public async Task DetectEntireSeriesAnomaly()
{
#region Snippet:CreateAnomalyDetectorClient
//read endpoint and apiKey
string endpoint = TestEnvironment.Endpoint;
string apiKey = TestEnvironment.ApiKey;
var endpointUri = new Uri(endpoint);
var credential = new AzureKeyCredential(apiKey);
//create client
AnomalyDetectorClient client = new AnomalyDetectorClient(endpointUri, credential);
//read data
string datapath = Path.Combine(Path.GetDirectoryName(Assembly.GetExecutingAssembly().Location), "samples", "data", "request-data.csv");
#endregion
#region Snippet:ReadSeriesData
List <TimeSeriesPoint> list = File.ReadAllLines(datapath, Encoding.UTF8)
.Where(e => e.Trim().Length != 0)
.Select(e => e.Split(','))
.Where(e => e.Length == 2)
.Select(e => new TimeSeriesPoint(DateTime.Parse(e[0]), float.Parse(e[1]))).ToList();
//create request
DetectRequest request = new DetectRequest(list, TimeGranularity.Daily);
#endregion
#region Snippet:DetectEntireSeriesAnomaly
//detect
Console.WriteLine("Detecting anomalies in the entire time series.");
EntireDetectResponse result = await client.DetectEntireSeriesAsync(request).ConfigureAwait(false);
if (result.IsAnomaly.Contains(true))
{
Console.WriteLine("An anomaly was detected 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(" No anomalies detected in the series.");
}
#endregion
}
public async Task DetectEntireSeriesAnomaly()
{
#region Snippet:CreateAnomalyDetectorClient
//read endpoint and apiKey
string endpoint = TestEnvironment.Endpoint;
string apiKey = TestEnvironment.ApiKey;
var endpointUri = new Uri(endpoint);
var credential = new AzureKeyCredential(apiKey);
//create client
AnomalyDetectorClient client = new AnomalyDetectorClient(endpointUri, credential);
#endregion
#region Snippet:ReadSeriesData
//read data
string datapath = Path.Combine(Path.GetDirectoryName(Assembly.GetExecutingAssembly().Location), "samples", "data", "request-data.csv");
List <TimeSeriesPoint> list = File.ReadAllLines(datapath, Encoding.UTF8)
.Where(e => e.Trim().Length != 0)
.Select(e => e.Split(','))
.Where(e => e.Length == 2)
.Select(e => new TimeSeriesPoint(float.Parse(e[1]))
{
Timestamp = DateTime.Parse(e[0])
}).ToList();
//create request
DetectRequest request = new DetectRequest(list)
{
Granularity = TimeGranularity.Daily
};
#endregion
#region Snippet:DetectEntireSeriesAnomaly
//detect
Console.WriteLine("Detecting anomalies in the entire time series.");
try
{
EntireDetectResponse result = await client.DetectEntireSeriesAsync(request).ConfigureAwait(false);
bool hasAnomaly = false;
for (int i = 0; i < request.Series.Count; ++i)
{
if (result.IsAnomaly[i])
{
Console.WriteLine("An anomaly was detected at index: {0}.", i);
hasAnomaly = true;
}
}
if (!hasAnomaly)
{
Console.WriteLine("No anomalies detected in the series.");
}
}
catch (RequestFailedException ex)
{
Console.WriteLine(String.Format("Entire detection failed: {0}", ex.Message));
throw;
}
catch (Exception ex)
{
Console.WriteLine(String.Format("Detection error. {0}", ex.Message));
throw;
}
#endregion
}
static void Main(string[] args)
{
DotEnv.AutoConfig();
AnomalyDetectorClient client = new AnomalyDetectorClient(
new Uri(Environment.GetEnvironmentVariable("ANOMALY_DECTECTOR_API_ENDPOINT")),
new AzureKeyCredential(Environment.GetEnvironmentVariable("ANOMALY_DECTECTOR_API_KEY")));
// ref: https://westus2.dev.cognitive.microsoft.com/docs/services/AnomalyDetector/operations/post-timeseries-entire-detect, the request here matches the sample.
DynamicResponse res = client.DetectEntireSeriesAsync(new
{
series = new[] {
new {
timestamp = "1972-01-01T00:00:00Z",
value = 826
},
new {
timestamp = "1972-02-01T00:00:00Z",
value = 799
},
new {
timestamp = "1972-03-01T00:00:00Z",
value = 890
},
new {
timestamp = "1972-04-01T00:00:00Z",
value = 900
},
new {
timestamp = "1972-05-01T00:00:00Z",
value = 961
},
new {
timestamp = "1972-06-01T00:00:00Z",
value = 935
},
new {
timestamp = "1972-07-01T00:00:00Z",
value = 894
},
new {
timestamp = "1972-08-01T00:00:00Z",
value = 855
},
new {
timestamp = "1972-09-01T00:00:00Z",
value = 809
},
new {
timestamp = "1972-10-01T00:00:00Z",
value = 810
},
new {
timestamp = "1972-11-01T00:00:00Z",
value = 766
},
new {
timestamp = "1972-12-01T00:00:00Z",
value = 805
},
new {
timestamp = "1973-01-01T00:00:00Z",
value = 821
},
new {
timestamp = "1973-02-01T00:00:00Z",
value = 773
},
new {
timestamp = "1973-03-01T00:00:00Z",
value = 883
},
new {
timestamp = "1973-04-01T00:00:00Z",
value = 898
},
new {
timestamp = "1973-05-01T00:00:00Z",
value = 957
},
new {
timestamp = "1973-06-01T00:00:00Z",
value = 924
},
new {
timestamp = "1973-07-01T00:00:00Z",
value = 881
},
new {
timestamp = "1973-08-01T00:00:00Z",
value = 837
},
new {
timestamp = "1973-09-01T00:00:00Z",
value = 784
},
new {
timestamp = "1973-10-01T00:00:00Z",
value = 791
},
new {
timestamp = "1973-11-01T00:00:00Z",
value = 760
},
new {
timestamp = "1973-12-01T00:00:00Z",
value = 802
},
new {
timestamp = "1974-01-01T00:00:00Z",
value = 828
},
new {
timestamp = "1974-02-01T00:00:00Z",
value = 1030
},
new {
timestamp = "1974-03-01T00:00:00Z",
value = 889
},
new {
timestamp = "1974-04-01T00:00:00Z",
value = 902
},
new {
timestamp = "1974-05-01T00:00:00Z",
value = 969
},
new {
timestamp = "1974-06-01T00:00:00Z",
value = 947
},
new {
timestamp = "1974-07-01T00:00:00Z",
value = 908
},
new {
timestamp = "1974-08-01T00:00:00Z",
value = 867
},
new {
timestamp = "1974-09-01T00:00:00Z",
value = 815
},
new {
timestamp = "1974-10-01T00:00:00Z",
value = 812
},
new {
timestamp = "1974-11-01T00:00:00Z",
value = 773
},
new {
timestamp = "1974-12-01T00:00:00Z",
value = 813
},
new {
timestamp = "1975-01-01T00:00:00Z",
value = 834
},
new {
timestamp = "1975-02-01T00:00:00Z",
value = 782
},
new {
timestamp = "1975-03-01T00:00:00Z",
value = 892
},
new {
timestamp = "1975-04-01T00:00:00Z",
value = 903
},
new {
timestamp = "1975-05-01T00:00:00Z",
value = 966
},
new {
timestamp = "1975-06-01T00:00:00Z",
value = 937
},
new {
timestamp = "1975-07-01T00:00:00Z",
value = 896
},
new {
timestamp = "1975-08-01T00:00:00Z",
value = 858
},
new {
timestamp = "1975-09-01T00:00:00Z",
value = 817
},
new {
timestamp = "1975-10-01T00:00:00Z",
value = 827
},
new {
timestamp = "1975-11-01T00:00:00Z",
value = 797
},
new {
timestamp = "1975-12-01T00:00:00Z",
value = 843
}
},
granularity = "monthly",
maxAnomalyRatio = 0.25,
sensitivity = 95,
}).GetAwaiter().GetResult();
// TODO(matell): This is kinda tedious, I think we need to be able to make this cleaner.
if (res.GetRawResponse().Status == 200)
{
foreach (bool isAnomaly in res.Content.isAnomaly)
{
Console.WriteLine(isAnomaly);
}
}
else if (res.GetRawResponse().Status == 400)
{
Console.WriteLine($"Bad request code: {res.Content.code}, message: {res.Content.message}");
}
}