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Experiment.cs
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Experiment.cs
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using System;
using System.Collections.Generic;
namespace ABTesting
{
public enum TestStatus
{
Complete = 0,
Running = 1
}
public class Experiment
{
public static readonly int DEFAULT_MIN_OBSERVATIONS = 200;
public string TestName { get; set; }
public DateTime CreatedOn { get; set; }
public List<ABAlternative> Alternatives { get; set; }
public TestStatus Status
{
get
{
//TODO: This may not be the best way to determine if a test is complete... We could look at participants, successes/failures, something else (?)
int totalObservations = 0;
foreach (ABAlternative a in Alternatives)
{
totalObservations += a.Conversions;
}
if (totalObservations >= DEFAULT_MIN_OBSERVATIONS)
{
return TestStatus.Complete;
}
else
{
return TestStatus.Running;
}
}
}
public bool IsComplete
{
get
{
return this.Status == TestStatus.Complete;
}
}
public bool AllAlternativesHaveParticipants
{
get
{
foreach (ABAlternative a in Alternatives)
{
if (a.Participants == 0)
{
return false;
}
}
return true;
}
}
/// <summary>
/// A list of users participating in this test
/// </summary>
public int Participants
{
get
{
int count = 0;
foreach (ABAlternative alt in Alternatives)
{
count += alt.Participants;
}
return count;
}
}
/// <summary>
/// Count of total conversions for this test, regardless of outcome.
/// </summary>
public int Conversions
{
get
{
int count = 0;
foreach (ABAlternative alt in Alternatives)
{
count += alt.Conversions;
}
return count;
}
}
/// <summary>
/// Rate of total conversions for this test, regardless of outcome.
/// </summary>
public double ConversionRate
{
get
{
int p = Participants;
return p == 0d ? 0d : (double)Conversions / p;
}
}
/// <summary>
/// Rate of total conversions for this test, regardless of outcome, formatted like "3.22%"
/// </summary>
public string PrettyConversionRate
{
get { return (ConversionRate * 100).ToString("0.##") + "%"; }
}
public Experiment()
{
CreatedOn = DateTime.Now;
Alternatives = new List<ABAlternative>();
}
public Experiment(string testName)
: this()
{
TestName = testName;
}
public Experiment(string testName, params string[] alternatives)
: this(testName)
{
foreach (string alt in alternatives)
{
Alternatives.Add(new ABAlternative(alt));
}
}
/// <summary>
/// Given a userID, return the appropriate alternative.
/// </summary>
/// <param name="userID"></param>
/// <returns></returns>
public ABAlternative GetUserAlternative(int userID)
{
int index = userID % Alternatives.Count;
ABAlternative choice = Alternatives[index];
choice.Index = index;
return choice;
}
public ABAlternative GetBestAlternative()
{
ABAlternative best = null;
foreach (ABAlternative alt in Alternatives)
{
if (best == null || alt.ConversionRate > best.ConversionRate)
{
best = alt;
}
}
return best;
}
public ABAlternative GetWorstAlternative()
{
ABAlternative best = null;
foreach (ABAlternative alt in Alternatives)
{
if (best == null || alt.ConversionRate <= best.ConversionRate)
{
best = alt;
}
}
return best;
}
public double GetPValue()
{
IStatisticalTest test = this.SignificanceTest;
return test.GetPValue(this);
}
public string GetResultDescription()
{
IStatisticalTest test = this.SignificanceTest;
return test.GetResultDescription(this);
}
public string[] AssumptionsToCheck
{
get
{
IStatisticalTest test = this.SignificanceTest;
return test.AssumptionsToCheck;
}
}
public string SignificanceTestName
{
get
{
int n = Alternatives.Count;
if (n < 2)
{
return @"None";
}
else if (n == 2)
{
return @"Two-proportion z-test";
}
else
{
return @"Chi-square test";
}
}
}
private IStatisticalTest SignificanceTest
{
get
{
int n = Alternatives.Count;
if (n < 2)
{
return null;
}
else if (n == 2)
{
return new TwoProportionZTest();
}
else
{
return new MultipleProportionChiSquareTest();
}
}
}
}
}