https://github.com/ct-clmsn/framedata

a dataframe implementation in rust
https://github.com/ct-clmsn/framedata

data-science dataframe rust statistics

Last synced: about 1 month ago
JSON representation

a dataframe implementation in rust

• Host: GitHub
• URL: https://github.com/ct-clmsn/framedata
• Owner: ct-clmsn
• License: bsl-1.0
• Created: 2020-08-20T04:37:32.000Z (over 4 years ago)
• Default Branch: master
• Last Pushed: 2020-09-03T02:43:54.000Z (over 4 years ago)
• Last Synced: 2024-11-12T15:29:19.662Z (3 months ago)
• Topics: data-science, dataframe, rust, statistics
• Language: Rust
• Homepage:
• Size: 8.79 KB
• Stars: 1
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: LICENSE_1_0.txt

Awesome Lists containing this project

README

        


# Framedata - A Rust Dataframe Library

Project details [here](http://www.github.com/ct-clmsn/framedata/).

This project implements a dataframe functionality for rust alongside several

rolling and summary statistics. This project originally served as a learning

exercise for the language, specifically rust's algebraic enumeration support.

Takes inspiration from [Hossein Moein's C++ DataFrame libary](https://github.com/hosseinmoein/DataFrame).

### License

Boost Software License

### Features

* Load data from csv (needs improvement)

* Group Data

* Summary Statistics: sum, mean, standard deviation, population standard deviation

* Window Summary Statistics: variance, rolling mean, rolling standard deviation, rolling variance, difference, percent change

* Custom data types (float, integer, string) with hashing support

* Bloom filter implementation

### Demo

`cargo run --example example1`

### TODO

* Add parallelization support

* Improve robustness of csv support

* TimeSeries analysis support

* Index support

* More statistics

### Author

Christopher Taylor

### Dependencies

[Rust](https://www.rust-lang.org)

### Thank you

* [DATA.GOV](http://data.gov/) - for providing [the hourly precipitation sample](https://catalog.data.gov/dataset/u-s-hourly-precipitation-data) included in this project.