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Data Science Tool Stack

Powerful tools and libraries for building data products.

Architecture Drawing

  • Turn Python code to diagrams with Diagrams
  • Make mindmap with markdown: Markmap
  • Charting tool using text and code: Mermaid
  • Open-source tool to generate UML diagrams: PlantUML

Pro tip: you can use these tools in conjunction with ChatGPT/Bard/etc.

D3Blocks

D3Blocks uses the graphics of d3 javascript (d3js) to create interactive and standalone plots that can be configured with Python.

CopilotKit

CopilotKit is an open-source framework that lets us integrate AI into react applications with little code easily.

Winglang

Winglang is an open-source programming language that abstracts away the differences between cloud providers by providing a standard infrastructural API. Winglang expresses both infrastructure and application logic in a safe and unified programming model with two execution phases:

  1. preflight for infrastructure definitions
  2. inflight for runtime code

Pigeon

Pigeon is an open-source annotation tool. One can annotate the dataset by simply defining buttons and labeling samples, as demonstrated below.

Mito

Mito is a no-code data analysis tool with spreadhsheet interface in Jupyter Notebook. Each edit in the spreadsheet will also generate the equivalent Python code.

Drawdata

Drawdata allows you to draw a dataset in Jupyter notebook by dragging the mouse.

PyGWalker

PyGWalker allows you to open a Tableau-style interface for visual analysis. Note that Graphic Walker is an open-source alternative to Tableau.

Bar Chart Race

Bar-chart-race makes animated bar and line chart races with matplotlib or plotly.

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Powerful data science tools for building amazing things

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