diff --git a/content/SMHD.typ b/content/SMHD.typ
index da9ed9d..3c591c5 100644
--- a/content/SMHD.typ
+++ b/content/SMHD.typ
@@ -344,6 +344,8 @@ The here proposed S-Metric Helper Data Method can be improved by using gray code
 @fig:2-bit-gray shows a 2-bit quantizer with gray coded labelling.
 In this example, we have an advantage at $tilde(x) = ~ 0.5$, because a quantization error only returns one wrong bit instead of two.
 
+== Helper data volume
+
 == Experiments & Results
 
 We tested the implementation of @sect:smhd_implementation with the temperature dataset of @dataset.
@@ -363,4 +365,40 @@ For this analysis, enrollment and reconstruction were both performed at room tem
   caption: [Bit error rates for same temperature execution]
 )<fig:global_errorrates>
 
+We can observe two key properties of the S-Metric method in @fig:global_errorrates.
+The error rate in this plot is scaled logarithmically.\
+The exponential growth of the error rate of classic 1-metric configurations can be observed through the linear increase of the error rates.
+Also, as we expanded on in @par:offset_props, using more metrics will, at some point, not further improve the bit error rate of the key.
+At a symbol width of $m >= 6$ bits, no further improvement through the S-Metric method can be observed.
+
+#figure(
+  include("../graphics/plots/errorrates_changerate.typ"),
+  caption: [Asymptotic performance of S-Metric]
+)<fig:errorrates_changerate>
+
+This tendency can also be shown through @fig:errorrates_changerate. 
+Here, we calculated the quotient of the bit error rate using one metric and 100 metrics.
+From $m >= 6$ onwards, $(x_"1" (m)) / (x_"100" (m))$ approaches $~1$, which means, no real improvement is possible anymore through the S-Metric method.
+
+//=== Observation of offset $phi$ 
+
+//If we take a look at the 1-bit case, we can nicely observe the approximating nature of $phi_"max,odd"$ to $phi_"max,even"$ of @par:offset_props.
+
+//#figure(
+//  include("../graphics/plots/1bit_obs.typ"),
+//  caption: [Yoink]
+//)
+
+=== Impact of temperature
+
+Usually we will perform enrollment at room temperature. 
+We will now take a look at the impact of changing the temperature both during the enrollment and the reconstruction phase.
+
+==== Different reconstruction temperature
+
+
+==== Different enrollment temperature
+
+=== Gray coding
+
 
diff --git a/data/1bit.csv b/data/1bit.csv
new file mode 100644
index 0000000..67e0eec
--- /dev/null
+++ b/data/1bit.csv
@@ -0,0 +1,94 @@
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diff --git a/data/errorrates/2bit_temp/reconstruction/errorrates_left_25_25.csv b/data/errorrates/2bit_temp/reconstruction/errorrates_left_25_25.csv
new file mode 100644
index 0000000..65b576f
--- /dev/null
+++ b/data/errorrates/2bit_temp/reconstruction/errorrates_left_25_25.csv
@@ -0,0 +1,595 @@
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diff --git a/data/errorrates/2bit_temp/reconstruction/errorrates_left_25_35.csv b/data/errorrates/2bit_temp/reconstruction/errorrates_left_25_35.csv
new file mode 100644
index 0000000..dd11717
--- /dev/null
+++ b/data/errorrates/2bit_temp/reconstruction/errorrates_left_25_35.csv
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diff --git a/data/errorrates/2bit_temp/reconstruction/errorrates_left_25_5.csv b/data/errorrates/2bit_temp/reconstruction/errorrates_left_25_5.csv
new file mode 100644
index 0000000..2bee2ef
--- /dev/null
+++ b/data/errorrates/2bit_temp/reconstruction/errorrates_left_25_5.csv
@@ -0,0 +1,595 @@
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diff --git a/data/errorrates/2bit_temp/reconstruction/errorrates_left_25_55.csv b/data/errorrates/2bit_temp/reconstruction/errorrates_left_25_55.csv
new file mode 100644
index 0000000..85da2b7
--- /dev/null
+++ b/data/errorrates/2bit_temp/reconstruction/errorrates_left_25_55.csv
@@ -0,0 +1,595 @@
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diff --git a/graphics/plots/1bit_obs.typ b/graphics/plots/1bit_obs.typ
new file mode 100644
index 0000000..ec6d0e4
--- /dev/null
+++ b/graphics/plots/1bit_obs.typ
@@ -0,0 +1,20 @@
+#import "@preview/cetz:0.2.2": canvas, plot
+
+#let data = csv("../../data/1bit.csv")
+#let ndata = data.map(value => value.map(v => float(v)))// fucking hell is that cursed
+
+#let dashed = (stroke: (dash: "dashed"))
+#canvas({
+  plot.plot(size: (10,1),
+    x-tick-step: none,
+    x-ticks: ((1, [1]), (2, [2]), (3, [3]), (4, [4]), (5, [5]), (6, [6])),
+    y-label: $E(1)$,
+    x-label: $m$,
+    y-tick-step: 500,
+    axis-style: "left",
+    x-min: 0,
+    y-max: 1,
+    {
+    plot.add((ndata), mark: "o", mark-size: 0.0001)
+  })
+})
diff --git a/graphics/plots/errorrates_changerate.typ b/graphics/plots/errorrates_changerate.typ
new file mode 100644
index 0000000..9314d7e
--- /dev/null
+++ b/graphics/plots/errorrates_changerate.typ
@@ -0,0 +1,16 @@
+#import "@preview/cetz:0.2.2": canvas, plot
+
+#let dashed = (stroke: (dash: "dashed"))
+#canvas({
+  plot.plot(size: (10,4),
+    x-tick-step: none,
+    x-ticks: ((1, [1]), (2, [2]), (3, [3]), (4, [4]), (5, [5]), (6, [6])),
+    y-label: $(x_"1" (m)) / (x_"100" (m))$,
+    x-label: $m$,
+    y-tick-step: 500,
+    axis-style: "left",
+    x-min: 0,
+    {
+    plot.add(((1,1815.2), (2,660), (3,46), (4,3.11), (5,1.33), (6,1.07)), mark: "o")
+  })
+})
diff --git a/main.pdf b/main.pdf
index b4574e3..2fadeff 100644
Binary files a/main.pdf and b/main.pdf differ