The Gamma: Programmatic Data Exploration for Non-programmers

T. Petříček
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引用次数: 1

Abstract

—Data exploration tools based on code can access any data source, result in reproducible scripts and encourage users to verify, reuse and modify existing code. Unfortunately, they are hard to use and require expert coding skills. Can we make data exploration tools based on code accessible to non-experts? We present The Gamma, a novel text-based data exploration environment that answers the question in the affirmative. The Gamma takes the idea of code completion to the limit. Users create transparent and reproducible scripts without writing code, by repeatedly choosing from offered code completions. The Gamma is motivated by the needs of data journalists and shows that we may not need to shy away from code for building accessible, reproducible and transparent tools that allow a broad public to benefit from the rise of open data.
伽玛:面向非程序员的程序化数据探索
-基于代码的数据探索工具可以访问任何数据源,生成可重复的脚本,并鼓励用户验证、重用和修改现有代码。不幸的是,它们很难使用并且需要专业的编码技能。我们能让非专家也能使用基于代码的数据探索工具吗?我们提出了The Gamma,一个新颖的基于文本的数据探索环境,它肯定地回答了这个问题。Gamma将代码完成的思想发挥到了极致。用户无需编写代码即可创建透明且可复制的脚本,只需从提供的代码补全功能中反复选择即可。Gamma是由数据记者的需求推动的,它表明我们可能不需要回避代码来构建可访问的、可复制的和透明的工具,使广大公众从开放数据的兴起中受益。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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