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Stat.au3 - statistics-UDF for AutoIt


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This UDF provides functionality for statistical hypothesis testing, descriptive sample statistics, propability distributions and numerical mathematics:

  • probability distributions (probality density, cumulative density and quantile function) for:
    • continuous uniform distribution
    • gaussian normal distribution (also standard normal distribution) + random number generation
    • F-distribution
    • Student-t-distribution
    • Beta-distribution
    • Chi²-distribution
    • Kolmogorov-Smirnov distribution
  • statistical hypothesis tests:
    • one sample Kolmogorov-Smirnov-test
    • Lilliefors-Test
    • unpaired two sample student's t-test
    • unpaired two sample Welch-test
    • F-test for variance equality
    • Wilcoxon-Mann-Whitney-Test
    • combined test with condition check for these tests
  • descriptive statistics:
    • arithmetic mean, modal value, median
    • standard deviation, average deviation, standard error of mean, variance, skewness, curtosis
    • minima, maxima, range, sum, length
    • quantiles
    • ranks
    • histogram
  • numerical mathematics:
    • single parameter function solver and root finding
    • single parameter integration
  • basic funtions:
    • Gamma-function (gamma, log-gamma, inverse gamma, incomplete gamma)
    • Gauss error function, complementary Gauss error function, inverse complementary Gauss error function
    • Beta-function (beta, incomplete beta, regularized incomplete beta, inversed regularized incomplete beta
    • inverse of x * log(x)

What can you do with it?
Well, you could for example check if the AutoIt-Random function really returns evenly distributed values:

Spoiler
#include "Stat.au3"

; create AutoIt sample data
    Local Const $N = 1e3
    Local $a_Sample[1e3]
    Local $lower = 0, $upper = 100
    For $i = 0 To $N -1
        $a_Sample[$i] = Random($lower, $upper)
    Next

; Test for uniform distribution:
    Local $a_Params = ["CallArgArray", 0, $lower, $upper]
    $a_Ret = _stat_test_KS($a_Sample, 0.05, _stat_uniform_cdf, $a_Params)
    _ArrayDisplay($a_Ret, "Is Random() uniformly distributed?")
    MsgBox(0, "Is Random() uniformly distributed?", ($a_Ret[5][1] ? "Random is uniformly distributed" : "Random is NOT uniformly distributed"))

 


Or you can check whether two samples have the same mean value (with normal distribution) or the same central tendency.
The function automatically checks the respective prerequisites for the internal tests:

Spoiler
#include "Stat.au3"

; Test whether two samples have the same mean values (with normal distribution) or central tendencies.
    Local $a_Sample1[1000], $a_Sample2[1000]
    For $i = 0 To 999
    ; generates normally distributed samples (for t- and Welch-test)
        $a_Sample1[$i] = _stat_norm_ran(100, 5)
        $a_Sample2[$i] = _stat_norm_ran(99.0, 4.5)
    ; generates non-normally distributed samples (for Wilcoxon blablabla test)
        ;  $a_Sample1[$i] = Random(0,100)
        ;  $a_Sample2[$i] = Random(10,90)
    Next

    $a_Results = _stat_test_SampleEquality($a_Sample1, $a_Sample2)
    _ArrayDisplay($a_Results, "test results")
    MsgBox(0, "", $a_Results[4][1] ? "Samples have equal values on average" : "Samples have different values on average")

; ========== Test pattern of _stat_test_SampleEquality =============
;   If both samples are normally distributed (Lilliefors test):
;       If variances are equal (F-test):
;            t-test
;       else:
;            Welch-Test
;   else:
;       Wilcoxon-Mann-Whitney-Test

 

 

Stat-UDF.zip

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Added this UDF to the wiki.

My UDFs and Tutorials:

Spoiler

UDFs:
Active Directory (NEW 2022-02-19 - Version 1.6.1.0) - Download - General Help & Support - Example Scripts - Wiki
ExcelChart (2017-07-21 - Version 0.4.0.1) - Download - General Help & Support - Example Scripts
OutlookEX (2021-11-16 - Version 1.7.0.0) - Download - General Help & Support - Example Scripts - Wiki
OutlookEX_GUI (2021-04-13 - Version 1.4.0.0) - Download
Outlook Tools (2019-07-22 - Version 0.6.0.0) - Download - General Help & Support - Wiki
PowerPoint (2021-08-31 - Version 1.5.0.0) - Download - General Help & Support - Example Scripts - Wiki
Task Scheduler (NEW 2022-07-28 - Version 1.6.0.1) - Download - General Help & Support - Wiki

Standard UDFs:
Excel - Example Scripts - Wiki
Word - Wiki

Tutorials:
ADO - Wiki
WebDriver - Wiki

 

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45 minutes ago, AspirinJunkie said:

Alternatively, it would also work to put the corresponding DLL into the script directory.

Found: "C:\Windows\WinSxS\x86_microsoft.vc90.crt_1fc8b3b9a1e18e3b_9.0.30729.9625_none_508ef7e4bcbbe589\msvcr90.dll" and copied to @scriptdir did the job.

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