Use Golang to write a program that calculates the variance of a data set

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Release: 2024-02-24 08:21:06
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使用 Golang 计算数据集的方差

Title: Calculate the variance of the data set using Golang

Variance is a statistic that describes the degree of dispersion of data distribution and is important in actual data analysis meaning. This article will introduce how to calculate the variance of a given data set using the Golang programming language, and provide specific code examples to help readers understand the calculation process.

First of all, we need to clarify the calculation formula of the variance:
[ Var(X) = rac{1}{n} sum_{i=1}^{n} (X_i - ar{X} )^2 ]
Among them, (Var(X)) represents the variance of data set X, (n) represents the number of samples in data set X, (X_i) represents the value of the i-th sample in data set X, ( ar{X} ) represents the mean of data set X.

Next, we will implement this calculation process through Golang code. Please refer to the code example below:

package main

import (
    "fmt"
    "math"
)

func calculateVariance(data []float64) float64 {
    n := len(data)
    if n == 0 {
        return 0
    }

    // 计算均值
    sum := 0.0
    for _, value := range data {
        sum += value
    }
    mean := sum / float64(n)

    // 计算方差
    variance := 0.0
    for _, value := range data {
        variance += math.Pow(value-mean, 2)
    }
    variance /= float64(n)

    return variance
}

func main() {
    data := []float64{2, 4, 6, 8, 10}
    variance := calculateVariance(data)
    fmt.Printf("数据集的方差为: %.2f
", variance)
}
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In the above code, we first define a calculateVariance function, which accepts an array of float64 type as a parameter and returns the calculated variance value. Then, in the main function we define a sample data set data, and call the calculateVariance function to calculate the variance of the data set, and finally print out the result.

By running the above code, you can get the variance value of the sample data set. Readers can also modify the values ​​in data set data as needed to calculate the variance of other data sets.

In summary, this article introduces how to use the Golang programming language to calculate the variance of a data set and provides specific code examples for practice. I hope this article can help readers better understand the calculation process of variance and provide a reference for related data analysis work.

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