diff --git a/analysis.ipynb b/analysis.ipynb
index 3213e9c..4a2faa9 100644
--- a/analysis.ipynb
+++ b/analysis.ipynb
@@ -750,7 +750,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [
     {
@@ -808,12 +808,12 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# Imports & Setupto_numpy"
+    "# Imports & Setup"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -847,7 +847,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [],
    "source": [