diff --git "a/mqttpublisher.ipynb" "b/mqttpublisher.ipynb"
--- "a/mqttpublisher.ipynb"
+++ "b/mqttpublisher.ipynb"
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -16,46 +16,50 @@
     "broker_address = \"localhost\"\n",
     "broker_port = 1883\n",
     "\n",
-    "df = pd.read_csv(\"data/demo_data.csv\")\n"
+    "df = pd.read_csv(\"data/demo_data.csv\")[30000:]\n"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "Index(['date', 'zone_016_hw_valve', 'zone_017_hw_valve', 'zone_018_hw_valve',\n",
-       "       'zone_021_hw_valve', 'zone_022_hw_valve', 'zone_023_hw_valve',\n",
-       "       'zone_024_hw_valve', 'zone_025_hw_valve', 'zone_026_hw_valve',\n",
-       "       ...\n",
-       "       'mels_N', 'hvac_N', 'hvac_S', 'wifi_first_south', 'wifi_second_south',\n",
-       "       'wifi_third_south', 'wifi_fourth_south', 'aru_001_cwr_temp',\n",
-       "       'aru_001_cws_fr_gpm', 'aru_001_cws_temp'],\n",
-       "      dtype='object', length=355)"
+       "0         2020-03-31 00:00:00\n",
+       "1         2020-03-31 00:00:00\n",
+       "2         2020-03-31 00:01:00\n",
+       "3         2020-03-31 00:01:00\n",
+       "4         2020-03-31 00:02:00\n",
+       "                 ...         \n",
+       "845141    2020-12-30 23:58:00\n",
+       "845142    2020-12-30 23:59:00\n",
+       "845143    2020-12-30 23:59:00\n",
+       "845144    2020-12-31 00:00:00\n",
+       "845145    2020-12-31 00:00:00\n",
+       "Name: date, Length: 845146, dtype: object"
       ]
      },
-     "execution_count": 4,
+     "execution_count": 6,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "df.columns"
+    "df['date']"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "C:\\Users\\arbal\\AppData\\Local\\Temp\\ipykernel_19648\\342713793.py:1: DeprecationWarning: Callback API version 1 is deprecated, update to latest version\n",
+      "C:\\Users\\arbal\\AppData\\Local\\Temp\\ipykernel_13892\\342713793.py:1: DeprecationWarning: Callback API version 1 is deprecated, update to latest version\n",
       "  client = mqtt.Client(mqtt.CallbackAPIVersion.VERSION1, clientId)\n"
      ]
     },
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