Anomaly Detector v1.1-preview.2
The Anomaly Detector service detects anomalies and trace root causes automatically in time series data. It supports several functionalities:
- Detecting anomalies in single time-series, including entire, last and change point detection. With this univariate anomaly detection capability, business customers can discover incidents and establish a logic flow for root cause analysis.
- Detecting anomalies in multiple time-series. This set of multivariate anomaly detection APIs in Anomaly Detector analyze dependencies and inter-correlation changes between different signals. It enables customers to gather a group of related time-series and detect failures in a system level.
- Indicate root causes that contribute the most on an aggregated anomaly point. Accurate dimension can be drilled down for both one measure and multiple measures. Meaningful interpretation is also provided.
To ensure online service quality is one of the main reasons we developed this service. Our team is dedicated to continuing to improve the Anomaly Detector service to provide precise results.
This Univariate Anomaly Detection is currently available in:
This Multivariate Anomaly Detection is currently available in:
- East US - eastus.api.cognitive.microsoft.com
- East US 2 - eastus2.api.cognitive.microsoft.com
- South Central US - southcentralus.api.cognitive.microsoft.com
- UK South - uksouth.api.cognitive.microsoft.com
- West Europe - westeurope.api.cognitive.microsoft.com
- West US 2 - westus2.api.cognitive.microsoft.com
The Root Cause Analysis is currently available in:
- West US 2 - westus2.api.cognitive.microsoft.com
- Central US EUAP - ameuse2.api.cognitive.microsoft.com
Root Cause Analysis - Upload Root Cause Analysis Data By Block
Upload data to root cause analysis data set by block
Select the testing console in the region where you created your resource:
Open API testing consoleRequest URL
Request parameters
string
The root cause analysis data set unique id，should be a string of uuid
Request headers
string
Media type of the body sent to the API.
string
Subscription key which provides access to this API. Found in your Cognitive Services accounts.
Request body
Data to be uploaded to perform root cause analysis
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"West US",
"Win",
0.01439258597588209,
1289,
89560
],
[
"West US",
"Mac",
0.010001944822604395,
360,
35993
],
[
"East Asia",
"Win",
0.002575030079499837,
229,
88931
],
[
"East Asia",
"Mac",
0.0017075442409189693,
44,
25768
],
[
"Centrl Europe",
"Win",
0.0018067935437244037,
15,
8302
],
[
"Centrl Europe",
"Mac",
0.0,
0,
206
],
[
"West US",
"__AGG__",
0.012917933130699088,
1496,
115808
],
[
"East Asia",
"__AGG__",
0.0023801428085685142,
273,
114699
],
[
"Centrl Europe",
"__AGG__",
0.001763046544428773,
15,
8508
],
[
"__AGG__",
"Win",
0.008206945656421815,
1533,
186793
],
[
"__AGG__",
"Mac",
0.006519599141478529,
404,
61967
],
[
"__AGG__",
"__AGG__",
0.007786621643351021,
1937,
248760
]
]
},
{
"timestamp": "2021-11-14T00:00:00Z",
"partitionId": "9d720bd5-73d6-4761-80e0-d2c835f6dab8",
"data": [
[
"West US",
"Win",
0.008838521424333782,
730,
82593
],
[
"West US",
"Mac",
0.0033495033495033496,
145,
43290
],
[
"East Asia",
"Win",
0.0024013764590837634,
194,
80787
],
[
"East Asia",
"Mac",
0.004224830142063002,
171,
40475
],
[
"Centrl Europe",
"Win",
0.0003752814610958219,
3,
7994
],
[
"Centrl Europe",
"Mac",
0.0,
0,
117
],
[
"West US",
"__AGG__",
0.01098933474751046,
1119,
101826
],
[
"East Asia",
"__AGG__",
0.0030100113803169996,
365,
121262
],
[
"Centrl Europe",
"__AGG__",
0.0003698680803846628,
3,
8111
],
[
"__AGG__",
"Win",
0.005409221935649515,
927,
171374
],
[
"__AGG__",
"Mac",
0.003767196776424024,
316,
83882
],
[
"__AGG__",
"__AGG__",
0.004869621086282007,
1243,
255256
]
]
},
{
"timestamp": "2021-11-15T00:00:00Z",
"partitionId": "e45cf90e-7020-4ccc-ac65-b33ef58a30f4",
"data": [
[
"West US",
"Win",
0.007863782545486586,
714,
90796
],
[
"West US",
"Mac",
0.0065964228794049935,
298,
45176
],
[
"East Asia",
"Win",
0.00443436017172554,
471,
106216
],
[
"East Asia",
"Mac",
0.004134716583972335,
165,
39906
],
[
"Centrl Europe",
"Win",
0.002116252821670429,
15,
7088
],
[
"Centrl Europe",
"Mac",
0.006329113924050633,
1,
158
],
[
"West US",
"__AGG__",
0.009367977173446456,
1113,
118809
],
[
"East Asia",
"__AGG__",
0.004352527340167805,
636,
146122
],
[
"Centrl Europe",
"__AGG__",
0.0022081148219707425,
16,
7246
],
[
"__AGG__",
"Win",
0.005879470847623714,
1200,
204100
],
[
"__AGG__",
"Mac",
0.0054434537775692165,
464,
85240
],
[
"__AGG__",
"__AGG__",
0.00575101956176125,
1664,
289340
]
]
},
{
"timestamp": "2021-11-16T00:00:00Z",
"partitionId": "e1c9bb00-12f5-4279-a1e2-cde1bf7a54b9",
"data": [
[
"West US",
"Win",
0.012196222668501929,
1081,
88634
],
[
"West US",
"Mac",
0.004619314167708276,
170,
36802
],
[
"East Asia",
"Win",
0.0034543666849391353,
397,
114927
],
[
"East Asia",
"Mac",
0.002378849605424347,
167,
70202
],
[
"Centrl Europe",
"Win",
0.0012386092187914714,
14,
11303
],
[
"Centrl Europe",
"Mac",
0.0,
0,
202
],
[
"West US",
"__AGG__",
0.01129438530917364,
1251,
110763
],
[
"East Asia",
"__AGG__",
0.003046524315477316,
564,
185129
],
[
"Centrl Europe",
"__AGG__",
0.0012168622338113862,
14,
11505
],
[
"__AGG__",
"Win",
0.006943927321468464,
1492,
214864
],
[
"__AGG__",
"Mac",
0.003143480775329739,
337,
107206
],
[
"__AGG__",
"__AGG__",
0.005678889682367187,
1829,
322070
]
]
}
]
}{
"required": [
"kind",
"value"
],
"type": "object",
"properties": {
"kind": {
"description": "Root cause analysis kind",
"enum": [
"multidimensional"
],
"type": "string",
"x-ms-enum": {
"name": "RootCauseAnalysisType",
"modelAsString": true
}
},
"value": {
"description": "Root cause analysis data",
"type": "array",
"items": {
"required": [
"data",
"partitionId",
"timestamp"
],
"type": "object",
"properties": {
"partitionId": {
"format": "uuid",
"description": "Root cause analysis data partition unique ID",
"type": "string"
},
"timestamp": {
"format": "date-time",
"description": "Root cause analysis date time of the data (UTC)",
"type": "string"
},
"data": {
"description": "Root cause data detail, the first few columns should be the dimension value. the last few columns should be the measure values",
"type": "array",
"items": {
"type": "array",
"items": {
"type": "object"
}
}
}
}
}
}
},
"example": {
"kind": "multidimensional",
"value": [
{
"partitionId": "11111111-2222-3333-4444-000000000000",
"timestamp": "2021-12-01T00:00:00Z",
"data": [
[
"CN",
"__SUM__",
0.38,
3800,
10000
],
[
"CN",
"ios",
0.3,
3000,
10000
],
[
"CN",
"Android",
0.006,
60,
10000
],
[
"US",
"__SUM__",
0.6,
6000,
10000
],
[
"JP",
"__SUM__",
0.001,
10,
10000
],
[
"DE",
"__SUM__",
0.0002,
20,
10000
],
[
"CA",
"__SUM__",
0.006,
60,
10000
],
[
"__SUM__",
"__SUM__",
1,
10000,
10000
]
]
},
{
"partitionId": "21111111-2222-3333-4444-000000000000",
"timestamp": "2021-11-30T00:00:00Z",
"data": [
[
"CN",
"__SUM__",
0.03,
30,
1000
],
[
"CN",
"ios",
0.02,
20,
1000
],
[
"CN",
"Android",
0.01,
10,
1000
],
[
"US",
"__SUM__",
0.3,
300,
1000
],
[
"JP",
"__SUM__",
0.1,
10,
1000
],
[
"DE",
"__SUM__",
0.01,
10,
1000
],
[
"CA",
"__SUM__",
0.01,
10,
1000
],
[
"__SUM__",
"__SUM__",
1,
1000,
1000
]
]
},
{
"partitionId": "31111111-2222-3333-4444-000000000000",
"timestamp": "2021-11-29T00:00:00Z",
"data": [
[
"CN",
"__SUM__",
0.3,
300,
1000
],
[
"CN",
"ios",
0.3,
300,
1000
],
[
"CN",
"Android",
0,
0,
1000
],
[
"US",
"__SUM__",
0.4,
400,
1000
],
[
"JP",
"__SUM__",
0.01,
10,
1000
],
[
"DE",
"__SUM__",
0.01,
10,
1000
],
[
"CA",
"__SUM__",
0.01,
10,
1000
],
[
"__SUM__",
"__SUM__",
1,
1000,
1000
]
]
},
{
"partitionId": "41111111-2222-3333-4444-000000000000",
"timestamp": "2021-11-28T00:00:00Z",
"data": [
[
"CN",
"__SUM__",
0.3,
302,
1000
],
[
"CN",
"ios",
0.3,
302,
1000
],
[
"CN",
"Android",
0,
0,
1000
],
[
"US",
"__SUM__",
0.4,
401,
1000
],
[
"JP",
"__SUM__",
0.009,
9,
1000
],
[
"DE",
"__SUM__",
0.011,
11,
1000
],
[
"CA",
"__SUM__",
0.01,
1,
1000
],
[
"__SUM__",
"__SUM__",
1,
1000,
1000
]
]
},
{
"partitionId": "51111111-2222-3333-4444-000000000000",
"timestamp": "2021-11-27T00:00:00Z",
"data": [
[
"CN",
"__SUM__",
0.299,
299,
1000
],
[
"CN",
"ios",
0.31,
310,
1000
],
[
"CN",
"Android",
0.001,
1,
1000
],
[
"US",
"__SUM__",
0.401,
401,
1000
],
[
"JP",
"__SUM__",
0.01,
10,
1000
],
[
"DE",
"__SUM__",
0.01,
10,
1000
],
[
"CA",
"__SUM__",
0.01,
1,
100
],
[
"__SUM__",
"__SUM__",
1,
1000,
1000
]
]
}
]
}
}Response 201
Success
Response 400
Client error (4xx)
{
"message": "string",
"code": "string"
}{
"type": "object",
"properties": {
"message": {
"description": "Human-readable error message",
"type": "string"
},
"code": {
"description": "Error code",
"type": "string"
}
}
}Response 500
Server error (5xx)
{
"message": "string",
"code": "string"
}{
"type": "object",
"properties": {
"message": {
"description": "Human-readable error message",
"type": "string"
},
"code": {
"description": "Error code",
"type": "string"
}
}
}Code samples
@ECHO OFF
curl -v -X POST "https://*.cognitiveservices.azure.com/anomalydetector/v1.1-preview.2/rootCauseAnalysis/dataSets/{dataSetId}/timestamps:upload"
-H "Content-Type: application/json"
-H "Ocp-Apim-Subscription-Key: {subscription key}"
--data-ascii "{body}"
using System;
using System.Net.Http.Headers;
using System.Text;
using System.Net.Http;
using System.Web;
namespace CSHttpClientSample
{
static class Program
{
static void Main()
{
MakeRequest();
Console.WriteLine("Hit ENTER to exit...");
Console.ReadLine();
}
static async void MakeRequest()
{
var client = new HttpClient();
var queryString = HttpUtility.ParseQueryString(string.Empty);
// Request headers
client.DefaultRequestHeaders.Add("Ocp-Apim-Subscription-Key", "{subscription key}");
var uri = "https://*.cognitiveservices.azure.com/anomalydetector/v1.1-preview.2/rootCauseAnalysis/dataSets/{dataSetId}/timestamps:upload?" + queryString;
HttpResponseMessage response;
// Request body
byte[] byteData = Encoding.UTF8.GetBytes("{body}");
using (var content = new ByteArrayContent(byteData))
{
content.Headers.ContentType = new MediaTypeHeaderValue("< your content type, i.e. application/json >");
response = await client.PostAsync(uri, content);
}
}
}
} // // This sample uses the Apache HTTP client from HTTP Components (http://hc.apache.org/httpcomponents-client-ga/)
import java.net.URI;
import org.apache.http.HttpEntity;
import org.apache.http.HttpResponse;
import org.apache.http.client.HttpClient;
import org.apache.http.client.methods.HttpGet;
import org.apache.http.client.utils.URIBuilder;
import org.apache.http.impl.client.HttpClients;
import org.apache.http.util.EntityUtils;
public class JavaSample
{
public static void main(String[] args)
{
HttpClient httpclient = HttpClients.createDefault();
try
{
URIBuilder builder = new URIBuilder("https://*.cognitiveservices.azure.com/anomalydetector/v1.1-preview.2/rootCauseAnalysis/dataSets/{dataSetId}/timestamps:upload");
URI uri = builder.build();
HttpPost request = new HttpPost(uri);
request.setHeader("Content-Type", "application/json");
request.setHeader("Ocp-Apim-Subscription-Key", "{subscription key}");
// Request body
StringEntity reqEntity = new StringEntity("{body}");
request.setEntity(reqEntity);
HttpResponse response = httpclient.execute(request);
HttpEntity entity = response.getEntity();
if (entity != null)
{
System.out.println(EntityUtils.toString(entity));
}
}
catch (Exception e)
{
System.out.println(e.getMessage());
}
}
}
<!DOCTYPE html>
<html>
<head>
<title>JSSample</title>
<script src="http://ajax.googleapis.com/ajax/libs/jquery/1.9.0/jquery.min.js"></script>
</head>
<body>
<script type="text/javascript">
$(function() {
var params = {
// Request parameters
};
$.ajax({
url: "https://*.cognitiveservices.azure.com/anomalydetector/v1.1-preview.2/rootCauseAnalysis/dataSets/{dataSetId}/timestamps:upload?" + $.param(params),
beforeSend: function(xhrObj){
// Request headers
xhrObj.setRequestHeader("Content-Type","application/json");
xhrObj.setRequestHeader("Ocp-Apim-Subscription-Key","{subscription key}");
},
type: "POST",
// Request body
data: "{body}",
})
.done(function(data) {
alert("success");
})
.fail(function() {
alert("error");
});
});
</script>
</body>
</html>
#import <Foundation/Foundation.h>
int main(int argc, const char * argv[])
{
NSAutoreleasePool * pool = [[NSAutoreleasePool alloc] init];
NSString* path = @"https://*.cognitiveservices.azure.com/anomalydetector/v1.1-preview.2/rootCauseAnalysis/dataSets/{dataSetId}/timestamps:upload";
NSArray* array = @[
// Request parameters
@"entities=true",
];
NSString* string = [array componentsJoinedByString:@"&"];
path = [path stringByAppendingFormat:@"?%@", string];
NSLog(@"%@", path);
NSMutableURLRequest* _request = [NSMutableURLRequest requestWithURL:[NSURL URLWithString:path]];
[_request setHTTPMethod:@"POST"];
// Request headers
[_request setValue:@"application/json" forHTTPHeaderField:@"Content-Type"];
[_request setValue:@"{subscription key}" forHTTPHeaderField:@"Ocp-Apim-Subscription-Key"];
// Request body
[_request setHTTPBody:[@"{body}" dataUsingEncoding:NSUTF8StringEncoding]];
NSURLResponse *response = nil;
NSError *error = nil;
NSData* _connectionData = [NSURLConnection sendSynchronousRequest:_request returningResponse:&response error:&error];
if (nil != error)
{
NSLog(@"Error: %@", error);
}
else
{
NSError* error = nil;
NSMutableDictionary* json = nil;
NSString* dataString = [[NSString alloc] initWithData:_connectionData encoding:NSUTF8StringEncoding];
NSLog(@"%@", dataString);
if (nil != _connectionData)
{
json = [NSJSONSerialization JSONObjectWithData:_connectionData options:NSJSONReadingMutableContainers error:&error];
}
if (error || !json)
{
NSLog(@"Could not parse loaded json with error:%@", error);
}
NSLog(@"%@", json);
_connectionData = nil;
}
[pool drain];
return 0;
}
<?php
// This sample uses the Apache HTTP client from HTTP Components (http://hc.apache.org/httpcomponents-client-ga/)
require_once 'HTTP/Request2.php';
$request = new Http_Request2('https://*.cognitiveservices.azure.com/anomalydetector/v1.1-preview.2/rootCauseAnalysis/dataSets/{dataSetId}/timestamps:upload');
$url = $request->getUrl();
$headers = array(
// Request headers
'Content-Type' => 'application/json',
'Ocp-Apim-Subscription-Key' => '{subscription key}',
);
$request->setHeader($headers);
$parameters = array(
// Request parameters
);
$url->setQueryVariables($parameters);
$request->setMethod(HTTP_Request2::METHOD_POST);
// Request body
$request->setBody("{body}");
try
{
$response = $request->send();
echo $response->getBody();
}
catch (HttpException $ex)
{
echo $ex;
}
?>########### Python 2.7 #############
import httplib, urllib, base64
headers = {
# Request headers
'Content-Type': 'application/json',
'Ocp-Apim-Subscription-Key': '{subscription key}',
}
params = urllib.urlencode({
})
try:
conn = httplib.HTTPSConnection('*.cognitiveservices.azure.com')
conn.request("POST", "/anomalydetector/v1.1-preview.2/rootCauseAnalysis/dataSets/{dataSetId}/timestamps:upload?%s" % params, "{body}", headers)
response = conn.getresponse()
data = response.read()
print(data)
conn.close()
except Exception as e:
print("[Errno {0}] {1}".format(e.errno, e.strerror))
####################################
########### Python 3.2 #############
import http.client, urllib.request, urllib.parse, urllib.error, base64
headers = {
# Request headers
'Content-Type': 'application/json',
'Ocp-Apim-Subscription-Key': '{subscription key}',
}
params = urllib.parse.urlencode({
})
try:
conn = http.client.HTTPSConnection('*.cognitiveservices.azure.com')
conn.request("POST", "/anomalydetector/v1.1-preview.2/rootCauseAnalysis/dataSets/{dataSetId}/timestamps:upload?%s" % params, "{body}", headers)
response = conn.getresponse()
data = response.read()
print(data)
conn.close()
except Exception as e:
print("[Errno {0}] {1}".format(e.errno, e.strerror))
####################################require 'net/http'
uri = URI('https://*.cognitiveservices.azure.com/anomalydetector/v1.1-preview.2/rootCauseAnalysis/dataSets/{dataSetId}/timestamps:upload')
uri.query = URI.encode_www_form({
})
request = Net::HTTP::Post.new(uri.request_uri)
# Request headers
request['Content-Type'] = 'application/json'
# Request headers
request['Ocp-Apim-Subscription-Key'] = '{subscription key}'
# Request body
request.body = "{body}"
response = Net::HTTP.start(uri.host, uri.port, :use_ssl => uri.scheme == 'https') do |http|
http.request(request)
end
puts response.body