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2019 11 21 Anomaly Detections Reactor
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2019 11 21 Anomaly Detections Reactor/AnomalyDetection.sln
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
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...CardFraudDetection/CreditCardFraudDetection.Common/CreditCardFraudDetection.Common.csproj
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...rdFraudDetection/CreditCardFraudDetection.Common/DataModels/TransactionFraudPrediction.cs
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|---|---|---|
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| using System; | ||
|
|
||
| namespace CreditCardFraudDetection.Common.DataModels | ||
| { | ||
| public class TransactionFraudPrediction : IModelEntity | ||
| { | ||
| public float Label; | ||
|
|
||
| /// <summary> | ||
| /// The non-negative, unbounded score that was calculated by the anomaly detection model. | ||
| /// Fraudulent transactions (Anomalies) will have higher scores than normal transactions | ||
| /// </summary> | ||
| public float Score; | ||
|
|
||
| /// <summary> | ||
| /// The predicted label, based on the score. A value of true indicates an anomaly. | ||
| /// </summary> | ||
| public bool PredictedLabel; | ||
|
|
||
| public void PrintToConsole() | ||
| { | ||
| // There is currently an issue where PredictedLabel is always set to true | ||
| // Due to this issue, we'll manually choose the treshold that will indicate an anomaly | ||
| // Issue: https://github.com/dotnet/machinelearning/issues/3990 | ||
| //Console.WriteLine($"Predicted Label: {Score > 0.2f} (Score: {Score})"); | ||
|
|
||
| Console.WriteLine($"Predicted Label: {PredictedLabel} (Score: {Score})"); | ||
| } | ||
| } | ||
| } |
111 changes: 111 additions & 0 deletions
111
...itCardFraudDetection/CreditCardFraudDetection.Common/DataModels/TransactionObservation.cs
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|---|---|---|
| @@ -0,0 +1,111 @@ | ||
| using System; | ||
|
|
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| using Microsoft.ML.Data; | ||
|
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| namespace CreditCardFraudDetection.Common.DataModels | ||
| { | ||
| public interface IModelEntity { | ||
| void PrintToConsole(); | ||
| } | ||
|
|
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| public class TransactionObservation : IModelEntity | ||
| { | ||
| [LoadColumn(0)] | ||
| public float Time; | ||
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| [LoadColumn(1)] | ||
| public float V1; | ||
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| [LoadColumn(2)] | ||
| public float V2; | ||
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| [LoadColumn(3)] | ||
| public float V3; | ||
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| [LoadColumn(4)] | ||
| public float V4; | ||
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| [LoadColumn(5)] | ||
| public float V5; | ||
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| [LoadColumn(6)] | ||
| public float V6; | ||
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| [LoadColumn(7)] | ||
| public float V7; | ||
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| [LoadColumn(8)] | ||
| public float V8; | ||
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| [LoadColumn(9)] | ||
| public float V9; | ||
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| [LoadColumn(10)] | ||
| public float V10; | ||
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| [LoadColumn(11)] | ||
| public float V11; | ||
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| [LoadColumn(12)] | ||
| public float V12; | ||
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| [LoadColumn(13)] | ||
| public float V13; | ||
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| [LoadColumn(14)] | ||
| public float V14; | ||
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| [LoadColumn(15)] | ||
| public float V15; | ||
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| [LoadColumn(16)] | ||
| public float V16; | ||
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| [LoadColumn(17)] | ||
| public float V17; | ||
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| [LoadColumn(18)] | ||
| public float V18; | ||
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| [LoadColumn(19)] | ||
| public float V19; | ||
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| [LoadColumn(20)] | ||
| public float V20; | ||
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| [LoadColumn(21)] | ||
| public float V21; | ||
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| [LoadColumn(22)] | ||
| public float V22; | ||
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| [LoadColumn(23)] | ||
| public float V23; | ||
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| [LoadColumn(24)] | ||
| public float V24; | ||
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| [LoadColumn(25)] | ||
| public float V25; | ||
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| [LoadColumn(26)] | ||
| public float V26; | ||
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| [LoadColumn(27)] | ||
| public float V27; | ||
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| [LoadColumn(28)] | ||
| public float V28; | ||
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| [LoadColumn(29)] | ||
| public float Amount; | ||
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| [LoadColumn(30)] | ||
| public float Label; | ||
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| public void PrintToConsole() { | ||
| Console.WriteLine($"Label: {Label}"); | ||
| Console.WriteLine($"Features: [V1] {V1} [V2] {V2} [V3] {V3} ... [V28] {V28} Amount: {Amount}"); | ||
| } | ||
| } | ||
| } |
34 changes: 34 additions & 0 deletions
34
...yDetection_CreditCardFraudDetection/CreditCardFraudDetection.Common/LocalConsoleHelper.cs
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,34 @@ | ||
| using System.IO; | ||
| using System.Linq; | ||
|
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| using Microsoft.ML.Data; | ||
|
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| namespace CreditCardFraudDetection.Common | ||
| { | ||
| public static class LocalConsoleHelper | ||
| { | ||
| public static string GetAssetsPath(params string[] paths) | ||
| { | ||
| var _dataRoot = new FileInfo(typeof(LocalConsoleHelper).Assembly.Location); | ||
|
|
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| if (paths == null || paths.Length == 0) | ||
| { | ||
| return null; | ||
| } | ||
|
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| return Path.Combine(paths.Prepend(_dataRoot.Directory.FullName).ToArray()); | ||
| } | ||
|
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| public static string DeleteAssets(params string[] paths) | ||
| { | ||
| string location = GetAssetsPath(paths); | ||
|
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| if (!string.IsNullOrWhiteSpace(location) && File.Exists(location)) | ||
| { | ||
| File.Delete(location); | ||
| } | ||
|
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| return location; | ||
| } | ||
| } | ||
| } |
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