diff --git a/Capstone_Zeit_EDA.ipynb b/Capstone_Zeit_EDA.ipynb
index 4726d7b..fce7643 100644
--- a/Capstone_Zeit_EDA.ipynb
+++ b/Capstone_Zeit_EDA.ipynb
@@ -31,7 +31,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 280,
+   "execution_count": 1,
    "metadata": {
     "ExecuteTime": {
      "end_time": "2020-10-27T19:21:02.230076Z",
@@ -192,7 +192,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 3,
    "metadata": {
     "ExecuteTime": {
      "start_time": "2020-10-27T19:09:25.187Z"
@@ -2947,7 +2947,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -3110,7 +3110,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -9691,18 +9691,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "0    142754\n",
-      "1    66289 \n",
+      "0    128680\n",
+      "1    55980 \n",
       "Name: churn, dtype: int64\n",
-      "Churn:   66289\n",
-      "No churn  142754\n"
+      "Churn:   55980\n",
+      "No churn  128680\n"
      ]
     }
    ],
@@ -9716,7 +9716,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
@@ -9724,8 +9724,8 @@
      "output_type": "stream",
      "text": [
       "Naive Predictor\n",
-      "  Accuracy score: 0.317\n",
-      "  F1 score:       0.367\n"
+      "  Accuracy score: 0.303\n",
+      "  F1 score:       0.352\n"
      ]
     }
    ],