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@antv/lite-insight

An EDA (Exploratory Data Analysis) tool in javascript that allows you to take insights from the data.

✨ Features

• Auto-Insights: Automatically detect and highlight the insights to facilitate pattern discovery about the data.
• Visualization & Annotation: Clearly represent and convey insights to non-expert users.
• Homogeneous Data Patterns: Extract the relations between different patterns.

The pipeline of Auto-Insights:

📦 Installation

⚠️ LiteInsight uses Web Workers internally, please make sure your bundler(Webpack>=5) supports this syntax.

$ npm install @antv/lite-insight

🔨 Getting Started

import { getDataInsights } from '@antv/lite-insight';

getDataInsights(data, {
  limit: 30,
  measures: [
    { field: 'life_expect', method: 'MEAN' },
    { field: 'pop', method: 'SUM' },
    { field: 'fertility', method: 'MEAN' },
  ]
});

📖 Documentation

For more usages, please check the API Reference

Acknowledgement

Some functionalities of LiteInsight are inspired by the following works.

• Extracting Top-K Insights from Multi-dimensional Data

• MetaInsight: Automatic Discovery of Structured Knowledge for Exploratory Data Analysis

📄 License

MIT