public static async Task RunAsync(string endpoint, string key)
{
Console.WriteLine("Sample of detecting anomalies in the entire series.");
IAnomalyDetectorClient client = new AnomalyDetectorClient(new ApiKeyServiceClientCredentials(key))
{
Endpoint = endpoint
};
// Detection
Request request = Program.GetRequest();
request.MaxAnomalyRatio = 0.25;
request.Sensitivity = 95;
EntireDetectResponse result = await client.EntireDetectAsync(request).ConfigureAwait(false);
if (result.IsAnomaly.Contains(true))
{
Console.WriteLine("Anomaly was detected from the series at index:");
for (int i = 0; i < request.Series.Count; ++i)
{
if (result.IsAnomaly[i])
{
Console.Write(i);
Console.Write(" ");
}
}
Console.WriteLine();
}
else
{
Console.WriteLine("There is no anomaly detected from the series.");
}
}
public static async Task RunAsync(string endpoint, string key)
{
Console.WriteLine("Sample of detecting anomalies in the entire series.");
IAnomalyDetectorClient client = new AnomalyDetectorClient(new ApiKeyServiceClientCredentials(key))
{
Endpoint = endpoint
};
// Create time series
var series = new List <Point> {
new Point(DateTime.Parse("1962-01-01T00:00:00Z"), 1),
new Point(DateTime.Parse("1962-02-01T00:00:00Z"), 1),
new Point(DateTime.Parse("1962-03-01T00:00:00Z"), 0),
new Point(DateTime.Parse("1962-04-01T00:00:00Z"), 1),
new Point(DateTime.Parse("1962-05-01T00:00:00Z"), 1),
new Point(DateTime.Parse("1962-06-01T00:00:00Z"), 1),
new Point(DateTime.Parse("1962-07-01T00:00:00Z"), 1),
new Point(DateTime.Parse("1962-08-01T00:00:00Z"), 1),
new Point(DateTime.Parse("1962-09-01T00:00:00Z"), 1),
new Point(DateTime.Parse("1962-10-01T00:00:00Z"), 1),
new Point(DateTime.Parse("1962-11-01T00:00:00Z"), 1),
new Point(DateTime.Parse("1962-12-01T00:00:00Z"), 1),
new Point(DateTime.Parse("1963-01-01T00:00:00Z"), 1),
new Point(DateTime.Parse("1963-02-01T00:00:00Z"), 1),
new Point(DateTime.Parse("1963-03-01T00:00:00Z"), 1),
new Point(DateTime.Parse("1963-04-01T00:00:00Z"), 0),
new Point(DateTime.Parse("1963-05-01T00:00:00Z"), 1),
new Point(DateTime.Parse("1963-06-01T00:00:00Z"), 1),
new Point(DateTime.Parse("1963-07-01T00:00:00Z"), 1),
new Point(DateTime.Parse("1963-08-01T00:00:00Z"), 1),
new Point(DateTime.Parse("1963-09-01T00:00:00Z"), 1),
new Point(DateTime.Parse("1963-10-01T00:00:00Z"), 1),
new Point(DateTime.Parse("1963-11-01T00:00:00Z"), 1),
new Point(DateTime.Parse("1963-12-01T00:00:00Z"), 1)
};
// Detection
Request request = new Request(series, Granularity.Monthly);
request.MaxAnomalyRatio = 0.25;
request.Sensitivity = 95;
EntireDetectResponse result = await client.EntireDetectAsync(request).ConfigureAwait(false);
if (result.IsAnomaly.Contains(true))
{
Console.WriteLine("Anomaly was detected from the series at index:");
for (int i = 0; i < series.Count; ++i)
{
if (result.IsAnomaly[i])
{
Console.Write(i);
Console.Write(" ");
}
}
Console.WriteLine();
}
else
{
Console.WriteLine("There is no anomaly detected from the series.");
}
}