diff --git "a/mqttpublisher.ipynb" "b/mqttpublisher.ipynb"
--- "a/mqttpublisher.ipynb"
+++ "b/mqttpublisher.ipynb"
@@ -2,14 +2,33 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import paho.mqtt.client as mqtt\n",
+    "import time\n",
+    "import random\n",
+    "import pandas as pd\n",
+    "import json\n",
+    "\n",
+    "clientId = \"smartbuilding\"\n",
+    "broker_address = \"localhost\"\n",
+    "broker_port = 1883\n",
+    "\n",
+    "df = pd.read_csv(\"data/demo_data.csv\")\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
    "metadata": {},
    "outputs": [
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "C:\\Users\\arbal\\AppData\\Local\\Temp\\ipykernel_1472\\1157986887.py:13: DeprecationWarning: Callback API version 1 is deprecated, update to latest version\n",
+      "C:\\Users\\arbal\\AppData\\Local\\Temp\\ipykernel_1472\\342713793.py:1: DeprecationWarning: Callback API version 1 is deprecated, update to latest version\n",
       "  client = mqtt.Client(mqtt.CallbackAPIVersion.VERSION1, clientId)\n"
      ]
     },
@@ -636,34 +655,22004 @@
       "published!\n",
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-      "published!\n"
-     ]
-    },
-    {
-     "ename": "KeyboardInterrupt",
-     "evalue": "",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[1;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
-      "Cell \u001b[1;32mIn[2], line 102\u001b[0m\n\u001b[0;32m     98\u001b[0m         time\u001b[38;5;241m.\u001b[39msleep(\u001b[38;5;241m0.2\u001b[39m)\n\u001b[0;32m    101\u001b[0m \u001b[38;5;28;01mwhile\u001b[39;00m \u001b[38;5;28;01mTrue\u001b[39;00m:\n\u001b[1;32m--> 102\u001b[0m     \u001b[43mpublish_sensor_data\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m    103\u001b[0m     \u001b[38;5;66;03m# time.sleep(0.1)\u001b[39;00m\n\u001b[0;32m    104\u001b[0m client\u001b[38;5;241m.\u001b[39mdisconnect()\n",
-      "Cell \u001b[1;32mIn[2], line 98\u001b[0m, in \u001b[0;36mpublish_sensor_data\u001b[1;34m()\u001b[0m\n\u001b[0;32m     59\u001b[0m client\u001b[38;5;241m.\u001b[39mpublish(topic, payload\u001b[38;5;241m=\u001b[39mjson\u001b[38;5;241m.\u001b[39mdumps({\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mhp_hws_temp\u001b[39m\u001b[38;5;124m'\u001b[39m:hp_hws_temp,\n\u001b[0;32m     60\u001b[0m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mrtu_003_sa_temp\u001b[39m\u001b[38;5;124m'\u001b[39m:rtu_003_sa_temp,\n\u001b[0;32m     61\u001b[0m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mrtu_003_oadmpr_pct\u001b[39m\u001b[38;5;124m'\u001b[39m: rtu_003_oadmpr_pct,\n\u001b[1;32m   (...)\u001b[0m\n\u001b[0;32m     95\u001b[0m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mrelative_humidity_set_1\u001b[39m\u001b[38;5;124m'\u001b[39m:relative_humidity_set_1,\n\u001b[0;32m     96\u001b[0m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124msolar_radiation_set_1\u001b[39m\u001b[38;5;124m'\u001b[39m:solar_radiation_set_1}))\n\u001b[0;32m     97\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mpublished!\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m---> 98\u001b[0m time\u001b[38;5;241m.\u001b[39msleep(\u001b[38;5;241m0.2\u001b[39m)\n",
-      "\u001b[1;31mKeyboardInterrupt\u001b[0m: "
-     ]
-    }
-   ],
-   "source": [
-    "import paho.mqtt.client as mqtt\n",
-    "import time\n",
-    "import random\n",
-    "import pandas as pd\n",
-    "import json\n",
-    "\n",
-    "clientId = \"smartbuilding\"\n",
-    "broker_address = \"localhost\"\n",
-    "broker_port = 1883\n",
-    "\n",
-    "df = pd.read_csv(r\"sample_test_data.csv\")\n",
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+      "published!\n",
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+      "published!\n",
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+      "published!\n",
+      "published!\n",
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+      "published!\n",
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+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
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+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
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+      "published!\n",
+      "published!\n",
+      "published!\n",
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+      "published!\n",
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+      "published!\n",
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+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
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+      "published!\n",
+      "published!\n",
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+      "published!\n",
+      "published!\n",
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+      "published!\n",
+      "published!\n",
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+      "published!\n",
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+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n",
+      "published!\n"
+     ]
+    }
+   ],
+   "source": [
     "\n",
     "client = mqtt.Client(mqtt.CallbackAPIVersion.VERSION1, clientId)\n",
     "client.connect(broker_address, broker_port)\n",
@@ -676,7 +22665,6 @@
     "        for col in df.columns:\n",
     "            data[col] = df[col][i]\n",
     "\n",
-    "        \n",
     "        client.publish(topic, payload=json.dumps(data))\n",
     "        print(\"published!\")\n",
     "        time.sleep(0.2)\n",