diff --git a/tutorials/optimization/1_quadratic_program.ipynb b/tutorials/optimization/1_quadratic_program.ipynb
index 298da01fc..da12ee413 100644
--- a/tutorials/optimization/1_quadratic_program.ipynb
+++ b/tutorials/optimization/1_quadratic_program.ipynb
@@ -51,7 +51,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -62,8 +62,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "You start with an empty model.\n",
-    "You can display your optimization problem with a method `pprint_as_string` and `print_as_lp_string`."
+    "You start with an empty model. How to add variables and constraints to a model is explained in the section \"Directly constructing a `QuadraticProgram`\"."
    ]
   },
   {
@@ -85,7 +84,7 @@
   },
   {
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-   "execution_count": 2,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [
     {
@@ -131,7 +130,7 @@
   },
   {
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-   "execution_count": 3,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [
     {
@@ -186,7 +185,7 @@
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   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
@@ -232,7 +231,7 @@
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   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
@@ -283,7 +282,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
@@ -321,7 +320,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
     {
@@ -371,7 +370,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [
     {
@@ -431,7 +430,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
     {
@@ -481,7 +480,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [
     {
@@ -534,7 +533,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [
     {
@@ -562,7 +561,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [
     {
@@ -622,7 +621,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 16,
    "metadata": {},
    "outputs": [
     {
@@ -663,7 +662,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 17,
    "metadata": {},
    "outputs": [
     {
@@ -696,7 +695,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 18,
    "metadata": {},
    "outputs": [
     {
@@ -717,14 +716,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 19,
    "metadata": {},
    "outputs": [
     {
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+       "<h3>Version Information</h3><table><tr><th>Qiskit Software</th><th>Version</th></tr><tr><td>Qiskit</td><td>None</td></tr><tr><td>Terra</td><td>0.15.0.dev0+2e8582d</td></tr><tr><td>Aer</td><td>0.6.0</td></tr><tr><td>Ignis</td><td>0.4.0.dev0+be205e2</td></tr><tr><td>Aqua</td><td>0.8.0.dev0+8d17693</td></tr><tr><td>IBM Q Provider</td><td>0.7.0</td></tr><tr><th>System information</th></tr><tr><td>Python</td><td>3.7.5 (default, Nov  1 2019, 02:16:32) \n",
+       "[Clang 11.0.0 (clang-1100.0.33.8)]</td></tr><tr><td>OS</td><td>Darwin</td></tr><tr><td>CPUs</td><td>2</td></tr><tr><td>Memory (Gb)</td><td>16.0</td></tr><tr><td colspan='2'>Fri Jun 19 09:02:44 2020 CEST</td></tr></table>"
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