Greetings! I am an Architect and BIM Manager with a passion for BIM development and implementation. In this post, I aim to shed light on how we can maximize the potential of Building Information Modeling (BIM) by leveraging powerful tools such as Speckle, Pandas, and Streamlit. 
Building Information Modeling (BIM) generates vast amounts of data for a project. However, these data are often underutilized due to a lack of suitable tools for easy processing and analysis. 
Extract data from Revit, Rhino, and more using speckle
Utilize pandas for cleaning and processing
Interactive visual analysis using streamlit and plotly 
Export to excel format for sharing
The combination of these opensource tools allows for easy exploitation of rich BIM data, speeding up analyses, optimizing construction project data management 
, and creating high-quality deliverables for clients. 
While ensuring data confidentiality 
