Creating a semantic search engine by making use of genism-topic modelling and flask framework

This is a simple web application built using flask framework in Python that performs semantic searching of a pre-prepared MongoDB database containing information about tourist destinations in Kerala(one of the states in India). So for a given user query such as "I wish to have some adventures in Kerala, this web application will display top search results relating to Adventure Tourism in Kerala in a Google like manner with title,url for redirection to respective webpages and short description for each result. Even for beginners,this entire application can be built from scratch in a matter of four or five hours. Although this project in its current form is a web app that caters to "Kerala Tourism", making a tiny change(specifically in the Python List containing website URL's used for scrapping) can make this search engine work for any other text-data related task that you have in mind. For instructions on how to clone this repo and see the application in action, scroll down to bottm.

(Not yet complete, will be updated later)