STEM

Python in Excel — Introduction (how and why)

Python in Excel is a feature that allows users to write and execute Python code directly within Excel spreadsheets. This integration enables advanced data analysis, automation, and visualization without needing external add-ins or additional purchases. Advanced, complex visualizations that are not possible directly in Excel is now possible with Python code that uses powerful libraries […]

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STEM

Bull’s-eye Diagrams — Dyamic, Data-Driven

A Bull’s-eye diagram in general terms, is a conceptual model designed to bring focus to the most important items from a collection of items. The diagram helps us prioritize various tasks and therefore often used in strategic decision-making and brainstorming situations. As on a dartboard, the diagram has an inner most smallest circle, and multiple […]

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STEM

The “coolest code” Bill Gates ever wrote

As part of celebration of Microsoft’s 50th anniversary on April 4th, 2025, Bill Gates has shared the original source code for Altair BASIC. He described Altair BASIC as “the coolest code I’ve ever written”. Altair BASIC was developed in 1975 by Bill Gates and Paul Allen for the Altair 8800 microcomputer. This was Microsoft’s first-ever […]

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STEM

Stock Data Acquisition And Analyses (Python, Excel)

The stock market is a prominent topic in recent public discussion. Rather than focus on the market itself, this post examines methods for acquiring stock data, reformatting it for use, generating various calculations and visualizations to facilitate analyses, and yielding insights. I will share my approach and point out some useful metrics and observations along […]

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STEM

Categorizing free-form feedback with ML

One of the toughest parts of analyzing survey feedbacks is processing the free-form feedbacks into some quantifiable measures. This is because people express the same thoughts differently, use different styles, spellings, lingos, abbreviations, and not surprisingly, inadvertently introduce spelling and grammatical errors. In order to quantify such entries, we have to arrange each feedback into […]

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