diff --git a/05_support_vector_machines.ipynb b/05_support_vector_machines.ipynb
index 083259d..d25c556 100644
--- a/05_support_vector_machines.ipynb
+++ b/05_support_vector_machines.ipynb
@@ -1043,7 +1043,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 37,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1054,7 +1054,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 38,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1119,7 +1119,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 39,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1129,7 +1129,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 40,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1138,7 +1138,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 41,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1149,7 +1149,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 42,
    "metadata": {},
    "outputs": [],
    "source": [