diff --git a/short_example_1D.ipynb b/short_example_1D.ipynb
index 7f2ca19..6d7941b 100644
--- a/short_example_1D.ipynb
+++ b/short_example_1D.ipynb
@@ -44,7 +44,7 @@
         "outputId": "9ba9bc65-e6b8-45a3-df8b-2a656c77eaee"
       },
       "id": "6XHpZXv-1jLD",
-      "execution_count": 4,
+      "execution_count": null,
       "outputs": [
         {
           "output_type": "stream",
@@ -142,7 +142,7 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 5,
+      "execution_count": null,
       "id": "3bbb9220",
       "metadata": {
         "id": "3bbb9220",
@@ -184,7 +184,7 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 6,
+      "execution_count": null,
       "id": "f9bd3b56",
       "metadata": {
         "id": "f9bd3b56"
@@ -211,7 +211,7 @@
         "outputId": "364a6233-80ab-44b3-95ab-7fbf3c0f86c2"
       },
       "id": "3bW8AqgvJVNv",
-      "execution_count": 17,
+      "execution_count": null,
       "outputs": [
         {
           "output_type": "stream",
@@ -252,7 +252,7 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 7,
+      "execution_count": null,
       "id": "84b15880",
       "metadata": {
         "id": "84b15880",
@@ -389,7 +389,7 @@
       ],
       "source": [
         "res_proto = proto_map_algo(nb_cells = 4, outputs = outputs, multistart = 6) \n",
-        "res_proto"
+        "#res_proto"
       ]
     },
     {
@@ -413,7 +413,7 @@
         "outputId": "cbdbeb52-dabb-4b25-f6e2-e1c191a98d25"
       },
       "id": "mAOt7OvKKw6K",
-      "execution_count": 24,
+      "execution_count": null,
       "outputs": [
         {
           "output_type": "stream",
@@ -466,7 +466,7 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 8,
+      "execution_count": null,
       "id": "a2645a69",
       "metadata": {
         "id": "a2645a69"
@@ -498,7 +498,7 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 9,
+      "execution_count": null,
       "id": "2f28fb6f",
       "metadata": {
         "id": "2f28fb6f"
@@ -523,7 +523,7 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 10,
+      "execution_count": null,
       "id": "4565082a",
       "metadata": {
         "id": "4565082a",
@@ -669,7 +669,7 @@
       "source": [
         "density_ratio = compute_density_ratio(f = fX, g = g, inputs = design)\n",
         "res_proto_2 = proto_map_algo(nb_cells = 4, outputs = outputs, multistart = 6,density_ratio = density_ratio) \n",
-        "res_proto_2"
+        "#res_proto_2"
       ]
     },
     {
@@ -693,7 +693,7 @@
         "outputId": "88eb5543-017e-411f-9f88-76e84571c0ea"
       },
       "id": "4152Su7fNBxS",
-      "execution_count": 26,
+      "execution_count": null,
       "outputs": [
         {
           "output_type": "stream",