Golang : Find correlation coefficient example
Below is an example of Golang code to find the strength of relation between two given variables or correlation coefficient. For financial analysis, it is useful in finding out if a variable has negative or positive correlation.
From investopedia.com:
A correlation of -1.0 shows a perfect negative correlation, while a correlation of 1.0 shows a perfect positive correlation. A correlation of 0.0 shows zero or no relationship between the movement of the two variables.
Here you go!
package main
import (
"fmt"
"math"
)
func main() {
X := []int{15, 18, 21, 24, 27}
Y := []int{25, 25, 27, 31, 32}
// Size of X array.
n := len(X)
// Get the strength of relation between two variables - X and Y
fmt.Println(correlationCoefficient(X, Y, n))
}
func correlationCoefficient(X []int, Y []int, n int) float64 {
sum_X := 0
sum_Y := 0
sum_XY := 0
squareSum_X := 0
squareSum_Y := 0
for i := 0; i < n; i++ {
// sum of elements of array X.
sum_X = sum_X + X[i]
// sum of elements of array Y.
sum_Y = sum_Y + Y[i]
// sum of X[i] * Y[i].
sum_XY = sum_XY + X[i]*Y[i]
// sum of square of array elements.
squareSum_X = squareSum_X + X[i]*X[i]
squareSum_Y = squareSum_Y + Y[i]*Y[i]
}
// use formula for calculating correlation
// coefficient.
corr := float64((n*sum_XY - sum_X*sum_Y)) /
(math.Sqrt(float64((n*squareSum_X - sum_X*sum_X) * (n*squareSum_Y - sum_Y*sum_Y))))
return corr
}
Output:
0.9534625892455922
References :
https://www.investopedia.com/terms/c/correlationcoefficient.asp
https://www.geeksforgeeks.org/program-find-correlation-coefficient
https://www.socketloop.com/tutorials/golang-convert-cast-int-to-float-example
See also : Golang : Calculate Relative Strength Index(RSI) example
By Adam Ng(黃武俊)
IF you gain some knowledge or the information here solved your programming problem. Please consider donating to the less fortunate or some charities that you like. Apart from donation, planting trees, volunteering or reducing your carbon footprint will be great too.
Advertisement
Tutorials
+21.4k SSL : How to check if current certificate is sha1 or sha2
+4.5k Linux/MacOSX : How to symlink a file?
+10.8k Golang : Fix go.exe is not compatible with the version of Windows you're running
+5.7k Golang : List all packages and search for certain package
+11.6k Golang : Verify Linux user password again before executing a program example
+9.8k Golang : Setting variable value with ldflags
+4.1k Javascript : How to show different content with noscript?
+9.3k Facebook : Getting the friends list with PHP return JSON format
+16.3k Golang : Generate QR codes for Google Authenticator App and fix "Cannot interpret QR code" error
+7.8k Golang : Sort words with first uppercase letter
+11.7k Golang : Convert decimal number(integer) to IPv4 address