• Stars
    star
    938
  • Rank 48,718 (Top 1.0 %)
  • Language
    F#
  • License
    BSD 2-Clause "Sim...
  • Created over 11 years ago
  • Updated 6 months ago

Reviews

There are no reviews yet. Be the first to send feedback to the community and the maintainers!

Repository Details

Easy to use .NET library for data and time series manipulation and for scientific programming

Deedle

Deedle

Discord

Deedle is an easy to use library for data and time series manipulation and for scientific programming. It supports working with structured data frames, ordered and unordered data, as well as time series. Deedle is designed to work well for exploratory programming using F# and C# interactive console, but can be also used in efficient compiled .NET code.

The library implements a wide range of operations for data manipulation including advanced indexing and slicing, joining and aligning data, handling of missing values, grouping and aggregation, statistics and more.

Build

Install .Net SDK 3.0.100 or higher

Windows: Run fake build

Linux/Mac: Run ./fake.sh build

Build Status

Deedle Nuget Deedle
Deedle.Math Nuget Deedle.Math

Documentation

More information can be found in the documentation.

  • Quick start tutorial shows how to use the most important features of Deedle. Start here for a 10 minute intro!
  • Data frame features provides more examples of using data frames including slicing, joining, grouping and aggregation.
  • Time series features discusses data and time-series manipulation, such as sliding windows, sampling and statistics.
  • Using Deedle from C# shows the idiomatic C# API for working with Deedle.

Automatically generated documentation for all types, modules and functions in the library is available in the API Reference:

More functions related to linear algebra, statistical analysis and financial analysis can be found in Deedle.Math extension. Deedle.Math has dependency on MathNet.Numerics.

  • LinearAlgebra module provides linear algebra functions on frame.
  • Matrix module provides matrix multiplication between frame, series, matrix and vector. They are also available via type extensions.
  • Stats module provides extra statistical functions on frame and series by applying existing functions in MathNet.Numerics.
  • Finance module provides statistical functions specific to finance domain.

Maintainers

  • @AndrewIOM
  • @kMutagene
  • @zyzhu

All fsprojects and fslaborg projects have @fsprojectsgit as a backup maintainer who can help recruit new maintainers should things go cold.

More Repositories

1

XPlot

A collection of older plotting libraries for F#. Recommended to use Plotly.NET instead https://plotly.net/
F#
286
star
2

flips

Fsharp LInear Programming System
F#
253
star
3

RProvider

Access R packages from F#
F#
235
star
4

FSharp.Charting

Charting library suitable for interactive F# scripting
F#
216
star
5

FSharp.Stats

statistical testing, linear algebra, machine learning, fitting and signal processing in F#
F#
210
star
6

zzarchive-FsLab

A collection of packages for data science with F#
F#
159
star
7

Cytoscape.NET

.NET interface for Cytoscape.js written in F#
F#
45
star
8

FsLab

The curated FsLab stack and public discussion board for all things FsLab.
F#
29
star
9

FsSpreadsheet

Spreadsheet creation and manipulation in F#, Javascript, and Python.
F#
25
star
10

zzarchive-Deedle.BigDemo

BigDeedle demo showing how to use Deedle for working with very large time series and data frames stored in Azure table storage.
F#
23
star
11

Graphoscope

A pragmatic approach to network science.
F#
14
star
12

fslaborg.github.io

The fslab website
F#
11
star
13

zzarchive-fslaborg.github.io

Project web site hosted at www.fslab.org
F#
10
star
14

datasets

A data source for example datasets for all kinds of data science
6
star
15

NBFormat.NET

A pure F# library for parsing and converting the `.ipynb` notebook file format
F#
6
star
16

zzarchive-FsLab.Templates

FsLab project templates - download as ZIP to get started!
4
star
17

docs-template

fslab documentation theme for FSharp.Formatting
F#
4
star
18

zzarchive-FsLab.Formatters

Scripts for formatting FsLab values (frames, charts, matrices, etc.) as HTML for Ionide and FsLab Journal
F#
3
star
19

Sigma.NET

.NET interface for sigma.js graph visualisation written in F#
F#
3
star
20

Fs-Tensor-Scratch

F#
2
star
21

conference-resources

Resources from the 2023 Data science in F# conference (and hopefully future iterations as well)
2
star
22

zzarchive-OReilly.Report

Source code for the "Analyzing and Visualizing Data with F#" report by O'Reilly
F#
2
star
23

project-template

A dotnet new template for creating streamlined datascience packages
1
star
24

TensorMath

F#
1
star