [486.955, 128.0], [486.955, 384.0], [256.0, 512.0], [25.045, 384.0]
         ];
 
-        let size = size as f32;
-
         let b = points.map(|x| [
-            (x[0] / 512.0) * (size),
-            (x[1] / 512.0) * (size)]
+            (x[0] / 512.0),
+            (x[1] / 512.0)]
         );
 
         let c = b.map(|p| format!("{},{}", p[0], p[1])).join(" ");
 
-        let [x, y] = self.to_cartesian();
+        let cartesian = self.to_cartesian();
         Box::new(Rectangle::new()
             .set("fill", format!("rgb({}, {}, {})", colour.r, colour.g, colour.b))
-            .set("x", x * size)
-            .set("y", y * size))
+            .set("x", cartesian[0])
+            .set("y", cartesian[1]))
     }
 }
 
-pub(crate) fn main(args: &RenderCli) {
-    let positions: Vec<Grid2D> = read::<Grid2D>(&args.path, args.format);
+pub fn compute_max_size<P: GriddedPosition>(positions: &[P]) -> f32 {
+    let mut positions = positions.iter().map(P::to_cartesian);
+    let mut maximums: Vec<f32> = positions.next().unwrap();
 
-    let size: i32 = args.image_size as i32;
-    let max_x = positions.iter().max_by(|a, b| a.x.abs().cmp(&b.x.abs())).unwrap().x.abs();
-    let max_y = positions.iter().max_by(|a, b| a.y.abs().cmp(&b.y.abs())).unwrap().y.abs();
-    let max_size = max_x.max(max_y) * size;
+    for cartesian in positions {
+        for i in 0..maximums.len() {
+            maximums[i] = maximums[i].abs().max(cartesian[i].abs());
+        }
+    }
+
+    maximums.into_iter()
+        .fold(0f32, |r, c| r.abs().max(c.abs()))
+}
+
+fn render<P: Position>(args: &RenderCli) where P: DeserializeOwned + ToSvg {
+    let positions = read::<Grid2D>(&args.path, args.format);
+    let max_size = compute_max_size(&positions);
 
     let mut svg = svg::Document::new()
-        .set("width", max_size * size)
-        .set("height", max_size * size)
-        .set("viewBox", format!("{} {} {} {}", -max_size, -max_size, max_size * 2, max_size * 2));
+        .set("width", max_size)
+        .set("height", max_size)
+        .set("viewBox", format!("{} {} {} {}", -max_size, -max_size, max_size * 2.0, max_size * 2.0));
 
     svg.append(Rectangle::new()
         .set("fill", "white")
-        .set("width", max_size * 2)
-        .set("height", max_size * 2)
+        .set("width", max_size * 2.0)
+        .set("height", max_size * 2.0)
         .set("x", -max_size)
         .set("y", -max_size)
     );
 
     for (n, position) in positions.iter().enumerate() {
         let colour = if args.colour { colorous::VIRIDIS.eval_rational(n, positions.len()) } else { Color::default() };
-        svg.append(position.to_svg(size, colour));
+        svg.append(position.to_svg(colour));
     }
 
     svg::write(File::create(&args.output).unwrap(), &svg).unwrap();
 }
+
+pub(crate) fn main(args: &RenderCli) {
+    match args.space {
+        Space::Grid2D => render::<Grid2D>(args),
+        Space::Continuous2D => render::<P2>(args),
+    }
+}
diff --git a/src/tools_cli.rs b/src/tools_cli.rs
index b886e73..9d4c17e 100644
--- a/src/tools_cli.rs
+++ b/src/tools_cli.rs
@@ -1,5 +1,6 @@
 #![feature(generic_const_exprs)]
 #![feature(let_chains)]
+#![feature(array_zip)]
 
 use std::fs::File;
 use std::ops::{Index, Mul};
@@ -33,6 +34,7 @@ enum ToolsCli {
 #[derive(clap::ValueEnum, Clone, Debug, Copy)]
 enum Space {
     Grid2D,
+    Continuous2D
 }
 
 #[derive(Debug, Args)]