diff --git a/content/SMHD.typ b/content/SMHD.typ
index 81082e8..1b56a77 100644
--- a/content/SMHD.typ
+++ b/content/SMHD.typ
@@ -210,9 +210,39 @@ With these new points for the vertical steps of $cal(Q)$, we can draw the new qu
 
 As for metric 2, we can apply the same strategy and find the points for the vertical steps to be at $1/16, 5/16, 9/16$ and $13/16$. This quantizer can be visualized together with the first metric quantizer in @fig:smhd_2_2_reconstruction, forming the complete quantizer for the reconstruction phase of a 2-bit 2-metric configuration $cal(R)(2,2,tilde(x))$.
 
+#grid(
+  columns: (1fr, 1fr), 
+  [
+    #scale(x: 80%, y: 80%)[
+      #figure(
+        include("../graphics/quantizers/s-metric/2_2_reconstruction.typ"),
+        caption: [2-bit 2-metric reconstruction quantizer]
+      )<fig:smhd_2_2_reconstruction> ]
+  ],
+  [
+    #scale(x: 80%, y: 80%)[
+      #figure(
+        include("../graphics/quantizers/s-metric/3_2_reconstruction.typ"),
+        caption: [2-bit 3-metric reconstruction quantizer],
+      )<fig:smhd_3_2_reconstruction> ]
+  ]
+)
+
+Analytically, the offset we are applying to $cal(E)(2, 2, tilde(x))$ can be defined as
+
+$ phi = lr(frac(1, 2^n dot s)mid(|))_(n=2, s=2) = 1 / 8 $<eq:offset>
+
+This is also shown in @fig:smhd_2_2_reconstruction, as our quantizer curve is moved $1/8$ to the left and the right. 
+
+==== Odd number of metrics
+
+If a odd number of metrics is given, the offset can still be calculated using @eq:offset. Additionally, we will keep the original quantizer used during enrollment. 
+
 #figure(
-  include("../graphics/quantizers/s-metric/2_2_reconstruction.typ"),
-  caption: [2-bit 2-metric reconstruction quantizer]
-)<fig:smhd_2_2_reconstruction>
+  kind: "algorithm",
+  supplement: [Algorithm], 
 
+  include("../pseudocode/find_quantizers.typ")
+)<alg:fancy>
 
+As shown in @alg:fancy
diff --git a/graphics/quantizers/s-metric/2_2_reconstruction.typ b/graphics/quantizers/s-metric/2_2_reconstruction.typ
index a66f6f1..d3a7b53 100644
--- a/graphics/quantizers/s-metric/2_2_reconstruction.typ
+++ b/graphics/quantizers/s-metric/2_2_reconstruction.typ
@@ -12,15 +12,15 @@
     y-label: $cal(R)(2, 2, tilde(x))$,
     x-label: $tilde(x)$,
     y-tick-step: none,
-    y-ticks: ((3/16, [00]), (7/16, [01]), (11/16, [10]), (15/16, [11])),
+    y-ticks: ((1/4, [00]), (2/4, [01]), (3/4, [10]), (1, [11])),
     axis-style: "left",
     x-min: 0,
     x-max: 1,
     y-min: 0,
     y-max: 1,{
-    plot.add(((0,3/16), (3/16,3/16), (7/16,7/16), (11/16,11/16), (15/16, 15/16), (15/16, 3/16), (1, 3/16)), line: "vh", style: line_style, label: [Metric 1])
-    plot.add(((0, 15/16), (1/16, 15/16), (1/16, 3/16), (5/16, 3/16), (9/16, 7/16), (13/16, 11/16), (13/16, 15/16), (1, 15/16)),line: "vh", style: line_style2, label: [Metric 2])
-    plot.add-hline(3/16, 7/16, 11/16, 15/16, style: dashed)
-    plot.add-vline(3/16, 7/16, 11/16, 15/16, style: dashed)
+    plot.add(((0,1/4), (1/8,1/4), (3/8,2/4), (5/8,3/4), (7/8, 1), (7/8, 1/4), (1, 1/4)), line: "vh", style: line_style, label: [Metric 1])
+    plot.add(((0, 1), (1/8, 1), (1/8, 1/4), (3/8, 1/4), (5/8, 2/4), (7/8, 3/4), (7/8, 1), (1, 1)),line: "vh", style: line_style2, label: [Metric 2])
+    plot.add-hline(1/4, 2/4, 3/4, 1, style: dashed)
+    plot.add-vline(1/4, 2/4, 3/4, 1, style: dashed)
   })
 })
diff --git a/graphics/quantizers/s-metric/3_2_reconstruction.typ b/graphics/quantizers/s-metric/3_2_reconstruction.typ
new file mode 100644
index 0000000..449123f
--- /dev/null
+++ b/graphics/quantizers/s-metric/3_2_reconstruction.typ
@@ -0,0 +1,28 @@
+#import "@preview/cetz:0.2.2": canvas, plot
+
+#let line_style = (stroke: (paint: red, thickness: 2pt))
+#let line_style2 = (stroke: (paint: blue, thickness: 2pt))
+#let line_style3 = (stroke: (paint: green, thickness: 2pt))
+#let dashed = (stroke: (dash: "dashed"))
+#canvas({
+  plot.plot(size: (8,6),
+    legend: "legend.south",
+    legend-style: (orientation: ltr, item: (spacing: 0.5)),
+    x-tick-step: 1/4,
+    //x-ticks: ((3/16, [3/16]), (7/16, [7/16]), (11/16, [11/16]), (15/16, [15/16])),
+    y-label: $cal(R)(3, 2, tilde(x))$,
+    x-label: $tilde(x)$,
+    y-tick-step: none,
+    y-ticks: ((1/4, [00]), (2/4, [01]), (3/4, [10]), (1, [11])),
+    axis-style: "left",
+    x-min: 0,
+    x-max: 1,
+    y-min: 0,
+    y-max: 1,{
+    plot.add(((0, 1/4), (2/12, 1/4), (5/12, 2/4), (8/12, 3/4), (11/12, 1), (11/12, 1/4), (1, 1/4)),line: "vh", style: line_style, label: [Metric 1])
+    plot.add(((0,1/4), (1/4,1/4), (2/4,2/4), (3/4,3/4), (4/4, 4/4)), line: "vh", style: line_style2, label: [Metric 2])
+    plot.add(((0, 1),(1/12, 1), (1/12, 1/4), (4/12, 1/4), (4/12, 2/4), (7/12, 3/4), (10/12, 1), (1, 1)), line: "hv", style: line_style3, label: [Metric 3])
+    plot.add-hline(1/4, 2/4, 3/4, 1, style: dashed)
+    plot.add-vline(1/4, 2/4, 3/4, 1, style: dashed)
+  })
+})
diff --git a/main.pdf b/main.pdf
index 1e0e0a2..a54db61 100644
Binary files a/main.pdf and b/main.pdf differ
diff --git a/pseudocode/find_quantizers.typ b/pseudocode/find_quantizers.typ
new file mode 100644
index 0000000..bf26bbd
--- /dev/null
+++ b/pseudocode/find_quantizers.typ
@@ -0,0 +1,16 @@
+#import "@preview/lovelace:0.3.0": *
+
+
+#pseudocode-list(booktabs: true, numbered-title: [My cool algorithm])[
+    + do something
+    + do something else
+    + *while* still something to do
+      + do even more
+      + *if* not done yet *then*
+        + wait a bit
+        + resume working
+      + *else*
+        + go home
+      + *end*
+    + *end*
+  ]