The goal of the Health Monitoring System (HMS) and Textual mining is a large area to discuss. Web based health monitoring systems provide a massive number of benefits to the patient and normal healthy people to know about health issues and discuss the condition with doctors through a web portal. HMS is a process that has been used since past decades to monitor patients at hospitals in urgent situations, with the development of technologies we can use devices to check health updates of a person anytime. So, we built a prototype which is a heat sensor connected with a wireless network process. The device gives the temperature update on a real time basis, where we can add many more devices to add with the web portal and compare the data through our textual mining algorithm procedure. We believe our proposed methodology works in a larger benefit which will give a better version of the Health Monitoring System to the world for individuals. Our proposed work consists of a large amount of data that we examined to make our health monitoring system effective