[
{
"name": "Feature 'Age' is numeric",
"description": "Asserts that the feature 'Age' is numeric",
"type": "integrity",
"subtype": "dtypeValidation",
"thresholds": [
{
"insightName": "featureProfile",
"insightParameters": [{ "name": "name", "value": "Age" }], // Selects the feature
"measurement": "dtype",
"operator": "is",
"value": "Numeric" // Checks that it is Numeric
}
],
"subpopulationFilters": null,
"mode": "development",
"usesValidationDataset": true, // Apply test to the validation set
"usesTrainingDataset": false,
"usesMlModel": false,
"syncId": "b4dee7dc-4f15-48ca-a282-63e2c04e0689" // Some unique id
},
{
"name": "Feature 'Geography' is categorical",
"description": "Asserts that the feature 'Geography' is categorical",
"type": "integrity",
"subtype": "dtypeValidation",
"thresholds": [
{
"insightName": "featureProfile",
"insightParameters": [{ "name": "name", "value": "Geography" }], // Selects the feature
"measurement": "dtype",
"operator": "is",
"value": "Categorical" // Checks that it is Categorical
}
],
"subpopulationFilters": null,
"mode": "development",
"usesValidationDataset": true, // Apply test to the validation set
"usesTrainingDataset": false,
"usesMlModel": false,
"syncId": "96622fba-ea00-4e42-8f42-5e8f5f60805f" // Some unique id
}
]