使用 JavaScript 进行数据分析?

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时间:2020-10-28 00:55:27  来源:igfitidea点击:

Data analysis with JavaScript?

javascriptdata-analysis

提问by Carlos Cinelli

Today my data analysis routine would be something like the following: do the heavy work with either R, Julia or Python and then display it in the web with JavaScript (for example, using D3.js).

今天,我的数据分析例程类似于以下内容:使用 R、Julia 或 Python 完成繁重的工作,然后使用 JavaScript(例如,使用 D3.js)将其显示在网络中。

My initial focus with JS was mainly data visualization/interaction with the end product of the analysis, so I started studying it with this in mind. But I was wondering: are there JS libraries focused on data analysis (data manipulation with the notion of data frames, implementation of statistical models) so it would be feasible to do some of the heavy work directly in JavaScript?

我最初对 JS 的关注主要是数据可视化/与分析最终产品的交互,所以我开始研究它时考虑到这一点。但我想知道:是否有 JS 库专注于数据分析(数据操作与数据框架的概念,统计模型的实现),所以直接在 JavaScript 中完成一些繁重的工作是可行的吗?

回答by Mimo

I can list a number of projects that can help you in this process:

我可以列出一些可以帮助您完成此过程的项目:

  1. d3js, which you already mentioned. It is not only limited to visualizing but also looking at the APIsection of the library, offers many manipulation methods.

  2. DataSetoffers a good way to manipulate data.

  3. TableTopis a library intended for parsing of CSV data

  4. jStatis a library for statistical data analysis.

  5. With a bit of googling I also found this interesting website, full of infos: https://jgoodall.me/2012/02/01/javascript-statistical-libraries

  1. d3js,你已经提到过。它不仅限于可视化,还可以查看库的API部分,提供了许多操作方法。

  2. DataSet提供了一种操作数据的好方法。

  3. TableTop是一个用于解析 CSV 数据的库

  4. jStat是一个用于统计数据分析的库。

  5. 通过一些谷歌搜索,我还发现了这个有趣的网站,里面有很多信息:https: //jgoodall.me/2012/02/01/javascript-statistical-libraries