Anomaly Detector v1.1-preview

The Anomaly Detection service detects anomalies automatically in time series data. It supports several functionalities, one is for detecting anomalies in single time-series, including entire, last and change point detection. The other is detecting anomalies in multiple time-series. With univariate anomaly detection ability, business customers can discover incidents and establish a logic flow for root cause analysis. The multivariate anomaly detection APIs in Anomaly Detector analyze dependencies and inter-correlations between different signals. It enables customers to gather a group of related time-series and detect failures with a wholistic view. 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 detection service to provide precise results.

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

Multivariate Anomaly Detection - Get Multivariate Anomaly Detection Result

Get multivariate anomaly detection result based on resultId returned by the DetectAnomalyAsync api

Select the testing console in the region where you created your resource:

Open API testing console

Request URL

Request parameters

string

Format - uuid. Result identifier.

Request headers

string
Subscription key which provides access to this API. Found in your Cognitive Services accounts.

Request body

Response 200

Get Multivariate Anomaly Detection Result by Result Id.

{
    "resultId": "ecc7301a-f82a-11eb-85be-9a8be3529ef3",
    "summary": {
        "status": "READY",
        "errors": [],
        "variableStates": [{
            "variable": "pumpPressureB",
            "filledNARatio": 0.0,
            "effectiveCount": 800,
            "startTime": "2020-10-01T13:30:00Z",
            "endTime": "2020-10-07T02:40:00Z",
            "errors": []
        }, {
            "variable": "opticalLFiltered",
            "filledNARatio": 0.0,
            "effectiveCount": 800,
            "startTime": "2020-10-01T13:30:00Z",
            "endTime": "2020-10-07T02:40:00Z",
            "errors": []
        }, {
            "variable": "rotationalB",
            "filledNARatio": 0.0,
            "effectiveCount": 800,
            "startTime": "2020-10-01T13:30:00Z",
            "endTime": "2020-10-07T02:40:00Z",
            "errors": []
        }, {
            "variable": "pumpPressureA",
            "filledNARatio": 0.0,
            "effectiveCount": 800,
            "startTime": "2020-10-01T13:30:00Z",
            "endTime": "2020-10-07T02:40:00Z",
            "errors": []
        }, {
            "variable": "rotationalA",
            "filledNARatio": 0.0,
            "effectiveCount": 800,
            "startTime": "2020-10-01T13:30:00Z",
            "endTime": "2020-10-07T02:40:00Z",
            "errors": []
        }, {
            "variable": "rotationalC",
            "filledNARatio": 0.0,
            "effectiveCount": 800,
            "startTime": "2020-10-01T13:30:00Z",
            "endTime": "2020-10-07T02:40:00Z",
            "errors": []
        }, {
            "variable": "pumpPressureTarget",
            "filledNARatio": 0.0,
            "effectiveCount": 800,
            "startTime": "2020-10-01T13:30:00Z",
            "endTime": "2020-10-07T02:40:00Z",
            "errors": []
        }, {
            "variable": "opticalRFiltered",
            "filledNARatio": 0.0,
            "effectiveCount": 800,
            "startTime": "2020-10-01T13:30:00Z",
            "endTime": "2020-10-07T02:40:00Z",
            "errors": []
        }],
        "setupInfo": {
            "source": "https://sampledatamvad.blob.core.windows.net/sample/inference_iot_sudden_drop.zip?sp=r&st=2021-08-05T03:51:07Z&se=2023-06-07T11:51:07Z&spr=https&sv=2020-08-04&sr=b&sig=hxvAixxN3ZnjdIIaK4%2BdULEAu0xZ3Cmov3QLABbKneQ%3D",
            "startTime": "2020-10-01T13:30:00Z",
            "endTime": "2020-10-07T03:00:00Z"
        }
    },
    "results": [{
        "timestamp": "2020-10-01T13:30:00Z",
        "value": {
            "contributors": [{
                "contributionScore": 1.6104390621185303,
                "variable": "pumpPressureB"
            }, {
                "contributionScore": 1.5020194053649902,
                "variable": "pumpPressureTarget"
            }, {
                "contributionScore": 1.4727952480316162,
                "variable": "pumpPressureA"
            }, {
                "contributionScore": 1.2808641195297241,
                "variable": "opticalLFiltered"
            }, {
                "contributionScore": 1.2620043754577637,
                "variable": "opticalRFiltered"
            }, {
                "contributionScore": 0.14519721269607544,
                "variable": "rotationalB"
            }, {
                "contributionScore": 0.036691248416900635,
                "variable": "rotationalC"
            }, {
                "contributionScore": 0.02692180871963501,
                "variable": "rotationalA"
            }],
            "isAnomaly": true,
            "severity": 0.5337404608726501,
            "score": 0.9171165823936462
        },
        "errors": []
    }, {
        "timestamp": "2020-10-01T13:40:00Z",
        "value": {
            "isAnomaly": false,
            "severity": 0.0,
            "score": 0.6928471326828003
        },
        "errors": []
    }, {
        "timestamp": "2020-10-01T13:50:00Z",
        "value": {
            "contributors": [{
                "contributionScore": 1.7182817459106445,
                "variable": "opticalRFiltered"
            }, {
                "contributionScore": 1.7182817459106445,
                "variable": "opticalLFiltered"
            }, {
                "contributionScore": 0.9544153809547424,
                "variable": "rotationalC"
            }, {
                "contributionScore": 0.9541400074958801,
                "variable": "rotationalA"
            }, {
                "contributionScore": 0.9222342371940613,
                "variable": "rotationalB"
            }, {
                "contributionScore": 0.8359994888305664,
                "variable": "pumpPressureB"
            }, {
                "contributionScore": 0.8037763833999634,
                "variable": "pumpPressureTarget"
            }, {
                "contributionScore": 0.7538774013519287,
                "variable": "pumpPressureA"
            }],
            "isAnomaly": true,
            "severity": 0.630062997341156,
            "score": 1.0826258659362793
        },
        "errors": []
    }, {
        "timestamp": "2020-10-01T14:00:00Z",
        "value": {
            "contributors": [{
                "contributionScore": 1.7182817459106445,
                "variable": "opticalRFiltered"
            }, {
                "contributionScore": 1.7182817459106445,
                "variable": "opticalLFiltered"
            }, {
                "contributionScore": 1.4336364269256592,
                "variable": "pumpPressureA"
            }, {
                "contributionScore": 1.376896858215332,
                "variable": "pumpPressureTarget"
            }, {
                "contributionScore": 1.3088722229003906,
                "variable": "pumpPressureB"
            }, {
                "contributionScore": 0.9250281453132629,
                "variable": "rotationalA"
            }, {
                "contributionScore": 0.8944095969200134,
                "variable": "rotationalC"
            }, {
                "contributionScore": 0.882785975933075,
                "variable": "rotationalB"
            }],
            "isAnomaly": true,
            "severity": 0.7462536692619324,
            "score": 1.2822741270065308
        },
        "errors": []
    }, {
        "timestamp": "2020-10-01T14:10:00Z",
        "value": {
            "contributors": [{
                "contributionScore": 1.6991353034973145,
                "variable": "opticalLFiltered"
            }, {
                "contributionScore": 1.694100022315979,
                "variable": "opticalRFiltered"
            }, {
                "contributionScore": 1.4585132598876953,
                "variable": "pumpPressureA"
            }, {
                "contributionScore": 1.3981835842132568,
                "variable": "pumpPressureTarget"
            }, {
                "contributionScore": 1.3274012804031372,
                "variable": "pumpPressureB"
            }, {
                "contributionScore": 0.9164133071899414,
                "variable": "rotationalB"
            }, {
                "contributionScore": 0.866317093372345,
                "variable": "rotationalC"
            }, {
                "contributionScore": 0.8660727143287659,
                "variable": "rotationalA"
            }],
            "isAnomaly": true,
            "severity": 0.7439216375350952,
            "score": 1.2782670259475708
        },
        "errors": []
    }, {
        "timestamp": "2020-10-01T14:20:00Z",
        "value": {
            "contributors": [{
                "contributionScore": 1.7182817459106445,
                "variable": "pumpPressureTarget"
            }, {
                "contributionScore": 1.7182817459106445,
                "variable": "pumpPressureA"
            }, {
                "contributionScore": 1.717239260673523,
                "variable": "pumpPressureB"
            }, {
                "contributionScore": 1.6402866840362549,
                "variable": "opticalLFiltered"
            }, {
                "contributionScore": 1.6245548725128174,
                "variable": "opticalRFiltered"
            }, {
                "contributionScore": 0.9680769443511963,
                "variable": "rotationalA"
            }, {
                "contributionScore": 0.9265761375427246,
                "variable": "rotationalB"
            }, {
                "contributionScore": 0.9060559272766113,
                "variable": "rotationalC"
            }],
            "isAnomaly": true,
            "severity": 0.8161752223968506,
            "score": 1.402419090270996
        },
        "errors": []
    }, {
        "timestamp": "2020-10-01T14:30:00Z",
        "value": {
            "contributors": [{
                "contributionScore": 1.7182817459106445,
                "variable": "pumpPressureB"
            }, {
                "contributionScore": 1.7182817459106445,
                "variable": "pumpPressureTarget"
            }, {
                "contributionScore": 1.7182817459106445,
                "variable": "pumpPressureA"
            }, {
                "contributionScore": 1.5525915622711182,
                "variable": "opticalLFiltered"
            }, {
                "contributionScore": 1.5448042154312134,
                "variable": "opticalRFiltered"
            }, {
                "contributionScore": 0.8039817214012146,
                "variable": "rotationalB"
            }, {
                "contributionScore": 0.7015066742897034,
                "variable": "rotationalA"
            }, {
                "contributionScore": 0.6109602451324463,
                "variable": "rotationalC"
            }],
            "isAnomaly": true,
            "severity": 0.7542918920516968,
            "score": 1.296086072921753
        },
        "errors": []
    }, {
        "timestamp": "2020-10-01T14:40:00Z",
        "value": {
            "contributors": [{
                "contributionScore": 1.7182817459106445,
                "variable": "pumpPressureB"
            }, {
                "contributionScore": 1.7182817459106445,
                "variable": "pumpPressureTarget"
            }, {
                "contributionScore": 1.7182817459106445,
                "variable": "pumpPressureA"
            }, {
                "contributionScore": 1.4283177852630615,
                "variable": "opticalRFiltered"
            }, {
                "contributionScore": 1.4270631074905396,
                "variable": "opticalLFiltered"
            }, {
                "contributionScore": 0.5175981521606445,
                "variable": "rotationalA"
            }, {
                "contributionScore": 0.5115578174591064,
                "variable": "rotationalB"
            }, {
                "contributionScore": 0.4488843083381653,
                "variable": "rotationalC"
            }],
            "isAnomaly": true,
            "severity": 0.6902437210083008,
            "score": 1.1860332489013672
        },
        "errors": []
    }, {
        "timestamp": "2020-10-01T14:50:00Z",
        "value": {
            "isAnomaly": false,
            "severity": 0.0,
            "score": 0.7803113460540771
        },
        "errors": []
    }, {
        "timestamp": "2020-10-01T15:00:00Z",
        "value": {
            "isAnomaly": false,
            "severity": 0.0,
            "score": 0.7682037949562073
        },
        "errors": []
    }, {
        "timestamp": "2020-10-01T15:10:00Z",
        "value": {
            "contributors": [{
                "contributionScore": 1.441859245300293,
                "variable": "pumpPressureB"
            }, {
                "contributionScore": 1.4267046451568604,
                "variable": "pumpPressureA"
            }, {
                "contributionScore": 1.4082783460617065,
                "variable": "pumpPressureTarget"
            }, {
                "contributionScore": 0.6326936483383179,
                "variable": "rotationalB"
            }, {
                "contributionScore": 0.5753631591796875,
                "variable": "rotationalA"
            }, {
                "contributionScore": 0.5535598993301392,
                "variable": "rotationalC"
            }, {
                "contributionScore": 0.469313383102417,
                "variable": "opticalRFiltered"
            }, {
                "contributionScore": 0.4312134385108948,
                "variable": "opticalLFiltered"
            }],
            "isAnomaly": true,
            "severity": 0.5047910213470459,
            "score": 0.8673732280731201
        },
        "errors": []
    }, {
        "timestamp": "2020-10-01T15:20:00Z",
        "value": {
            "contributors": [{
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                "variable": "pumpPressureB"
            }, {
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                "variable": "pumpPressureTarget"
            }, {
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                "variable": "rotationalB"
            }, {
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                "variable": "rotationalC"
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            "score": 0.8878336548805237
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        "errors": []
    }, {
        "timestamp": "2020-10-01T15:30:00Z",
        "value": {
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            }, {
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            "isAnomaly": true,
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            "score": 0.8752752542495728
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        "errors": []
    }, {
        "timestamp": "2020-10-01T15:40:00Z",
        "value": {
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                "variable": "pumpPressureB"
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            }, {
                "contributionScore": 0.7550866007804871,
                "variable": "rotationalB"
            }, {
                "contributionScore": 0.6993803977966309,
                "variable": "rotationalC"
            }, {
                "contributionScore": 0.6106017827987671,
                "variable": "rotationalA"
            }, {
                "contributionScore": 0.48273396492004395,
                "variable": "opticalRFiltered"
            }, {
                "contributionScore": 0.4344526529312134,
                "variable": "opticalLFiltered"
            }],
            "isAnomaly": true,
            "severity": 0.5245879888534546,
            "score": 0.9013900756835938
        },
        "errors": []
    }, {
        "timestamp": "2020-10-01T15:50:00Z",
        "value": {
            "contributors": [{
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                "variable": "pumpPressureB"
            }, {
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            }, {
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            }, {
                "contributionScore": 0.795477032661438,
                "variable": "rotationalC"
            }, {
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                "variable": "rotationalB"
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            }, {
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                "variable": "opticalRFiltered"
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            }],
            "isAnomaly": true,
            "severity": 0.5257595181465149,
            "score": 0.9034030437469482
        },
        "errors": []
    }, {
        "timestamp": "2020-10-01T16:00:00Z",
        "value": {
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                "variable": "pumpPressureB"
            }, {
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            }, {
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                "variable": "pumpPressureTarget"
            }, {
                "contributionScore": 0.7667917013168335,
                "variable": "rotationalC"
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                "contributionScore": 0.7428655028343201,
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                "contributionScore": 0.4860280752182007,
                "variable": "opticalRFiltered"
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                "contributionScore": 0.4396693706512451,
                "variable": "rotationalA"
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                "variable": "opticalLFiltered"
            }],
            "isAnomaly": true,
            "severity": 0.5150060653686523,
            "score": 0.8849256038665771
        },
        "errors": []
    }, {
        "timestamp": "2020-10-01T16:10:00Z",
        "value": {
            "contributors": [{
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                "variable": "pumpPressureB"
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                "variable": "rotationalB"
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            }],
            "isAnomaly": true,
            "severity": 0.5431618690490723,
            "score": 0.9333051443099976
        },
        "errors": []
    }, {
        "timestamp": "2020-10-01T16:20:00Z",
        "value": {
            "contributors": [{
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                "variable": "pumpPressureB"
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            }, {
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                "variable": "rotationalB"
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                "contributionScore": 0.5585207939147949,
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            "isAnomaly": true,
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            "score": 0.8553766012191772
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        "errors": []
    }, {
        "timestamp": "2020-10-01T16:30:00Z",
        "value": {
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                "variable": "pumpPressureB"
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            "isAnomaly": true,
            "severity": 0.596910834312439,
            "score": 1.0256611108779907
        },
        "errors": []
    }, {
        "timestamp": "2020-10-01T16:40:00Z",
        "value": {
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            "severity": 0.0,
            "score": 0.6813181638717651
        },
        "errors": []
    }, {
        "timestamp": "2020-10-01T16:50:00Z",
        "value": {
            "contributors": [{
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            }, {
                "contributionScore": 1.7182817459106445,
                "variable": "pumpPressureA"
            }, {
                "contributionScore": 1.2649003267288208,
                "variable": "opticalLFiltered"
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                "contributionScore": 1.2617851495742798,
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            }, {
                "contributionScore": 0.5398380160331726,
                "variable": "rotationalC"
            }, {
                "contributionScore": 0.3769376277923584,
                "variable": "rotationalB"
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                "contributionScore": 0.3365288972854614,
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            }],
            "isAnomaly": true,
            "severity": 0.6499832272529602,
            "score": 1.1168544292449951
        },
        "errors": []
    }, {
        "timestamp": "2020-10-01T17:00:00Z",
        "value": {
            "contributors": [{
                "contributionScore": 1.5188935995101929,
                "variable": "rotationalA"
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            }, {
                "contributionScore": 1.0736936330795288,
                "variable": "rotationalB"
            }, {
                "contributionScore": 0.879158079624176,
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            "isAnomaly": false,
            "severity": 0.0,
            "score": 0.33449238538742065
        },
        "errors": []
    }, {
        "timestamp": "2020-10-06T22:20:00Z",
        "value": {
            "isAnomaly": false,
            "severity": 0.0,
            "score": 0.7326101064682007
        },
        "errors": []
    }, {
        "timestamp": "2020-10-06T22:30:00Z",
        "value": {
            "contributors": [{
                "contributionScore": 1.509753942489624,
                "variable": "opticalRFiltered"
            }, {
                "contributionScore": 1.5085796117782593,
                "variable": "opticalLFiltered"
            }, {
                "contributionScore": 1.0905230045318604,
                "variable": "pumpPressureA"
            }, {
                "contributionScore": 1.0543714761734009,
                "variable": "pumpPressureTarget"
            }, {
                "contributionScore": 1.009084701538086,
                "variable": "pumpPressureB"
            }, {
                "contributionScore": 0.5379694104194641,
                "variable": "rotationalA"
            }, {
                "contributionScore": 0.49947601556777954,
                "variable": "rotationalB"
            }, {
                "contributionScore": 0.4106682538986206,
                "variable": "rotationalC"
            }],
            "isAnomaly": true,
            "severity": 0.5543637871742249,
            "score": 0.9525532722473145
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        "errors": []
    }, {
        "timestamp": "2020-10-06T22:40:00Z",
        "value": {
            "contributors": [{
                "contributionScore": 1.6308974027633667,
                "variable": "pumpPressureA"
            }, {
                "contributionScore": 1.5267552137374878,
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                "variable": "opticalRFiltered"
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                "contributionScore": 1.5073822736740112,
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                "contributionScore": 1.483096957206726,
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                "variable": "rotationalC"
            }],
            "isAnomaly": true,
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    }, {
        "timestamp": "2020-10-06T22:50:00Z",
        "value": {
            "contributors": [{
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                "variable": "opticalRFiltered"
            }, {
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                "variable": "opticalLFiltered"
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                "contributionScore": 1.2094842195510864,
                "variable": "pumpPressureA"
            }, {
                "contributionScore": 1.1603872776031494,
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                "contributionScore": 1.1160619258880615,
                "variable": "pumpPressureB"
            }, {
                "contributionScore": 0.6183352470397949,
                "variable": "rotationalA"
            }, {
                "contributionScore": 0.5217719674110413,
                "variable": "rotationalC"
            }, {
                "contributionScore": 0.4763341546058655,
                "variable": "rotationalB"
            }],
            "isAnomaly": true,
            "severity": 0.5828642845153809,
            "score": 1.0015251636505127
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        "errors": []
    }, {
        "timestamp": "2020-10-06T23:00:00Z",
        "value": {
            "isAnomaly": false,
            "severity": 0.0,
            "score": 0.6047506928443909
        },
        "errors": []
    }, {
        "timestamp": "2020-10-06T23:10:00Z",
        "value": {
            "isAnomaly": false,
            "severity": 0.0,
            "score": 0.618984043598175
        },
        "errors": []
    }, {
        "timestamp": "2020-10-06T23:20:00Z",
        "value": {
            "isAnomaly": false,
            "severity": 0.0,
            "score": 0.7891684770584106
        },
        "errors": []
    }, {
        "timestamp": "2020-10-06T23:30:00Z",
        "value": {
            "isAnomaly": false,
            "severity": 0.0,
            "score": 0.7626413106918335
        },
        "errors": []
    }, {
        "timestamp": "2020-10-06T23:40:00Z",
        "value": {
            "isAnomaly": false,
            "severity": 0.0,
            "score": 0.6756367087364197
        },
        "errors": []
    }, {
        "timestamp": "2020-10-06T23:50:00Z",
        "value": {
            "isAnomaly": false,
            "severity": 0.0,
            "score": 0.739004909992218
        },
        "errors": []
    }, {
        "timestamp": "2020-10-07T00:00:00Z",
        "value": {
            "contributors": [{
                "contributionScore": 1.5414330959320068,
                "variable": "pumpPressureB"
            }, {
                "contributionScore": 1.442026972770691,
                "variable": "pumpPressureTarget"
            }, {
                "contributionScore": 1.4114974737167358,
                "variable": "pumpPressureA"
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                "contributionScore": 1.1544840335845947,
                "variable": "opticalLFiltered"
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                "contributionScore": 1.1453908681869507,
                "variable": "opticalRFiltered"
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                "variable": "rotationalB"
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                "contributionScore": 0.8641642332077026,
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                "contributionScore": 0.18897020816802979,
                "variable": "rotationalC"
            }],
            "isAnomaly": true,
            "severity": 0.6413179039955139,
            "score": 1.1019649505615234
        },
        "errors": []
    }, {
        "timestamp": "2020-10-07T00:10:00Z",
        "value": {
            "isAnomaly": false,
            "severity": 0.0,
            "score": 0.6551157236099243
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        "errors": []
    }, {
        "timestamp": "2020-10-07T00:20:00Z",
        "value": {
            "contributors": [{
                "contributionScore": 1.5387310981750488,
                "variable": "opticalRFiltered"
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                "contributionScore": 0.9298431873321533,
                "variable": "rotationalC"
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                "contributionScore": 0.8505274653434753,
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                "contributionScore": 0.82359778881073,
                "variable": "pumpPressureTarget"
            }, {
                "contributionScore": 0.7558652758598328,
                "variable": "pumpPressureA"
            }],
            "isAnomaly": true,
            "severity": 0.6067804098129272,
            "score": 1.0426198244094849
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        "errors": []
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        "timestamp": "2020-10-07T00:30:00Z",
        "value": {
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            }, {
                "contributionScore": 1.413731336593628,
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            }, {
                "contributionScore": 1.1354453563690186,
                "variable": "rotationalA"
            }, {
                "contributionScore": 1.1079165935516357,
                "variable": "rotationalC"
            }, {
                "contributionScore": 0.9180120825767517,
                "variable": "pumpPressureB"
            }, {
                "contributionScore": 0.8829984068870544,
                "variable": "pumpPressureTarget"
            }, {
                "contributionScore": 0.8183854818344116,
                "variable": "pumpPressureA"
            }],
            "isAnomaly": true,
            "severity": 0.65946364402771,
            "score": 1.1331443786621094
        },
        "errors": []
    }, {
        "timestamp": "2020-10-07T00:40:00Z",
        "value": {
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                "contributionScore": 1.4322271347045898,
                "variable": "opticalRFiltered"
            }, {
                "contributionScore": 1.406791090965271,
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            }, {
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                "contributionScore": 1.000722050666809,
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            }, {
                "contributionScore": 0.9907549619674683,
                "variable": "rotationalC"
            }, {
                "contributionScore": 0.8871068358421326,
                "variable": "pumpPressureB"
            }, {
                "contributionScore": 0.82485431432724,
                "variable": "pumpPressureTarget"
            }, {
                "contributionScore": 0.7302252650260925,
                "variable": "pumpPressureA"
            }],
            "isAnomaly": true,
            "severity": 0.6081956624984741,
            "score": 1.0450515747070312
        },
        "errors": []
    }, {
        "timestamp": "2020-10-07T00:50:00Z",
        "value": {
            "contributors": [{
                "contributionScore": 1.6697537899017334,
                "variable": "opticalRFiltered"
            }, {
                "contributionScore": 1.65485417842865,
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            }, {
                "contributionScore": 0.9734489321708679,
                "variable": "rotationalA"
            }, {
                "contributionScore": 0.9447827339172363,
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            }, {
                "contributionScore": 0.9301097393035889,
                "variable": "pumpPressureA"
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                "contributionScore": 0.9178533554077148,
                "variable": "rotationalB"
            }, {
                "contributionScore": 0.8823643326759338,
                "variable": "pumpPressureTarget"
            }, {
                "contributionScore": 0.8651296496391296,
                "variable": "pumpPressureB"
            }],
            "isAnomaly": true,
            "severity": 0.6429603695869446,
            "score": 1.1047871112823486
        },
        "errors": []
    }, {
        "timestamp": "2020-10-07T01:00:00Z",
        "value": {
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            }, {
                "contributionScore": 1.5544214248657227,
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            }, {
                "contributionScore": 1.0358619689941406,
                "variable": "pumpPressureA"
            }, {
                "contributionScore": 1.003510594367981,
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            }, {
                "contributionScore": 0.9562128186225891,
                "variable": "pumpPressureB"
            }, {
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                "variable": "rotationalB"
            }, {
                "contributionScore": 0.4442446231842041,
                "variable": "rotationalA"
            }, {
                "contributionScore": 0.3606458306312561,
                "variable": "rotationalC"
            }],
            "isAnomaly": true,
            "severity": 0.5430248379707336,
            "score": 0.9330697655677795
        },
        "errors": []
    }, {
        "timestamp": "2020-10-07T01:10:00Z",
        "value": {
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            "score": 0.6658228635787964
        },
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    }, {
        "timestamp": "2020-10-07T01:20:00Z",
        "value": {
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            "score": 0.8076028227806091
        },
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    }, {
        "timestamp": "2020-10-07T01:30:00Z",
        "value": {
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            "score": 0.6779837608337402
        },
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    }, {
        "timestamp": "2020-10-07T01:40:00Z",
        "value": {
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                "variable": "pumpPressureA"
            }, {
                "contributionScore": 1.270790696144104,
                "variable": "opticalRFiltered"
            }, {
                "contributionScore": 1.2506517171859741,
                "variable": "opticalLFiltered"
            }, {
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                "variable": "pumpPressureTarget"
            }, {
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            }, {
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                "variable": "rotationalA"
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                "variable": "rotationalB"
            }, {
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            }],
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            "severity": 0.5187886357307434,
            "score": 0.8914250731468201
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        "timestamp": "2020-10-07T01:50:00Z",
        "value": {
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            }, {
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            }, {
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                "variable": "pumpPressureB"
            }, {
                "contributionScore": 1.1303236484527588,
                "variable": "opticalLFiltered"
            }, {
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                "variable": "opticalRFiltered"
            }, {
                "contributionScore": 0.30496424436569214,
                "variable": "rotationalA"
            }, {
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                "variable": "rotationalC"
            }, {
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                "variable": "rotationalB"
            }],
            "isAnomaly": true,
            "severity": 0.5673720240592957,
            "score": 0.9749050736427307
        },
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    }, {
        "timestamp": "2020-10-07T02:00:00Z",
        "value": {
            "isAnomaly": false,
            "severity": 0.0,
            "score": 0.7609139680862427
        },
        "errors": []
    }, {
        "timestamp": "2020-10-07T02:10:00Z",
        "value": {
            "isAnomaly": false,
            "severity": 0.0,
            "score": 0.7707102298736572
        },
        "errors": []
    }, {
        "timestamp": "2020-10-07T02:20:00Z",
        "value": {
            "isAnomaly": false,
            "severity": 0.0,
            "score": 0.7775367498397827
        },
        "errors": []
    }, {
        "timestamp": "2020-10-07T02:30:00Z",
        "value": {
            "isAnomaly": false,
            "severity": 0.0,
            "score": 0.5664929747581482
        },
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    }, {
        "timestamp": "2020-10-07T02:40:00Z",
        "value": {
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                "variable": "pumpPressureB"
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                "variable": "pumpPressureTarget"
            }, {
                "contributionScore": 1.248587727546692,
                "variable": "pumpPressureA"
            }, {
                "contributionScore": 1.055064082145691,
                "variable": "opticalLFiltered"
            }, {
                "contributionScore": 1.0251697301864624,
                "variable": "opticalRFiltered"
            }, {
                "contributionScore": 0.908318281173706,
                "variable": "rotationalC"
            }, {
                "contributionScore": 0.19656026363372803,
                "variable": "rotationalA"
            }, {
                "contributionScore": 0.14594846963882446,
                "variable": "rotationalB"
            }],
            "isAnomaly": true,
            "severity": 0.523018479347229,
            "score": 0.8986931443214417
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        "errors": []
    }]
}
{
  "required": [
    "resultId",
    "results",
    "summary"
  ],
  "properties": {
    "resultId": {
      "type": "string",
      "format": "uuid",
      "example": "45aad126-aafd-11ea-b8fb-d89ef3400c5f"
    },
    "summary": {
      "description": "Multivariate anomaly detection status",
      "required": [
        "setupInfo",
        "status"
      ],
      "properties": {
        "status": {
          "type": "string",
          "description": "Multivariate anomaly detection status",
          "example": "READY",
          "enum": [
            "CREATED",
            "RUNNING",
            "READY",
            "FAILED"
          ],
          "x-ms-enum": {
            "name": "DetectionStatus",
            "modelAsString": false
          }
        },
        "errors": {
          "type": "array",
          "description": "Error message when creating or training model fails.",
          "items": {
            "required": [
              "code",
              "message"
            ],
            "properties": {
              "code": {
                "type": "string",
                "x-nullable": false,
                "description": "The error Code"
              },
              "message": {
                "type": "string",
                "x-nullable": false,
                "description": "A message explaining the error reported by the service."
              }
            },
            "type": "object"
          }
        },
        "variableStates": {
          "type": "array",
          "example": [
            {
              "variable": "ad_input",
              "filledNARatio": 0.0,
              "effectiveCount": 26,
              "startTime": "2019-04-01T00:00:00Z",
              "endTime": "2019-04-01T00:25:00Z",
              "errors": []
            },
            {
              "variable": "ad_on_timer_output",
              "filledNARatio": 0.0,
              "effectiveCount": 26,
              "startTime": "2019-04-01T00:00:00Z",
              "endTime": "2019-04-01T00:25:00Z",
              "errors": []
            },
            {
              "variable": "ad_output",
              "filledNARatio": 0.0,
              "effectiveCount": 26,
              "startTime": "2019-04-01T00:00:00Z",
              "endTime": "2019-04-01T00:25:00Z",
              "errors": []
            },
            {
              "variable": "ad_series_init",
              "filledNARatio": 0.0,
              "effectiveCount": 26,
              "startTime": "2019-04-01T00:00:00Z",
              "endTime": "2019-04-01T00:25:00Z",
              "errors": []
            },
            {
              "variable": "cpu",
              "filledNARatio": 0.0,
              "effectiveCount": 26,
              "startTime": "2019-04-01T00:00:00Z",
              "endTime": "2019-04-01T00:25:00Z",
              "errors": []
            },
            {
              "variable": "data_in_speed",
              "filledNARatio": 0.0,
              "effectiveCount": 26,
              "startTime": "2019-04-01T00:00:00Z",
              "endTime": "2019-04-01T00:25:00Z",
              "errors": []
            },
            {
              "variable": "data_out_speed",
              "filledNARatio": 0.0,
              "effectiveCount": 26,
              "startTime": "2019-04-01T00:00:00Z",
              "endTime": "2019-04-01T00:25:00Z",
              "errors": []
            },
            {
              "variable": "F-Link_last_check_point_duration",
              "filledNARatio": 0.0,
              "effectiveCount": 26,
              "startTime": "2019-04-01T00:00:00Z",
              "endTime": "2019-04-01T00:25:00Z",
              "errors": []
            },
            {
              "variable": "ingestion",
              "filledNARatio": 0.0,
              "effectiveCount": 26,
              "startTime": "2019-04-01T00:00:00Z",
              "endTime": "2019-04-01T00:25:00Z",
              "errors": []
            }
          ],
          "items": {
            "properties": {
              "variable": {
                "type": "string",
                "description": "Variable name."
              },
              "filledNARatio": {
                "type": "number",
                "description": "Merged NA ratio of a variable.",
                "minimum": 0,
                "maximum": 1
              },
              "effectiveCount": {
                "type": "integer",
                "description": "Effective time-series points count."
              },
              "startTime": {
                "type": "string",
                "format": "date-time",
                "description": "Start time of a variable"
              },
              "endTime": {
                "type": "string",
                "format": "date-time",
                "description": "End time of a variable"
              },
              "errors": {
                "type": "array",
                "description": "Error message when parse variable",
                "items": {
                  "required": [
                    "code",
                    "message"
                  ],
                  "properties": {
                    "code": {
                      "type": "string",
                      "x-nullable": false,
                      "description": "The error Code"
                    },
                    "message": {
                      "type": "string",
                      "x-nullable": false,
                      "description": "A message explaining the error reported by the service."
                    }
                  },
                  "type": "object"
                }
              }
            },
            "type": "object"
          }
        },
        "setupInfo": {
          "description": "Request to submit a detection.",
          "required": [
            "source",
            "endTime",
            "startTime"
          ],
          "properties": {
            "source": {
              "type": "string",
              "description": "The blob link to the input data. It should be a zipped folder containing csv files. Each csv file should has two columns with header 'timestamp' and 'value' (case sensitive). The file name will be used as the variable name. The variables used for detection should be exactly the same as for training. Please refer to the sample data to prepare your own data accordingly.",
              "example": "https://multiadsample.blob.core.windows.net/data/sample_data_2_1000.zip?sp=rl&st=2020-12-04T06:03:47Z&se=2022-12-05T06:03:00Z&sv=2019-12-12&sr=b&sig=AZTbvZ7fcp3MdqGY%2FvGHJXJjUgjS4DneCGl7U5omq5c%3D"
            },
            "startTime": {
              "type": "string",
              "format": "date-time",
              "description": "A required field, start time of data to be used for detection, should be date-time.",
              "example": "2019-04-01T00:15:00Z"
            },
            "endTime": {
              "type": "string",
              "format": "date-time",
              "description": "A required field, end time of data to be used for detection, should be date-time.",
              "example": "2019-04-01T00:40:00Z"
            }
          },
          "type": "object",
          "example": {
            "source": "https://multiadsample.blob.core.windows.net/data/sample_data_2_1000.zip?sp=rl&st=2020-12-04T06:03:47Z&se=2022-12-05T06:03:00Z&sv=2019-12-12&sr=b&sig=AZTbvZ7fcp3MdqGY%2FvGHJXJjUgjS4DneCGl7U5omq5c%3D",
            "startTime": "2019-04-01T00:15:00Z",
            "endTime": "2019-04-01T00:40:00Z"
          }
        }
      },
      "type": "object"
    },
    "results": {
      "type": "array",
      "description": "anomaly status of each timestamp",
      "items": {
        "required": [
          "timestamp"
        ],
        "properties": {
          "timestamp": {
            "type": "string",
            "format": "date-time",
            "description": "timestamp",
            "example": "2020-01-01T00:00:00Z"
          },
          "value": {
            "required": [
              "isAnomaly",
              "severity"
            ],
            "properties": {
              "contributors": {
                "type": "array",
                "description": "If current timestamp is an anomaly, contributors will show potential root cause for thus anomaly. Contributors can help us understand why current timestamp has been detected as an anomaly.",
                "items": {
                  "properties": {
                    "contributionScore": {
                      "type": "number",
                      "description": "The higher the contribution score is, the more likely the variable to be the root cause of a anomaly.",
                      "example": 0.6,
                      "minimum": 0,
                      "maximum": 2
                    },
                    "variable": {
                      "type": "string",
                      "description": "Variable name of a contributor",
                      "example": "ingestion"
                    }
                  },
                  "type": "object"
                }
              },
              "isAnomaly": {
                "type": "boolean",
                "description": "To indicate whether current timestamp is anomaly or not",
                "example": true
              },
              "severity": {
                "type": "number",
                "description": "anomaly score of the current timestamp, the more significant an anomaly is, the higher the score will be",
                "example": 0.8,
                "minimum": 0,
                "maximum": 1
              },
              "score": {
                "type": "number",
                "description": "anomaly score of the current timestamp, the more significant an anomaly is, the higher the score will be, score measures global significance",
                "example": 0.1,
                "minimum": 0,
                "maximum": 2
              }
            },
            "type": "object"
          },
          "errors": {
            "type": "array",
            "description": "Error message when inference this timestamp",
            "items": {
              "required": [
                "code",
                "message"
              ],
              "properties": {
                "code": {
                  "type": "string",
                  "x-nullable": false,
                  "description": "The error Code"
                },
                "message": {
                  "type": "string",
                  "x-nullable": false,
                  "description": "A message explaining the error reported by the service."
                }
              },
              "type": "object"
            }
          }
        },
        "type": "object"
      }
    }
  },
  "type": "object",
  "description": "Anomaly Response of one detection corresponds to a resultId."
}

Response 500

Internal Server Error.

Response 403

The certificate you provided is not accepted by server.

Response 400

Possible Errors:

  • ResultNotExist
    The result does not exist.

{
  "code" : "ResultNotExist",
  "message" : "The result does not exist."
}
{
  "required": [
    "code",
    "message"
  ],
  "properties": {
    "code": {
      "type": "string",
      "x-nullable": false,
      "description": "The error Code"
    },
    "message": {
      "type": "string",
      "x-nullable": false,
      "description": "A message explaining the error reported by the service."
    }
  },
  "type": "object"
}

Response 405

Method Not Allowed.

Code samples

@ECHO OFF

curl -v -X GET "https://*.cognitiveservices.azure.com/anomalydetector/v1.1-preview/multivariate/results/{resultId}"
-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/multivariate/results/{resultId}?" + queryString;

            var response = await client.GetAsync(uri);
        }
    }
}	
// // 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/multivariate/results/{resultId}");


            URI uri = builder.build();
            HttpGet request = new HttpGet(uri);
            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/multivariate/results/{resultId}?" + $.param(params),
            beforeSend: function(xhrObj){
                // Request headers
                xhrObj.setRequestHeader("Ocp-Apim-Subscription-Key","{subscription key}");
            },
            type: "GET",
            // 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/multivariate/results/{resultId}";
    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:@"GET"];
    // Request headers
    [_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/multivariate/results/{resultId}');
$url = $request->getUrl();

$headers = array(
    // Request headers
    'Ocp-Apim-Subscription-Key' => '{subscription key}',
);

$request->setHeader($headers);

$parameters = array(
    // Request parameters
);

$url->setQueryVariables($parameters);

$request->setMethod(HTTP_Request2::METHOD_GET);

// 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
    'Ocp-Apim-Subscription-Key': '{subscription key}',
}

params = urllib.urlencode({
})

try:
    conn = httplib.HTTPSConnection('*.cognitiveservices.azure.com')
    conn.request("GET", "/anomalydetector/v1.1-preview/multivariate/results/{resultId}?%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
    'Ocp-Apim-Subscription-Key': '{subscription key}',
}

params = urllib.parse.urlencode({
})

try:
    conn = http.client.HTTPSConnection('*.cognitiveservices.azure.com')
    conn.request("GET", "/anomalydetector/v1.1-preview/multivariate/results/{resultId}?%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/multivariate/results/{resultId}')
uri.query = URI.encode_www_form({
})

request = Net::HTTP::Get.new(uri.request_uri)
# 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