AnomalyDetectorClient.DetectUnivariateChangePoint Method

Definition

Namespace:

Azure.AI.AnomalyDetector

Assembly:

Azure.AI.AnomalyDetector.dll

Package:

Azure.AI.AnomalyDetector v3.0.0-preview.7

Overloads

DetectUnivariateChangePoint(UnivariateChangePointDetectionOptions, CancellationToken)	Detect change point for the entire series.
DetectUnivariateChangePoint(RequestContent, RequestContext)	[Protocol Method] Detect change point for the entire series This protocol method allows explicit creation of the request and processing of the response for advanced scenarios. Please try the simpler DetectUnivariateChangePoint(UnivariateChangePointDetectionOptions, CancellationToken) convenience overload with strongly typed models first.

DetectUnivariateChangePoint(UnivariateChangePointDetectionOptions, CancellationToken)

Source:

AnomalyDetectorClient.cs

Detect change point for the entire series.

public virtual Azure.Response<Azure.AI.AnomalyDetector.UnivariateChangePointDetectionResult> DetectUnivariateChangePoint (Azure.AI.AnomalyDetector.UnivariateChangePointDetectionOptions options, System.Threading.CancellationToken cancellationToken = default);

abstract member DetectUnivariateChangePoint : Azure.AI.AnomalyDetector.UnivariateChangePointDetectionOptions * System.Threading.CancellationToken -> Azure.Response<Azure.AI.AnomalyDetector.UnivariateChangePointDetectionResult>
override this.DetectUnivariateChangePoint : Azure.AI.AnomalyDetector.UnivariateChangePointDetectionOptions * System.Threading.CancellationToken -> Azure.Response<Azure.AI.AnomalyDetector.UnivariateChangePointDetectionResult>

Public Overridable Function DetectUnivariateChangePoint (options As UnivariateChangePointDetectionOptions, Optional cancellationToken As CancellationToken = Nothing) As Response(Of UnivariateChangePointDetectionResult)

Parameters

options

UnivariateChangePointDetectionOptions

Method of univariate anomaly detection.

cancellationToken

CancellationToken

The cancellation token to use.

Returns

Response<UnivariateChangePointDetectionResult>

Exceptions

ArgumentNullException

options is null.

Examples

This sample shows how to call DetectUnivariateChangePoint with required parameters.

var credential = new AzureKeyCredential("<key>");
var endpoint = new Uri("<https://my-service.azure.com>");
var client = new AnomalyDetectorClient(endpoint, credential);

var options = new UnivariateChangePointDetectionOptions(new TimeSeriesPoint[] 
{
    new TimeSeriesPoint(3.14f)
{
        Timestamp = DateTimeOffset.UtcNow,
    }
}, TimeGranularity.Yearly)
{
    CustomInterval = 1234,
    Period = 1234,
    StableTrendWindow = 1234,
    Threshold = 3.14f,
};
var result = client.DetectUnivariateChangePoint(options);

Remarks

Evaluate the change point score of every series point.

DetectUnivariateChangePoint(RequestContent, RequestContext)

Source:

AnomalyDetectorClient.cs

[Protocol Method] Detect change point for the entire series

• This protocol method allows explicit creation of the request and processing of the response for advanced scenarios.
• Please try the simpler DetectUnivariateChangePoint(UnivariateChangePointDetectionOptions, CancellationToken) convenience overload with strongly typed models first.

public virtual Azure.Response DetectUnivariateChangePoint (Azure.Core.RequestContent content, Azure.RequestContext context = default);

abstract member DetectUnivariateChangePoint : Azure.Core.RequestContent * Azure.RequestContext -> Azure.Response
override this.DetectUnivariateChangePoint : Azure.Core.RequestContent * Azure.RequestContext -> Azure.Response

Public Overridable Function DetectUnivariateChangePoint (content As RequestContent, Optional context As RequestContext = Nothing) As Response

Parameters

content

RequestContent

The content to send as the body of the request.

context

RequestContext

The request context, which can override default behaviors of the client pipeline on a per-call basis.

Returns

Response

The response returned from the service.

Exceptions

ArgumentNullException

content is null.

RequestFailedException

Service returned a non-success status code.

Examples

This sample shows how to call DetectUnivariateChangePoint with required request content, and how to parse the result.

var credential = new AzureKeyCredential("<key>");
var endpoint = new Uri("<https://my-service.azure.com>");
var client = new AnomalyDetectorClient(endpoint, credential);

var data = new {
    series = new[] {
        new {
            value = 123.45f,
        }
    },
    granularity = "yearly",
};

Response response = client.DetectUnivariateChangePoint(RequestContent.Create(data));

JsonElement result = JsonDocument.Parse(response.ContentStream).RootElement;
Console.WriteLine(result.ToString());

This sample shows how to call DetectUnivariateChangePoint with all request content, and how to parse the result.

var credential = new AzureKeyCredential("<key>");
var endpoint = new Uri("<https://my-service.azure.com>");
var client = new AnomalyDetectorClient(endpoint, credential);

var data = new {
    series = new[] {
        new {
            timestamp = "2022-05-10T14:57:31.2311892-04:00",
            value = 123.45f,
        }
    },
    granularity = "yearly",
    customInterval = 1234,
    period = 1234,
    stableTrendWindow = 1234,
    threshold = 123.45f,
};

Response response = client.DetectUnivariateChangePoint(RequestContent.Create(data), new RequestContext());

JsonElement result = JsonDocument.Parse(response.ContentStream).RootElement;
Console.WriteLine(result.GetProperty("period").ToString());
Console.WriteLine(result.GetProperty("isChangePoint")[0].ToString());
Console.WriteLine(result.GetProperty("confidenceScores")[0].ToString());

Remarks

Evaluate change point score of every series point

Below is the JSON schema for the request and response payloads.

Request Body:

Schema for UnivariateChangePointDetectionOptions:

{
  series: [
    {
      timestamp: string (date & time), # Optional.
      value: number, # Required.
    }
  ], # Required.
  granularity: "yearly" | "monthly" | "weekly" | "daily" | "hourly" | "minutely" | "secondly" | "microsecond" | "none", # Required.
  customInterval: number, # Optional.
  period: number, # Optional.
  stableTrendWindow: number, # Optional.
  threshold: number, # Optional.
}

Response Body:

Schema for UnivariateChangePointDetectionResult:

{
  period: number, # Optional.
  isChangePoint: [boolean], # Optional.
  confidenceScores: [number], # Optional.
}