We are looking for many open source alternatives for developing a GIS-based digital twin platform which would basically have the function of displaying data from sensors in real-time and show the outcomes of modeling activities with heat maps and similar. Several license based options such as ESRI, IBM, etc. are available for the same, but, considering the wider acceptance and reproducibility, we must adopt something that offers license-free open-source functionality for displaying data. We have gone through many open-source applications, such as python, leaflet, QGIS, and mapview (R package). Please suggest if there is anything else that can offer much better functionality.

Thanks for the help.

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