RunningStatistics 2.0.0
See the version list below for details.
dotnet add package RunningStatistics --version 2.0.0
NuGet\Install-Package RunningStatistics -Version 2.0.0
<PackageReference Include="RunningStatistics" Version="2.0.0" />
paket add RunningStatistics --version 2.0.0
#r "nuget: RunningStatistics, 2.0.0"
// Install RunningStatistics as a Cake Addin #addin nuget:?package=RunningStatistics&version=2.0.0 // Install RunningStatistics as a Cake Tool #tool nuget:?package=RunningStatistics&version=2.0.0
RunningStatistics
Online (single pass) algorithms for statistical measures based on the Julia package OnlineStats.jl by Josh Day. Useful for streaming and big data.
This package is available on NuGet
Supports .NET Standard 2.0
List of Statistics
Statistic | Description |
---|---|
Mean | The univariate mean |
Sum | The overall sum of double observations |
Sum<T> | The overall sum of any type that implements IAdditionOperators and IAdditiveIdentity |
Variance | The univariate variance |
Extrema | The min and max of double observations |
Extrema<T> | The min and max of any type that implements IComparable<T> |
Moments | The Mean, Variance, Skewness, and (excess) Kurtosis |
EmpiricalCdf | Approximate order statistics (quantiles) |
CountMap<T> | Counts for each unique value |
Histogram | A histogram with specified bin edges |
List of Distributions
Distribution | Description |
---|---|
Normal | The univariate mean and variance |
Beta | The number of successes and failures |
Common Interface
All running statistics implement the following interfaces:
public interface IRunningStatistic<TObs>
{
public long Nobs { get; }
public void Fit(TObs value);
public void Fit(TObs value, long count);
public void Fit(IEnumerable<TObs> values);
public void Fit(IEnumerable<KeyValuePair<TObs, long>> keyValuePairs);
public void Reset();
public IRunningStatistic<TObs> CloneEmpty();
public IRunningStatistic<TObs> Clone();
public void UnsafeMerge(IRunningStatistic<TObs> other);
}
public interface IRunningStatistic<TObs, TSelf> : IRunningStatistic<TObs>
where TSelf : IRunningStatistic<TObs, TSelf>
{
public TSelf CloneEmpty();
public TSelf Clone();
public void Merge(TSelf other);
}
The interface is split into a base interface IRunningStatistic<TObs>
and a derived interface
IRunningStatistic<TObs, TSelf>
. The base interface contains the generic methods, while the
derived interface contains more type information. The base interface allows for collections of
statistics that can be fit to the same observation type.
Abstract Base Class
The abstract class RunningStatisticBase
implements the IRunningStatistic<TObs, TSelf>
interface
and provides default implementations when possible.
Examples
See the RunningStatistics.Examples
project for more examples.
Basic Usage
using RunningStatistics;
var mean1 = new Mean();
var mean2 = new Mean();
var ecdf = new EmpiricalCdf();
var rng = new Random();
for (var i = 0; i < 1000; i++)
{
var x = rng.NextDouble();
mean1.Fit(x);
mean2.Fit(2*x);
ecdf.Fit(x);
}
mean1.Merge(mean2);
var q1 = ecdf.Quantile(0.25);
Product | Versions Compatible and additional computed target framework versions. |
---|---|
.NET | net5.0 was computed. net5.0-windows was computed. net6.0 is compatible. net6.0-android was computed. net6.0-ios was computed. net6.0-maccatalyst was computed. net6.0-macos was computed. net6.0-tvos was computed. net6.0-windows was computed. net7.0 was computed. net7.0-android was computed. net7.0-ios was computed. net7.0-maccatalyst was computed. net7.0-macos was computed. net7.0-tvos was computed. net7.0-windows was computed. net8.0 is compatible. net8.0-android was computed. net8.0-browser was computed. net8.0-ios was computed. net8.0-maccatalyst was computed. net8.0-macos was computed. net8.0-tvos was computed. net8.0-windows was computed. net9.0 is compatible. net9.0-android was computed. net9.0-browser was computed. net9.0-ios was computed. net9.0-maccatalyst was computed. net9.0-macos was computed. net9.0-tvos was computed. net9.0-windows was computed. |
.NET Core | netcoreapp2.0 was computed. netcoreapp2.1 was computed. netcoreapp2.2 was computed. netcoreapp3.0 was computed. netcoreapp3.1 was computed. |
.NET Standard | netstandard2.0 is compatible. netstandard2.1 is compatible. |
.NET Framework | net461 was computed. net462 was computed. net463 was computed. net47 was computed. net471 was computed. net472 was computed. net48 was computed. net481 was computed. |
MonoAndroid | monoandroid was computed. |
MonoMac | monomac was computed. |
MonoTouch | monotouch was computed. |
Tizen | tizen40 was computed. tizen60 was computed. |
Xamarin.iOS | xamarinios was computed. |
Xamarin.Mac | xamarinmac was computed. |
Xamarin.TVOS | xamarintvos was computed. |
Xamarin.WatchOS | xamarinwatchos was computed. |
-
.NETStandard 2.0
- System.Memory (>= 4.6.0)
-
.NETStandard 2.1
- System.Memory (>= 4.6.0)
-
net6.0
- System.Memory (>= 4.6.0)
-
net8.0
- System.Memory (>= 4.6.0)
-
net9.0
- System.Memory (>= 4.6.0)
NuGet packages
This package is not used by any NuGet packages.
GitHub repositories
This package is not used by any popular GitHub repositories.
Added IRunningStatistic interface. Support only latest dotnet version.