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Predict

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UiPath.DataRobot.Activities.Predict

Once a machine learning model has been deployed on the DataRobot server, this activity uses it to predict the target feature based on a single data set.

Properties​

Common​

  • DisplayName - The display name of the activity.

Credentials​

  • Password - The password used to log into DataRobot.
  • URL - *(Optional)
  • The URL of your DataRobot host. Defaults to https://app.datarobot.com if no value is provided.
  • Username - The username used to log into DataRobot.

Input​

  • Data - The local path of the data file used to predict the target feature. This file must contain tabular data (e.g. a .csv file) with each line missing a value for the target feature.
  • Deployment - The name of the deployed model used to predict the target feature.

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Output​

  • Predictions - The predicted values of the target feature as a Prediction[].

Prediction objects contain the following fields:

* **Value** (`String`) - The predicted value for the model's target feature.
* **Confidence** (`Double`) - The confidence, as a value between 0 and 1, that the predicted value is correct.
* **PredictionExplanation** (`Explanation[ ]`) - An array of features used to train the model and the degree to which they influence the predicted value.

Explanation objects contain the following fields:

FeatureValue (String) - The value this feature held in the input data.

Strength (Double) - A numerical indication of how strongly this feature correlated to the predicted value.

Feature (String) - The name of this feature.

QualitativeStrength (String) - A visual representation of how strongly this feature correlates with the predicted value. Possible values are ---, --, -, , +, ++, +++.