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In such cases, my best solution was to build a web app from scratch. JavaScript data visualization libraries such as HighCharts are excellent tools for this. They have callbacks for almost every possible user action. I use them to send data back to the server and control it better.
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Therefore, I endeavored to build a multi-page web application using Dash. This article goes into the nitty, gritty details of my efforts and how I overcame several technical challenges. I should note that I come from a data scientist perspective and make no claims to be a software developer. Hence, there certainly is room for improvement in my code and I would welcome the reader’s suggestions. At the same time, I hope the reader can benefit from my efforts if they need to build complex dashboards and data tables.