2019-05-22 19:02:42 +08:00
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#Region "Microsoft.VisualBasic::53ee1938cc549f8ae6442f02659fabb9, Microsoft.VisualBasic.Core\Extensions\Math\StatisticsMathExtensions\Linq\EnumerableStatsVariance.vb"
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2018-08-02 20:14:48 +08:00
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' Author:
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'
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' asuka (amethyst.asuka@gcmodeller.org)
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' xie (genetics@smrucc.org)
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' xieguigang (xie.guigang@live.com)
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'
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' Copyright (c) 2018 GPL3 Licensed
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'
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'
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' GNU GENERAL PUBLIC LICENSE (GPL3)
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'
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'
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' This program is free software: you can redistribute it and/or modify
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' it under the terms of the GNU General Public License as published by
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' the Free Software Foundation, either version 3 of the License, or
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' (at your option) any later version.
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'
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' This program is distributed in the hope that it will be useful,
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' but WITHOUT ANY WARRANTY; without even the implied warranty of
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' MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
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' GNU General Public License for more details.
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'
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' You should have received a copy of the GNU General Public License
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' along with this program. If not, see <http://www.gnu.org/licenses/>.
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' /********************************************************************************/
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' Summaries:
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' Module EnumerableStatsVariance
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' Function: (+20 Overloads) Variance
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'
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' /********************************************************************************/
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#End Region
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Imports System.Runtime.CompilerServices
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Imports sys = System.Math
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Namespace Math.Statistics.Linq
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Public Module EnumerableStatsVariance
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'
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' Summary:
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' Computes the Variance of a sequence of nullable System.Decimal values.
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' Parameters:
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' source:
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' A sequence of nullable System.Decimal values to calculate the Variance of.
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' Returns:
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' The Variance of the sequence of values, or null if the source sequence is
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' empty or contains only values that are null.
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' Exceptions:
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' System.ArgumentNullException:
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' source is null.
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'
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' System.OverflowException:
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' The sum of the elements in the sequence is larger than System.Decimal.MaxValue.
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<Extension>
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Public Function Variance(source As IEnumerable(Of Decimal?)) As Decimal
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Dim values As IEnumerable(Of Decimal) = source.Coalesce()
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If values.Any() Then
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Return values.Variance()
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End If
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Return Nothing
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End Function
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'
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' Summary:
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' Computes the Variance of a sequence of System.Decimal values.
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' Parameters:
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' source:
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' A sequence of System.Decimal values to calculate the Variance of.
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' Returns:
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' The Variance of the sequence of values.
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' Exceptions:
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' System.ArgumentNullException:
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' source is null.
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'
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' System.InvalidOperationException:
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' source contains no elements.
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'
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' System.OverflowException:
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' The sum of the elements in the sequence is larger than System.Decimal.MaxValue.
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<Extension>
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Public Function Variance(source As IEnumerable(Of Decimal)) As Decimal
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Return CDec(source.[Select](Function(x) CDbl(x)).Variance())
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End Function
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'
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' Summary:
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' Computes the Variance of a sequence of nullable System.Double values.
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'
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' Parameters:
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' source:
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' A sequence of nullable System.Double values to calculate the Variance of.
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' Returns:
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' The Variance of the sequence of values, or null if the source sequence is
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' empty or contains only values that are null.
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'
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' Exceptions:
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' System.ArgumentNullException:
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' source is null.
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<Extension>
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Public Function Variance(source As IEnumerable(Of Double?)) As Double
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Dim values As IEnumerable(Of Double) = source.Coalesce()
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If values.Any() Then
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Return values.Variance()
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End If
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Return Nothing
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End Function
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'
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' Summary:
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' Computes the Variance of a sequence of System.Double values.
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'
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' Parameters:
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' source:
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' A sequence of System.Double values to calculate the Variance of.
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'
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' Returns:
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' The Variance of the sequence of values.
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'
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' Exceptions:
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' System.ArgumentNullException:
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' source is null.
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'
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' System.InvalidOperationException:
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' source contains no elements.
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<Extension>
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Public Function Variance(source As IEnumerable(Of Double)) As Double
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Dim avg As Double = source.Average()
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Dim d As Double = source.Aggregate(0.0, Function(total, [next]) As Double
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total += sys.Pow([next] - avg, 2)
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Return total
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End Function)
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Return d / (source.Count() - 1)
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End Function
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'
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' Summary:
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' Computes the Variance of a sequence of nullable System.Single values.
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'
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' Parameters:
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' source:
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' A sequence of nullable System.Single values to calculate the Variance of.
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'
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' Returns:
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' The Variance of the sequence of values, or null if the source sequence is
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' empty or contains only values that are null.
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'
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' Exceptions:
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' System.ArgumentNullException:
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' source is null.
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<Extension>
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Public Function Variance(source As IEnumerable(Of Single?)) As Single
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Dim values As IEnumerable(Of Single) = source.Coalesce()
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If values.Any() Then
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Return values.Variance()
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End If
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Return Nothing
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End Function
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'
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' Summary:
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' Computes the Variance of a sequence of System.Single values.
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'
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' Parameters:
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' source:
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' A sequence of System.Single values to calculate the Variance of.
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'
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' Returns:
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' The Variance of the sequence of values.
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'
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' Exceptions:
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' System.ArgumentNullException:
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' source is null.
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'
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' System.InvalidOperationException:
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' source contains no elements.
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<Extension>
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Public Function Variance(source As IEnumerable(Of Single)) As Single
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Return CSng(source.[Select](Function(x) CDbl(x)).Variance())
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End Function
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'
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' Summary:
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' Computes the Variance of a sequence of nullable System.Int32 values.
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'
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' Parameters:
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' source:
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' A sequence of nullable System.Int32values to calculate the Variance of.
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'
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' Returns:
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' The Variance of the sequence of values, or null if the source sequence is
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' empty or contains only values that are null.
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'
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' Exceptions:
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' System.ArgumentNullException:
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' source is null.
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'
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' System.OverflowException:
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' The sum of the elements in the sequence is larger than System.Int64.MaxValue.
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<Extension>
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Public Function Variance(source As IEnumerable(Of Integer?)) As Double
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Dim values As IEnumerable(Of Integer) = source.Coalesce()
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If values.Any() Then
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Return values.Variance()
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End If
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Return Nothing
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End Function
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'
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' Summary:
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' Computes the Variance of a sequence of System.Int32 values.
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'
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' Parameters:
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' source:
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' A sequence of System.Int32 values to calculate the Variance of.
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'
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' Returns:
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' The Variance of the sequence of values.
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'
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' Exceptions:
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' System.ArgumentNullException:
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' source is null.
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'
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' System.InvalidOperationException:
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' source contains no elements.
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'
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' System.OverflowException:
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' The sum of the elements in the sequence is larger than System.Int64.MaxValue.
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<Extension>
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Public Function Variance(source As IEnumerable(Of Integer)) As Double
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Return source.[Select](Function(x) CDbl(x)).Variance()
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End Function
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'
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' Summary:
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' Computes the Variance of a sequence of nullable System.Int64 values.
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'
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' Parameters:
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' source:
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' A sequence of nullable System.Int64 values to calculate the Variance of.
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'
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' Returns:
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' The Variance of the sequence of values, or null if the source sequence is
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' empty or contains only values that are null.
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'
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' Exceptions:
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' System.ArgumentNullException:
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' source is null.
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'
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' System.OverflowException:
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' The sum of the elements in the sequence is larger than System.Int64.MaxValue.
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<Extension>
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Public Function Variance(source As IEnumerable(Of Long?)) As Double
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Dim values As IEnumerable(Of Long) = source.Coalesce()
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If values.Any() Then
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Return values.Variance()
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End If
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Return Nothing
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End Function
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'
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' Summary:
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' Computes the Variance of a sequence of System.Int64 values.
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'
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' Parameters:
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' source:
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' A sequence of System.Int64 values to calculate the Variance of.
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'
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' Returns:
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' The Variance of the sequence of values.
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'
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' Exceptions:
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' System.ArgumentNullException:
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' source is null.
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'
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' System.InvalidOperationException:
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' source contains no elements.
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'
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' System.OverflowException:
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' The sum of the elements in the sequence is larger than System.Int64.MaxValue.
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<Extension>
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Public Function Variance(source As IEnumerable(Of Long)) As Double
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Return source.[Select](Function(x) CDbl(x)).Variance()
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End Function
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'
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' Summary:
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' Computes the Variance of a sequence of nullable System.Decimal values that
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' are obtained by invoking a transform function on each element of the input
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' sequence.
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'
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' Parameters:
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' source:
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' A sequence of values to calculate the Variance of.
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'
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' selector:
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' A transform function to apply to each element.
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'
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' Type parameters:
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|
|
|
|
|
' TSource:
|
|
|
|
|
|
' The type of the elements of source.
|
|
|
|
|
|
'
|
|
|
|
|
|
' Returns:
|
|
|
|
|
|
' The Variance of the sequence of values, or null if the source sequence is
|
|
|
|
|
|
' empty or contains only values that are null.
|
|
|
|
|
|
'
|
|
|
|
|
|
' Exceptions:
|
|
|
|
|
|
' System.ArgumentNullException:
|
|
|
|
|
|
' source or selector is null.
|
|
|
|
|
|
'
|
|
|
|
|
|
' System.OverflowException:
|
|
|
|
|
|
' The sum of the elements in the sequence is larger than System.Decimal.MaxValue.
|
|
|
|
|
|
<Extension>
|
|
|
|
|
|
Public Function Variance(Of TSource)(source As IEnumerable(Of TSource), selector As Func(Of TSource, Decimal?)) As Decimal
|
|
|
|
|
|
Return source.[Select](selector).Variance()
|
|
|
|
|
|
End Function
|
|
|
|
|
|
'
|
|
|
|
|
|
' Summary:
|
|
|
|
|
|
' Computes the Variance of a sequence of System.Decimal values that are obtained
|
|
|
|
|
|
' by invoking a transform function on each element of the input sequence.
|
|
|
|
|
|
'
|
|
|
|
|
|
' Parameters:
|
|
|
|
|
|
' source:
|
|
|
|
|
|
' A sequence of values that are used to calculate an Variance.
|
|
|
|
|
|
'
|
|
|
|
|
|
' selector:
|
|
|
|
|
|
' A transform function to apply to each element.
|
|
|
|
|
|
'
|
|
|
|
|
|
' Type parameters:
|
|
|
|
|
|
' TSource:
|
|
|
|
|
|
' The type of the elements of source.
|
|
|
|
|
|
'
|
|
|
|
|
|
' Returns:
|
|
|
|
|
|
' The Variance of the sequence of values.
|
|
|
|
|
|
'
|
|
|
|
|
|
' Exceptions:
|
|
|
|
|
|
' System.ArgumentNullException:
|
|
|
|
|
|
' source or selector is null.
|
|
|
|
|
|
'
|
|
|
|
|
|
' System.InvalidOperationException:
|
|
|
|
|
|
' source contains no elements.
|
|
|
|
|
|
'
|
|
|
|
|
|
' System.OverflowException:
|
|
|
|
|
|
' The sum of the elements in the sequence is larger than System.Decimal.MaxValue.
|
|
|
|
|
|
<Extension>
|
|
|
|
|
|
Public Function Variance(Of TSource)(source As IEnumerable(Of TSource), selector As Func(Of TSource, Decimal)) As Decimal
|
|
|
|
|
|
Return source.[Select](selector).Variance()
|
|
|
|
|
|
End Function
|
|
|
|
|
|
'
|
|
|
|
|
|
' Summary:
|
|
|
|
|
|
' Computes the Variance of a sequence of nullable System.Double values that
|
|
|
|
|
|
' are obtained by invoking a transform function on each element of the input
|
|
|
|
|
|
' sequence.
|
|
|
|
|
|
'
|
|
|
|
|
|
' Parameters:
|
|
|
|
|
|
' source:
|
|
|
|
|
|
' A sequence of values to calculate the Variance of.
|
|
|
|
|
|
'
|
|
|
|
|
|
' selector:
|
|
|
|
|
|
' A transform function to apply to each element.
|
|
|
|
|
|
'
|
|
|
|
|
|
' Type parameters:
|
|
|
|
|
|
' TSource:
|
|
|
|
|
|
' The type of the elements of source.
|
|
|
|
|
|
'
|
|
|
|
|
|
' Returns:
|
|
|
|
|
|
' The Variance of the sequence of values, or null if the source sequence is
|
|
|
|
|
|
' empty or contains only values that are null.
|
|
|
|
|
|
'
|
|
|
|
|
|
' Exceptions:
|
|
|
|
|
|
' System.ArgumentNullException:
|
|
|
|
|
|
' source or selector is null.
|
|
|
|
|
|
<Extension>
|
|
|
|
|
|
Public Function Variance(Of TSource)(source As IEnumerable(Of TSource), selector As Func(Of TSource, Double?)) As Double
|
|
|
|
|
|
Return source.[Select](selector).Variance()
|
|
|
|
|
|
End Function
|
|
|
|
|
|
'
|
|
|
|
|
|
' Summary:
|
|
|
|
|
|
' Computes the Variance of a sequence of System.Double values that are obtained
|
|
|
|
|
|
' by invoking a transform function on each element of the input sequence.
|
|
|
|
|
|
'
|
|
|
|
|
|
' Parameters:
|
|
|
|
|
|
' source:
|
|
|
|
|
|
' A sequence of values to calculate the Variance of.
|
|
|
|
|
|
'
|
|
|
|
|
|
' selector:
|
|
|
|
|
|
' A transform function to apply to each element.
|
|
|
|
|
|
'
|
|
|
|
|
|
' Type parameters:
|
|
|
|
|
|
' TSource:
|
|
|
|
|
|
' The type of the elements of source.
|
|
|
|
|
|
'
|
|
|
|
|
|
' Returns:
|
|
|
|
|
|
' The Variance of the sequence of values.
|
|
|
|
|
|
'
|
|
|
|
|
|
' Exceptions:
|
|
|
|
|
|
' System.ArgumentNullException:
|
|
|
|
|
|
' source or selector is null.
|
|
|
|
|
|
'
|
|
|
|
|
|
' System.InvalidOperationException:
|
|
|
|
|
|
' source contains no elements.
|
|
|
|
|
|
<Extension>
|
|
|
|
|
|
Public Function Variance(Of TSource)(source As IEnumerable(Of TSource), selector As Func(Of TSource, Double)) As Double
|
|
|
|
|
|
Return source.[Select](selector).Variance()
|
|
|
|
|
|
End Function
|
|
|
|
|
|
'
|
|
|
|
|
|
' Summary:
|
|
|
|
|
|
' Computes the Variance of a sequence of nullable System.Single values that
|
|
|
|
|
|
' are obtained by invoking a transform function on each element of the input
|
|
|
|
|
|
' sequence.
|
|
|
|
|
|
'
|
|
|
|
|
|
' Parameters:
|
|
|
|
|
|
' source:
|
|
|
|
|
|
' A sequence of values to calculate the Variance of.
|
|
|
|
|
|
'
|
|
|
|
|
|
' selector:
|
|
|
|
|
|
' A transform function to apply to each element.
|
|
|
|
|
|
'
|
|
|
|
|
|
' Type parameters:
|
|
|
|
|
|
' TSource:
|
|
|
|
|
|
' The type of the elements of source.
|
|
|
|
|
|
'
|
|
|
|
|
|
' Returns:
|
|
|
|
|
|
' The Variance of the sequence of values, or null if the source sequence is
|
|
|
|
|
|
' empty or contains only values that are null.
|
|
|
|
|
|
'
|
|
|
|
|
|
' Exceptions:
|
|
|
|
|
|
' System.ArgumentNullException:
|
|
|
|
|
|
' source or selector is null.
|
|
|
|
|
|
<Extension>
|
|
|
|
|
|
Public Function Variance(Of TSource)(source As IEnumerable(Of TSource), selector As Func(Of TSource, Single?)) As Single
|
|
|
|
|
|
Return source.[Select](selector).Variance()
|
|
|
|
|
|
End Function
|
|
|
|
|
|
'
|
|
|
|
|
|
' Summary:
|
|
|
|
|
|
' Computes the Variance of a sequence of System.Single values that are obtained
|
|
|
|
|
|
' by invoking a transform function on each element of the input sequence.
|
|
|
|
|
|
'
|
|
|
|
|
|
' Parameters:
|
|
|
|
|
|
' source:
|
|
|
|
|
|
' A sequence of values to calculate the Variance of.
|
|
|
|
|
|
'
|
|
|
|
|
|
' selector:
|
|
|
|
|
|
' A transform function to apply to each element.
|
|
|
|
|
|
'
|
|
|
|
|
|
' Type parameters:
|
|
|
|
|
|
' TSource:
|
|
|
|
|
|
' The type of the elements of source.
|
|
|
|
|
|
'
|
|
|
|
|
|
' Returns:
|
|
|
|
|
|
' The Variance of the sequence of values.
|
|
|
|
|
|
'
|
|
|
|
|
|
' Exceptions:
|
|
|
|
|
|
' System.ArgumentNullException:
|
|
|
|
|
|
' source or selector is null.
|
|
|
|
|
|
'
|
|
|
|
|
|
' System.InvalidOperationException:
|
|
|
|
|
|
' source contains no elements.
|
|
|
|
|
|
<Extension>
|
|
|
|
|
|
Public Function Variance(Of TSource)(source As IEnumerable(Of TSource), selector As Func(Of TSource, Single)) As Single
|
|
|
|
|
|
Return source.[Select](selector).Variance()
|
|
|
|
|
|
End Function
|
|
|
|
|
|
'
|
|
|
|
|
|
' Summary:
|
|
|
|
|
|
' Computes the Variance of a sequence of nullable System.Int32 values that are
|
|
|
|
|
|
' obtained by invoking a transform function on each element of the input sequence.
|
|
|
|
|
|
'
|
|
|
|
|
|
' Parameters:
|
|
|
|
|
|
' source:
|
|
|
|
|
|
' A sequence of values to calculate the Variance of.
|
|
|
|
|
|
'
|
|
|
|
|
|
' selector:
|
|
|
|
|
|
' A transform function to apply to each element.
|
|
|
|
|
|
'
|
|
|
|
|
|
' Type parameters:
|
|
|
|
|
|
' TSource:
|
|
|
|
|
|
' The type of the elements of source.
|
|
|
|
|
|
'
|
|
|
|
|
|
' Returns:
|
|
|
|
|
|
' The Variance of the sequence of values, or null if the source sequence is
|
|
|
|
|
|
' empty or contains only values that are null.
|
|
|
|
|
|
'
|
|
|
|
|
|
' Exceptions:
|
|
|
|
|
|
' System.ArgumentNullException:
|
|
|
|
|
|
' source or selector is null.
|
|
|
|
|
|
'
|
|
|
|
|
|
' System.OverflowException:
|
|
|
|
|
|
' The sum of the elements in the sequence is larger than System.Int64.MaxValue.
|
|
|
|
|
|
<Extension>
|
|
|
|
|
|
Public Function Variance(Of TSource)(source As IEnumerable(Of TSource), selector As Func(Of TSource, Integer?)) As Double
|
|
|
|
|
|
Return source.[Select](selector).Variance()
|
|
|
|
|
|
End Function
|
|
|
|
|
|
'
|
|
|
|
|
|
' Summary:
|
|
|
|
|
|
' Computes the Variance of a sequence of System.Int32 values that are obtained
|
|
|
|
|
|
' by invoking a transform function on each element of the input sequence.
|
|
|
|
|
|
'
|
|
|
|
|
|
' Parameters:
|
|
|
|
|
|
' source:
|
|
|
|
|
|
' A sequence of values to calculate the Variance of.
|
|
|
|
|
|
'
|
|
|
|
|
|
' selector:
|
|
|
|
|
|
' A transform function to apply to each element.
|
|
|
|
|
|
'
|
|
|
|
|
|
' Type parameters:
|
|
|
|
|
|
' TSource:
|
|
|
|
|
|
' The type of the elements of source.
|
|
|
|
|
|
'
|
|
|
|
|
|
' Returns:
|
|
|
|
|
|
' The Variance of the sequence of values.
|
|
|
|
|
|
'
|
|
|
|
|
|
' Exceptions:
|
|
|
|
|
|
' System.ArgumentNullException:
|
|
|
|
|
|
' source or selector is null.
|
|
|
|
|
|
'
|
|
|
|
|
|
' System.InvalidOperationException:
|
|
|
|
|
|
' source contains no elements.
|
|
|
|
|
|
'
|
|
|
|
|
|
' System.OverflowException:
|
|
|
|
|
|
' The sum of the elements in the sequence is larger than System.Int64.MaxValue.
|
|
|
|
|
|
<Extension>
|
|
|
|
|
|
Public Function Variance(Of TSource)(source As IEnumerable(Of TSource), selector As Func(Of TSource, Integer)) As Double
|
|
|
|
|
|
Return source.[Select](selector).Variance()
|
|
|
|
|
|
End Function
|
|
|
|
|
|
'
|
|
|
|
|
|
' Summary:
|
|
|
|
|
|
' Computes the Variance of a sequence of nullable System.Int64 values that are
|
|
|
|
|
|
' obtained by invoking a transform function on each element of the input sequence.
|
|
|
|
|
|
'
|
|
|
|
|
|
' Parameters:
|
|
|
|
|
|
' source:
|
|
|
|
|
|
' A sequence of values to calculate the Variance of.
|
|
|
|
|
|
'
|
|
|
|
|
|
' selector:
|
|
|
|
|
|
' A transform function to apply to each element.
|
|
|
|
|
|
'
|
|
|
|
|
|
' Type parameters:
|
|
|
|
|
|
' TSource:
|
|
|
|
|
|
' The type of the elements of source.
|
|
|
|
|
|
'
|
|
|
|
|
|
' Returns:
|
|
|
|
|
|
' The Variance of the sequence of values, or null if the source sequence is
|
|
|
|
|
|
' empty or contains only values that are null.
|
|
|
|
|
|
<Extension>
|
|
|
|
|
|
Public Function Variance(Of TSource)(source As IEnumerable(Of TSource), selector As Func(Of TSource, Long?)) As Double
|
|
|
|
|
|
Return source.[Select](selector).Variance()
|
|
|
|
|
|
End Function
|
|
|
|
|
|
'
|
|
|
|
|
|
' Summary:
|
|
|
|
|
|
' Computes the Variance of a sequence of System.Int64 values that are obtained
|
|
|
|
|
|
' by invoking a transform function on each element of the input sequence.
|
|
|
|
|
|
'
|
|
|
|
|
|
' Parameters:
|
|
|
|
|
|
' source:
|
|
|
|
|
|
' A sequence of values to calculate the Variance of.
|
|
|
|
|
|
'
|
|
|
|
|
|
' selector:
|
|
|
|
|
|
' A transform function to apply to each element.
|
|
|
|
|
|
'
|
|
|
|
|
|
' Type parameters:
|
|
|
|
|
|
' TSource:
|
|
|
|
|
|
' The type of the elements of source.
|
|
|
|
|
|
'
|
|
|
|
|
|
' Returns:
|
|
|
|
|
|
' The Variance of the sequence of values.
|
|
|
|
|
|
'
|
|
|
|
|
|
' Exceptions:
|
|
|
|
|
|
' System.ArgumentNullException:
|
|
|
|
|
|
' source or selector is null.
|
|
|
|
|
|
'
|
|
|
|
|
|
' System.InvalidOperationException:
|
|
|
|
|
|
' source contains no elements.
|
|
|
|
|
|
'
|
|
|
|
|
|
' System.OverflowException:
|
|
|
|
|
|
' The sum of the elements in the sequence is larger than System.Int64.MaxValue.
|
|
|
|
|
|
<Extension>
|
|
|
|
|
|
Public Function Variance(Of TSource)(source As IEnumerable(Of TSource), selector As Func(Of TSource, Long)) As Double
|
|
|
|
|
|
Return source.[Select](selector).Variance()
|
|
|
|
|
|
End Function
|
|
|
|
|
|
End Module
|
|
|
|
|
|
End Namespace
|