diff --git a/module3/exo1/Test.ipynb b/module3/exo1/Test.ipynb
index df49d0980ea4ae00be8fdf2789e4b87be27b42dd..ccfcba0d0369b0ad546a35ce64a83fbecb6d9e78 100644
--- a/module3/exo1/Test.ipynb
+++ b/module3/exo1/Test.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -12,24 +12,24 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [],
    "source": [
-    "used_page = np.array([92.45, 90.85, 88.83, 85.75, 82.66, 78.43, 71.47]) # Taux de page utilisé\n",
-    "miss_rate = np.array([36.42, 7.87, 4.71, 2.8, 1.77, 1.29, 0.97])  # Taux de miss\n",
+    "used_page = np.array([91.48, 89.6, 87.18, 83.81, 80.17, 75.67, 69.37]) # Taux de page utilisé\n",
+    "miss_rate = np.array([38.51, 3.06, 2.02, 1.48, 1.13, 0.99, 0.84])  # Taux de miss\n",
     "\n",
-    "reuse_distance = np.array([11, 37, 38, 39, 41, 44, 50]) # Reuse distance"
+    "reuse_distance = np.array([23, 56, 57, 58, 60, 63, 65]) # Reuse distance"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 576x432 with 1 Axes>"
       ]
@@ -74,19 +74,19 @@
     "\n",
     "plt.tight_layout()\n",
     "\n",
-    "plt.savefig('2mm-a.svg', format='svg')\n",
+    "plt.savefig('adi-a.svg', format='svg')\n",
     "\n",
     "plt.show()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 576x432 with 1 Axes>"
       ]
@@ -117,12 +117,12 @@
     "for i in range(len(numerical_indices)):\n",
     "    plt.text(numerical_indices[i], A[i], str(A[i]), ha='center', va='bottom')\n",
     "\n",
-    "plt.ylim(0, 60)\n",
-    "plt.yticks(range(0, 61, 5))\n",
+    "plt.ylim(0, 70)\n",
+    "plt.yticks(range(0, 71, 5))\n",
     "\n",
     "plt.tight_layout()\n",
     "\n",
-    "plt.savefig('2mm-b.svg', format='svg')\n",
+    "plt.savefig('adi-b.svg', format='svg')\n",
     "\n",
     "plt.show()"
    ]
diff --git a/module3/exo1/adi-a.svg b/module3/exo1/adi-a.svg
new file mode 100644
index 0000000000000000000000000000000000000000..b5c723e5466f8bb4d349f77259965d58178dc1f8
--- /dev/null
+++ b/module3/exo1/adi-a.svg
@@ -0,0 +1,1350 @@
+<?xml version="1.0" encoding="utf-8" standalone="no"?>
+<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
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