From c312d6447d126f7fffd776237ba795587b1009b9 Mon Sep 17 00:00:00 2001
From: HajarZaiz <h.zaiz@aui.ma>
Date: Thu, 16 Feb 2023 23:38:47 +0100
Subject: [PATCH] Heatmaps generation

---
 .../nbv-256-bs-32-nd-6-fr-10-chi-4-r-0.xml    |  17 ---
 .../nbv-256-bs-32-nd-6-fr-10-chi-4-r-1.xml    |  17 ---
 .../nbv-256-bs-32-nd-6-fr-10-chi-6-r-0.xml    |  17 ---
 .../nbv-256-bs-32-nd-6-fr-10-chi-6-r-1.xml    |  17 ---
 .../nbv-256-bs-32-nd-6-fr-10-chi-8-r-0.xml    |  17 ---
 .../nbv-256-bs-32-nd-6-fr-10-chi-8-r-1.xml    |  17 ---
 .../nbv-256-bs-32-nd-6-fr-50-chi-4-r-0.xml    |  17 ---
 .../nbv-256-bs-32-nd-6-fr-50-chi-4-r-1.xml    |  18 ---
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 .../nbv-256-bs-32-nd-6-fr-90-chi-4-r-0.xml    |  19 ---
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 .../nbv-256-bs-48-nd-6-fr-10-chi-4-r-0.xml    |  17 ---
 .../nbv-256-bs-48-nd-6-fr-10-chi-4-r-1.xml    |  17 ---
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 .../nbv-256-bs-48-nd-6-fr-10-chi-8-r-1.xml    |  17 ---
 .../nbv-256-bs-48-nd-6-fr-50-chi-4-r-0.xml    |  17 ---
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 .../nbv-256-bs-48-nd-6-fr-90-chi-4-r-0.xml    |  18 ---
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 .../nbv-256-bs-48-nd-6-fr-90-chi-6-r-1.xml    |  18 ---
 .../nbv-256-bs-48-nd-6-fr-90-chi-8-r-0.xml    |  19 ---
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 .../nbv-256-bs-64-nd-6-fr-10-chi-4-r-0.xml    |  17 ---
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 .../nbv-256-bs-64-nd-6-fr-10-chi-8-r-0.xml    |  17 ---
 .../nbv-256-bs-64-nd-6-fr-10-chi-8-r-1.xml    |  17 ---
 .../nbv-256-bs-64-nd-6-fr-50-chi-4-r-0.xml    |  18 ---
 .../nbv-256-bs-64-nd-6-fr-50-chi-4-r-1.xml    |  18 ---
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 .../nbv-256-bs-64-nd-6-fr-90-chi-4-r-0.xml    |  18 ---
 .../nbv-256-bs-64-nd-6-fr-90-chi-4-r-1.xml    |  18 ---
 .../nbv-256-bs-64-nd-6-fr-90-chi-6-r-0.xml    |  18 ---
 .../nbv-256-bs-64-nd-6-fr-90-chi-6-r-1.xml    |  18 ---
 .../nbv-256-bs-64-nd-6-fr-90-chi-8-r-0.xml    |  19 ---
 .../nbv-256-bs-64-nd-6-fr-90-chi-8-r-1.xml    |  18 ---
 .../nbv-384-bs-32-nd-6-fr-10-chi-4-r-0.xml    |  18 ---
 .../nbv-384-bs-32-nd-6-fr-10-chi-4-r-1.xml    |  18 ---
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 .../nbv-384-bs-32-nd-6-fr-10-chi-6-r-1.xml    |  18 ---
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 .../nbv-384-bs-32-nd-6-fr-50-chi-4-r-0.xml    |  18 ---
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 .../nbv-384-bs-32-nd-6-fr-90-chi-8-r-1.xml    |  19 ---
 .../nbv-384-bs-48-nd-6-fr-10-chi-4-r-0.xml    |  17 ---
 .../nbv-384-bs-48-nd-6-fr-10-chi-4-r-1.xml    |  17 ---
 .../nbv-384-bs-48-nd-6-fr-10-chi-6-r-0.xml    |  18 ---
 .../nbv-384-bs-48-nd-6-fr-10-chi-6-r-1.xml    |  18 ---
 .../nbv-384-bs-48-nd-6-fr-10-chi-8-r-0.xml    |  17 ---
 .../nbv-384-bs-48-nd-6-fr-10-chi-8-r-1.xml    |  18 ---
 .../nbv-384-bs-48-nd-6-fr-50-chi-4-r-0.xml    |  18 ---
 .../nbv-384-bs-48-nd-6-fr-50-chi-4-r-1.xml    |  18 ---
 .../nbv-384-bs-48-nd-6-fr-50-chi-6-r-0.xml    |  18 ---
 .../nbv-384-bs-48-nd-6-fr-50-chi-6-r-1.xml    |  18 ---
 .../nbv-384-bs-48-nd-6-fr-50-chi-8-r-0.xml    |  18 ---
 .../nbv-384-bs-48-nd-6-fr-50-chi-8-r-1.xml    |  18 ---
 .../nbv-384-bs-48-nd-6-fr-90-chi-4-r-0.xml    |  19 ---
 .../nbv-384-bs-48-nd-6-fr-90-chi-4-r-1.xml    |  18 ---
 .../nbv-384-bs-48-nd-6-fr-90-chi-6-r-0.xml    |  19 ---
 .../nbv-384-bs-48-nd-6-fr-90-chi-6-r-1.xml    |  19 ---
 .../nbv-384-bs-48-nd-6-fr-90-chi-8-r-0.xml    |  19 ---
 .../nbv-384-bs-48-nd-6-fr-90-chi-8-r-1.xml    |  19 ---
 .../nbv-384-bs-64-nd-6-fr-10-chi-4-r-0.xml    |  17 ---
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 .../nbv-384-bs-64-nd-6-fr-50-chi-4-r-0.xml    |  18 ---
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deleted file mode 100644
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deleted file mode 100644
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deleted file mode 100644
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deleted file mode 100644
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deleted file mode 100644
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deleted file mode 100644
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deleted file mode 100644
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deleted file mode 100644
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deleted file mode 100644
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deleted file mode 100644
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deleted file mode 100644
index abd44b6..0000000
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deleted file mode 100644
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deleted file mode 100644
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deleted file mode 100644
index 3e330c8..0000000
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deleted file mode 100644
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deleted file mode 100644
index e17dcd1..0000000
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deleted file mode 100644
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deleted file mode 100644
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deleted file mode 100644
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deleted file mode 100644
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deleted file mode 100644
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deleted file mode 100644
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deleted file mode 100644
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deleted file mode 100644
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deleted file mode 100644
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deleted file mode 100644
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deleted file mode 100644
index 50f1509..0000000
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deleted file mode 100644
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deleted file mode 100644
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deleted file mode 100644
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deleted file mode 100644
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deleted file mode 100644
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deleted file mode 100644
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deleted file mode 100644
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deleted file mode 100644
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deleted file mode 100644
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deleted file mode 100644
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deleted file mode 100644
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deleted file mode 100644
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deleted file mode 100644
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deleted file mode 100644
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deleted file mode 100644
index 49f66e4..0000000
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deleted file mode 100644
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deleted file mode 100644
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deleted file mode 100644
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deleted file mode 100644
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deleted file mode 100644
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deleted file mode 100644
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deleted file mode 100644
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deleted file mode 100644
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deleted file mode 100644
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deleted file mode 100644
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deleted file mode 100644
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deleted file mode 100644
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deleted file mode 100644
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deleted file mode 100644
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deleted file mode 100644
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deleted file mode 100644
index 88e4f93..0000000
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deleted file mode 100644
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deleted file mode 100644
index 48f2d7e..0000000
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deleted file mode 100644
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deleted file mode 100644
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deleted file mode 100644
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deleted file mode 100644
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deleted file mode 100644
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deleted file mode 100644
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deleted file mode 100644
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deleted file mode 100644
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deleted file mode 100644
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deleted file mode 100644
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deleted file mode 100644
index b28cb0f..0000000
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deleted file mode 100644
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deleted file mode 100644
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deleted file mode 100644
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deleted file mode 100644
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deleted file mode 100644
index 4e6181c..0000000
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deleted file mode 100644
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deleted file mode 100644
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deleted file mode 100644
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deleted file mode 100644
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deleted file mode 100644
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deleted file mode 100644
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deleted file mode 100644
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-	<blockAvailable type="int">1</blockAvailable>
-	<tta type="int">5</tta>
-	<missingVector type="list">
-		<item type="int">261632</item>
-		<item type="int">222593</item>
-		<item type="int">90746</item>
-		<item type="int">3833</item>
-		<item type="int">0</item>
-	</missingVector>
-</root>
diff --git a/results/2023-01-26_10-41-29_912/nbv-512-bs-64-nd-6-fr-50-chi-4-r-1.xml b/results/2023-01-26_10-41-29_912/nbv-512-bs-64-nd-6-fr-50-chi-4-r-1.xml
deleted file mode 100644
index 3851483..0000000
--- a/results/2023-01-26_10-41-29_912/nbv-512-bs-64-nd-6-fr-50-chi-4-r-1.xml
+++ /dev/null
@@ -1,18 +0,0 @@
-<?xml version="1.0" ?>
-<root>
-	<run type="int">1</run>
-	<numberValidators type="int">512</numberValidators>
-	<blockSize type="int">64</blockSize>
-	<failureRate type="int">50</failureRate>
-	<netDegree type="int">6</netDegree>
-	<chi type="int">4</chi>
-	<blockAvailable type="int">1</blockAvailable>
-	<tta type="int">5</tta>
-	<missingVector type="list">
-		<item type="int">261632</item>
-		<item type="int">220320</item>
-		<item type="int">79148</item>
-		<item type="int">609</item>
-		<item type="int">0</item>
-	</missingVector>
-</root>
diff --git a/results/2023-01-26_10-41-29_912/nbv-512-bs-64-nd-6-fr-50-chi-6-r-0.xml b/results/2023-01-26_10-41-29_912/nbv-512-bs-64-nd-6-fr-50-chi-6-r-0.xml
deleted file mode 100644
index 03cdef2..0000000
--- a/results/2023-01-26_10-41-29_912/nbv-512-bs-64-nd-6-fr-50-chi-6-r-0.xml
+++ /dev/null
@@ -1,18 +0,0 @@
-<?xml version="1.0" ?>
-<root>
-	<run type="int">0</run>
-	<numberValidators type="int">512</numberValidators>
-	<blockSize type="int">64</blockSize>
-	<failureRate type="int">50</failureRate>
-	<netDegree type="int">6</netDegree>
-	<chi type="int">6</chi>
-	<blockAvailable type="int">1</blockAvailable>
-	<tta type="int">5</tta>
-	<missingVector type="list">
-		<item type="int">392448</item>
-		<item type="int">353094</item>
-		<item type="int">182395</item>
-		<item type="int">4805</item>
-		<item type="int">0</item>
-	</missingVector>
-</root>
diff --git a/results/2023-01-26_10-41-29_912/nbv-512-bs-64-nd-6-fr-50-chi-6-r-1.xml b/results/2023-01-26_10-41-29_912/nbv-512-bs-64-nd-6-fr-50-chi-6-r-1.xml
deleted file mode 100644
index 8c6bbcb..0000000
--- a/results/2023-01-26_10-41-29_912/nbv-512-bs-64-nd-6-fr-50-chi-6-r-1.xml
+++ /dev/null
@@ -1,18 +0,0 @@
-<?xml version="1.0" ?>
-<root>
-	<run type="int">1</run>
-	<numberValidators type="int">512</numberValidators>
-	<blockSize type="int">64</blockSize>
-	<failureRate type="int">50</failureRate>
-	<netDegree type="int">6</netDegree>
-	<chi type="int">6</chi>
-	<blockAvailable type="int">1</blockAvailable>
-	<tta type="int">5</tta>
-	<missingVector type="list">
-		<item type="int">392448</item>
-		<item type="int">351143</item>
-		<item type="int">181128</item>
-		<item type="int">2739</item>
-		<item type="int">0</item>
-	</missingVector>
-</root>
diff --git a/results/2023-01-26_10-41-29_912/nbv-512-bs-64-nd-6-fr-50-chi-8-r-0.xml b/results/2023-01-26_10-41-29_912/nbv-512-bs-64-nd-6-fr-50-chi-8-r-0.xml
deleted file mode 100644
index 653771a..0000000
--- a/results/2023-01-26_10-41-29_912/nbv-512-bs-64-nd-6-fr-50-chi-8-r-0.xml
+++ /dev/null
@@ -1,18 +0,0 @@
-<?xml version="1.0" ?>
-<root>
-	<run type="int">0</run>
-	<numberValidators type="int">512</numberValidators>
-	<blockSize type="int">64</blockSize>
-	<failureRate type="int">50</failureRate>
-	<netDegree type="int">6</netDegree>
-	<chi type="int">8</chi>
-	<blockAvailable type="int">1</blockAvailable>
-	<tta type="int">5</tta>
-	<missingVector type="list">
-		<item type="int">523264</item>
-		<item type="int">476364</item>
-		<item type="int">251483</item>
-		<item type="int">3388</item>
-		<item type="int">0</item>
-	</missingVector>
-</root>
diff --git a/results/2023-01-26_10-41-29_912/nbv-512-bs-64-nd-6-fr-50-chi-8-r-1.xml b/results/2023-01-26_10-41-29_912/nbv-512-bs-64-nd-6-fr-50-chi-8-r-1.xml
deleted file mode 100644
index 7910f7b..0000000
--- a/results/2023-01-26_10-41-29_912/nbv-512-bs-64-nd-6-fr-50-chi-8-r-1.xml
+++ /dev/null
@@ -1,18 +0,0 @@
-<?xml version="1.0" ?>
-<root>
-	<run type="int">1</run>
-	<numberValidators type="int">512</numberValidators>
-	<blockSize type="int">64</blockSize>
-	<failureRate type="int">50</failureRate>
-	<netDegree type="int">6</netDegree>
-	<chi type="int">8</chi>
-	<blockAvailable type="int">1</blockAvailable>
-	<tta type="int">5</tta>
-	<missingVector type="list">
-		<item type="int">523264</item>
-		<item type="int">478438</item>
-		<item type="int">259726</item>
-		<item type="int">4189</item>
-		<item type="int">0</item>
-	</missingVector>
-</root>
diff --git a/results/2023-01-26_10-41-29_912/nbv-512-bs-64-nd-6-fr-90-chi-4-r-0.xml b/results/2023-01-26_10-41-29_912/nbv-512-bs-64-nd-6-fr-90-chi-4-r-0.xml
deleted file mode 100644
index 3d21f9e..0000000
--- a/results/2023-01-26_10-41-29_912/nbv-512-bs-64-nd-6-fr-90-chi-4-r-0.xml
+++ /dev/null
@@ -1,19 +0,0 @@
-<?xml version="1.0" ?>
-<root>
-	<run type="int">0</run>
-	<numberValidators type="int">512</numberValidators>
-	<blockSize type="int">64</blockSize>
-	<failureRate type="int">90</failureRate>
-	<netDegree type="int">6</netDegree>
-	<chi type="int">4</chi>
-	<blockAvailable type="int">0</blockAvailable>
-	<tta type="int">-1</tta>
-	<missingVector type="list">
-		<item type="int">261632</item>
-		<item type="int">256103</item>
-		<item type="int">240054</item>
-		<item type="int">234538</item>
-		<item type="int">234536</item>
-		<item type="int">234536</item>
-	</missingVector>
-</root>
diff --git a/results/2023-01-26_10-41-29_912/nbv-512-bs-64-nd-6-fr-90-chi-4-r-1.xml b/results/2023-01-26_10-41-29_912/nbv-512-bs-64-nd-6-fr-90-chi-4-r-1.xml
deleted file mode 100644
index 5b143e7..0000000
--- a/results/2023-01-26_10-41-29_912/nbv-512-bs-64-nd-6-fr-90-chi-4-r-1.xml
+++ /dev/null
@@ -1,18 +0,0 @@
-<?xml version="1.0" ?>
-<root>
-	<run type="int">1</run>
-	<numberValidators type="int">512</numberValidators>
-	<blockSize type="int">64</blockSize>
-	<failureRate type="int">90</failureRate>
-	<netDegree type="int">6</netDegree>
-	<chi type="int">4</chi>
-	<blockAvailable type="int">0</blockAvailable>
-	<tta type="int">-1</tta>
-	<missingVector type="list">
-		<item type="int">261632</item>
-		<item type="int">256496</item>
-		<item type="int">241666</item>
-		<item type="int">236205</item>
-		<item type="int">236205</item>
-	</missingVector>
-</root>
diff --git a/results/2023-01-26_10-41-29_912/nbv-512-bs-64-nd-6-fr-90-chi-6-r-0.xml b/results/2023-01-26_10-41-29_912/nbv-512-bs-64-nd-6-fr-90-chi-6-r-0.xml
deleted file mode 100644
index d8a3ef4..0000000
--- a/results/2023-01-26_10-41-29_912/nbv-512-bs-64-nd-6-fr-90-chi-6-r-0.xml
+++ /dev/null
@@ -1,19 +0,0 @@
-<?xml version="1.0" ?>
-<root>
-	<run type="int">0</run>
-	<numberValidators type="int">512</numberValidators>
-	<blockSize type="int">64</blockSize>
-	<failureRate type="int">90</failureRate>
-	<netDegree type="int">6</netDegree>
-	<chi type="int">6</chi>
-	<blockAvailable type="int">0</blockAvailable>
-	<tta type="int">-1</tta>
-	<missingVector type="list">
-		<item type="int">392448</item>
-		<item type="int">387020</item>
-		<item type="int">367393</item>
-		<item type="int">354339</item>
-		<item type="int">354240</item>
-		<item type="int">354240</item>
-	</missingVector>
-</root>
diff --git a/results/2023-01-26_10-41-29_912/nbv-512-bs-64-nd-6-fr-90-chi-6-r-1.xml b/results/2023-01-26_10-41-29_912/nbv-512-bs-64-nd-6-fr-90-chi-6-r-1.xml
deleted file mode 100644
index 27999c7..0000000
--- a/results/2023-01-26_10-41-29_912/nbv-512-bs-64-nd-6-fr-90-chi-6-r-1.xml
+++ /dev/null
@@ -1,19 +0,0 @@
-<?xml version="1.0" ?>
-<root>
-	<run type="int">1</run>
-	<numberValidators type="int">512</numberValidators>
-	<blockSize type="int">64</blockSize>
-	<failureRate type="int">90</failureRate>
-	<netDegree type="int">6</netDegree>
-	<chi type="int">6</chi>
-	<blockAvailable type="int">0</blockAvailable>
-	<tta type="int">-1</tta>
-	<missingVector type="list">
-		<item type="int">392448</item>
-		<item type="int">386529</item>
-		<item type="int">365359</item>
-		<item type="int">351768</item>
-		<item type="int">351634</item>
-		<item type="int">351634</item>
-	</missingVector>
-</root>
diff --git a/results/2023-01-26_10-41-29_912/nbv-512-bs-64-nd-6-fr-90-chi-8-r-0.xml b/results/2023-01-26_10-41-29_912/nbv-512-bs-64-nd-6-fr-90-chi-8-r-0.xml
deleted file mode 100644
index 1604b61..0000000
--- a/results/2023-01-26_10-41-29_912/nbv-512-bs-64-nd-6-fr-90-chi-8-r-0.xml
+++ /dev/null
@@ -1,19 +0,0 @@
-<?xml version="1.0" ?>
-<root>
-	<run type="int">0</run>
-	<numberValidators type="int">512</numberValidators>
-	<blockSize type="int">64</blockSize>
-	<failureRate type="int">90</failureRate>
-	<netDegree type="int">6</netDegree>
-	<chi type="int">8</chi>
-	<blockAvailable type="int">0</blockAvailable>
-	<tta type="int">-1</tta>
-	<missingVector type="list">
-		<item type="int">523264</item>
-		<item type="int">517643</item>
-		<item type="int">494047</item>
-		<item type="int">473685</item>
-		<item type="int">473316</item>
-		<item type="int">473316</item>
-	</missingVector>
-</root>
diff --git a/results/2023-01-26_10-41-29_912/nbv-512-bs-64-nd-6-fr-90-chi-8-r-1.xml b/results/2023-01-26_10-41-29_912/nbv-512-bs-64-nd-6-fr-90-chi-8-r-1.xml
deleted file mode 100644
index 0b3769b..0000000
--- a/results/2023-01-26_10-41-29_912/nbv-512-bs-64-nd-6-fr-90-chi-8-r-1.xml
+++ /dev/null
@@ -1,19 +0,0 @@
-<?xml version="1.0" ?>
-<root>
-	<run type="int">1</run>
-	<numberValidators type="int">512</numberValidators>
-	<blockSize type="int">64</blockSize>
-	<failureRate type="int">90</failureRate>
-	<netDegree type="int">6</netDegree>
-	<chi type="int">8</chi>
-	<blockAvailable type="int">0</blockAvailable>
-	<tta type="int">-1</tta>
-	<missingVector type="list">
-		<item type="int">523264</item>
-		<item type="int">517141</item>
-		<item type="int">492108</item>
-		<item type="int">469814</item>
-		<item type="int">469232</item>
-		<item type="int">469232</item>
-	</missingVector>
-</root>
diff --git a/results/plots.py b/results/plots.py
new file mode 100644
index 0000000..721a491
--- /dev/null
+++ b/results/plots.py
@@ -0,0 +1,111 @@
+import os
+import time
+import xml.etree.ElementTree as ET
+import matplotlib.pyplot as plt
+import numpy as np
+import seaborn as sns
+from itertools import combinations
+
+results_folder = os.getcwd()
+
+#Get all folders and store their time info and sort
+directories = [d for d in os.listdir(results_folder) if os.path.isdir(os.path.join(results_folder, d))]
+directories_ctime = [(d, os.path.getctime(os.path.join(results_folder, d))) for d in directories]
+directories_ctime.sort(key=lambda x: x[1], reverse=True)
+
+#Get the path of the latest created folder
+latest_directory = directories_ctime[0][0]
+folder_path = os.path.join(results_folder, latest_directory)
+
+#Store data with a unique key for each params combination
+data = {}
+plotInfo = {}
+
+parameters = ['run', 'blockSize', 'failureRate', 'numberValidators', 'netDegree', 'chi']
+
+#Loop over the xml files in the folder
+for filename in os.listdir(folder_path):
+    #Loop over the xmls and store the data in variables
+    if filename.endswith('.xml'):
+        tree = ET.parse(os.path.join(folder_path, filename))
+        root = tree.getroot()
+        run = int(root.find('run').text)
+        blockSize = int(root.find('blockSize').text)
+        failureRate = int(root.find('failureRate').text)
+        numberValidators = int(root.find('numberValidators').text)
+        netDegree = int(root.find('netDegree').text)
+        chi = int(root.find('chi').text)
+        tta = int(root.find('tta').text)
+
+        # Loop over all possible combinations of length 4 of the parameters
+        for combination in combinations(parameters, 4):
+            # Get the indices and values of the parameters in the combination
+            indices = [parameters.index(element) for element in combination]
+            selected_values = [run, blockSize, failureRate, numberValidators, netDegree, chi]
+            values = [selected_values[index] for index in indices]
+            names = [parameters[i] for i in indices]
+            keyComponents = [f"{name}_{value}" for name, value in zip(names, values)]
+            key = tuple(keyComponents[:4])
+            #Get the names of the other 2 parameters that are not included in the key
+            other_params = [parameters[i] for i in range(6) if i not in indices]
+            #Append the values of the other 2 parameters and the ttas to the lists for the key
+            other_indices = [i for i in range(len(parameters)) if i not in indices]
+
+            #Initialize the dictionary for the key if it doesn't exist yet
+            if key not in data:
+                data[key] = {}
+                #Initialize lists for the other 2 parameters and the ttas with the key
+                data[key][other_params[0]] = []
+                data[key][other_params[1]] = []
+                data[key]['ttas'] = []
+
+            if other_params[0] in data[key]:
+                data[key][other_params[0]].append(selected_values[other_indices[0]])
+            else:
+                data[key][other_params[0]] = [selected_values[other_indices[0]]]
+            if other_params[1] in data[key]:
+                data[key][other_params[1]].append(selected_values[other_indices[1]])
+            else:
+                data[key][other_params[1]] = [selected_values[other_indices[1]]]
+            data[key]['ttas'].append(tta)
+
+
+#Get the keys for all data with the same x and y labels
+filtered_keys = {}
+for key1, value1 in data.items():
+    sub_keys1 = list(value1.keys())
+    filtered_keys[(sub_keys1[0], sub_keys1[1])] = [key1]
+    for key2, value2 in data.items():
+        sub_keys2 = list(value2.keys())
+        if key1 != key2 and sub_keys1[0] == sub_keys2[0] and sub_keys1[1] == sub_keys2[1]:
+            try:
+                filtered_keys[(sub_keys1[0], sub_keys1[1])].append(key2)
+            except KeyError:
+                filtered_keys[(sub_keys1[0], sub_keys1[1])] = [key2]
+
+#Store the 2D heatmaps in a folder
+heatmaps_folder = 'heatmaps'
+if not os.path.exists(heatmaps_folder):
+    os.makedirs(heatmaps_folder)
+
+#Plot the heatmaps and store them in subfolders
+for labels, keys in filtered_keys.items():
+    for key in keys:
+        hist, xedges, yedges = np.histogram2d(data[key][labels[0]], data[key][labels[1]], bins=(3, 3), weights=data[key]['ttas'])
+        hist = hist.T
+        sns.heatmap(hist, xticklabels=False, yticklabels=False, cmap='Purples', cbar_kws={'label': 'Time to block availability'}, linecolor='black', linewidths=0.3, annot=True, fmt=".2f")
+        plt.xlabel(labels[0])
+        plt.ylabel(labels[1])
+        title = ""
+        paramValueCnt = 0
+        for param in parameters:
+            if param != labels[0] and param != labels[1]:
+                title += f"{key[paramValueCnt]}"
+                paramValueCnt += 1
+        plt.title(title)
+        filename = title + ".png"
+        target_folder = os.path.join(heatmaps_folder, f"{labels[0]}Vs{labels[1]}")
+        if not os.path.exists(target_folder):
+            os.makedirs(target_folder)
+        plt.savefig(os.path.join(target_folder, filename))
+        plt.clf()