diff --git a/kaggle_competition.ipynb b/kaggle_competition.ipynb
index 8f155a76ecc9fd00fe480a828a34ce49a1a361ba..68493026bbac23eed8e5dea6c4ee40535ee9f469 100644
--- a/kaggle_competition.ipynb
+++ b/kaggle_competition.ipynb
@@ -5,8 +5,8 @@
    "execution_count": null,
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2021-01-13T18:11:03.313270Z",
-     "start_time": "2021-01-13T18:11:03.304294Z"
+     "end_time": "2021-01-19T10:23:31.012040Z",
+     "start_time": "2021-01-19T10:23:31.009452Z"
     },
     "init_cell": true
    },
@@ -17,7 +17,7 @@
     "from warnings import simplefilter\n",
     "simplefilter(action='ignore', category=FutureWarning)\n",
     "from IPython.core.display import display, HTML\n",
-    "display(HTML(\"<style>.container { width:100% !important; }</style>\"))"
+    "# display(HTML(\"<style>.container { width:100% !important; }</style>\"))"
    ]
   },
   {
@@ -112,8 +112,8 @@
    "execution_count": null,
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2021-01-13T18:11:03.326736Z",
-     "start_time": "2021-01-13T18:11:03.314598Z"
+     "end_time": "2021-01-19T10:23:31.032317Z",
+     "start_time": "2021-01-19T10:23:31.014029Z"
     },
     "init_cell": true,
     "scrolled": false
@@ -156,8 +156,8 @@
    "execution_count": null,
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2021-01-13T18:11:03.342708Z",
-     "start_time": "2021-01-13T18:11:03.328322Z"
+     "end_time": "2021-01-19T10:23:31.049437Z",
+     "start_time": "2021-01-19T10:23:31.034656Z"
     },
     "init_cell": true,
     "scrolled": false
@@ -440,8 +440,8 @@
    "execution_count": null,
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2021-01-13T18:11:03.355707Z",
-     "start_time": "2021-01-13T18:11:03.344401Z"
+     "end_time": "2021-01-19T10:23:31.064353Z",
+     "start_time": "2021-01-19T10:23:31.051499Z"
     },
     "init_cell": true,
     "scrolled": false
@@ -894,8 +894,8 @@
    "execution_count": null,
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2021-01-13T18:11:04.110973Z",
-     "start_time": "2021-01-13T18:11:03.357061Z"
+     "end_time": "2021-01-19T10:23:31.085760Z",
+     "start_time": "2021-01-19T10:23:31.066074Z"
     },
     "init_cell": true,
     "tags": [