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z-Scores(standard deviation and mean) in PHP

开发者 https://www.devze.com 2023-02-20 07:59 出处:网络
I am trying to calculate Z-scores using PHP. Essentially, I am looking for the most efficient way to calculate the mean and standard deviation of开发者_运维技巧 a data set (PHP array). Any suggestions

I am trying to calculate Z-scores using PHP. Essentially, I am looking for the most efficient way to calculate the mean and standard deviation of开发者_运维技巧 a data set (PHP array). Any suggestions on how to do this in PHP?

I am trying to do this in the smallest number of steps.


to calculate the mean you can do:

$mean = array_sum($array)/count($array)

standard deviation is like so:

// Function to calculate square of value - mean
function sd_square($x, $mean) { return pow($x - $mean,2); }

// Function to calculate standard deviation (uses sd_square)    
function sd($array) {
    // square root of sum of squares devided by N-1
    return sqrt(array_sum(array_map("sd_square", $array, array_fill(0,count($array), (array_sum($array) / count($array)) ) ) ) / (count($array)-1) );
}

right off this page


How about using the built in statistics package like stats_standard_deviation and stats_harmonic_mean. I can't find a function for standard means, but if you know anything about statistics, I'm sure you can figure something out using the built-in functions.


   function standard_deviation($aValues)
{
    $fMean = array_sum($aValues) / count($aValues);
    //print_r($fMean);
    $fVariance = 0.0;
    foreach ($aValues as $i)
    {
        $fVariance += pow($i - $fMean, 2);

    }       
    $size = count($aValues) - 1;
    return (float) sqrt($fVariance)/sqrt($size);
}


This is the same std dev code from the php pages mentioned in the top answer, but modernized a bit, without the one-line array magic and separate helper function:

/**
 * Calculates the standard deviation of an array of numbers.
 * @param   array   $array  The array of numbers to calculate the standard deviation of.
 * @return  float   The standard deviation of the numbers in the given array.
 */
function calculateStdDev(array $array): float
{
    $size = count($array);
    $mean = array_sum($array) / $size;
    $squares = array_map(function ($x) use ($mean) {
        return pow($x - $mean, 2);
    }, $array);

    return sqrt(array_sum($squares) / ($size - 1));
}


The topic is pretty old, but actually I guess you can get the substitute of STDEV.P function from Excel easily using the function like below.

function stdev_p($arr) {
    $arr2 = array();
    $mean = array_sum($arr)/count($arr);
    for ($x = 0; $x <count($arr); $x++) {
        $arr2[$x] = pow($arr[$x] - $mean,2);
    }
    return sqrt(array_sum($arr2)/count($arr));
}
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