Calculating Covariance Between Two Data Series in ProBuilder

31 Jul 2021
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This ProBuilder code snippet demonstrates how to calculate the covariance between two data series. Covariance is a measure of how much two random variables change together. It is used in statistics to determine the relationship between two variables.


length = 10
srca = open
srcb = close
a = ((srca-srca[1])/srca[1]*100)
b = ((srcb-srcb[1])/srcb[1]*100)
aavg = average[length](a)
bavg = average[length](b)
sum = 0
for i = length downto 0 do
    sum=sum+((a[i]-aavg)*(b[i]-bavg))
next
covariance = sum/(length-1)
return covariance

The code snippet provided calculates the covariance between the opening and closing prices of a financial instrument over a specified period. Here’s a step-by-step explanation:

  • Initialization: The variable length is set to 10, indicating the number of data points used for the calculation.
  • Data Series: srca and srcb represent the opening and closing prices, respectively.
  • Percentage Change: Variables a and b calculate the percentage change from the previous data point for each series.
  • Average Calculation: aavg and bavg compute the average of the percentage changes over the specified length for each series.
  • Summation Loop: A loop runs from the last index down to 0, summing up the product of the deviations of a and b from their respective averages.
  • Covariance Calculation: The sum is then divided by length-1 to calculate the covariance.
  • Return Value: The final line returns the calculated covariance, which can be used to understand the relationship between the opening and closing prices.

This example is useful for understanding how to implement statistical calculations like covariance using ProBuilder’s programming capabilities.

Related Post

Check out this related content for more information:

https://www.prorealcode.com/topic/it-is-posible-to-code-the-betacovxy-vary-for-a/#post-153090

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Nicolas Master
I created ProRealCode because I believe in the power of shared knowledge. I spend my time coding new tools and helping members solve complex problems. If you are stuck on a code or need a fresh perspective on a strategy, I am always willing to help. Welcome to the community!
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