Get Feature Importance for an Analysis Group

Get Feature Importance data for an Analysis Group.

This endpoint provides Feature Importance results aggregated across the Analyses in an existing Analysis Group, and returns a list of feature groups with associated Features API features and group p-values.

Request

HTTP Request

GET https://api.predicthq.com/v1/beam/analysis-groups/$group_id/feature-importance

Path Parameters

Parameter	Description
group_id	An existing Beam Analysis Group ID.

Response

Response Fields

Field	Description
feature_importance array	List of Feature Importance groups. The structure of the response matches that of an individual Analysis. Please refer to the Feature Importance Response Fields section for the structure of each record.

Example response

Below is an example response:

{
    "feature_importance": [
        {
            "feature_group": "school-holidays",
            "features": [
                "phq_rank_school_holidays"
            ],
            "p_value": 0.0236,
            "important": true
        },
        {
            "feature_group": "observances",
            "features": [
                "phq_rank_observances"
            ],
            "p_value": 0.0313,
            "important": true
        },
        {
            "feature_group": "conferences",
            "features": [
                "phq_attendance_conferences"
            ],
            "p_value": 0.0532,
            "important": true
        },
        {
            "feature_group": "community",
            "features": [
                "phq_attendance_community"
            ],
            "p_value": 0.0717,
            "important": true
        },
        {
            "feature_group": "performing-arts",
            "features": [
                "phq_attendance_performing_arts"
            ],
            "p_value": 0.2541,
            "important": false
        },
        {
            "feature_group": "concerts",
            "features": [
                "phq_attendance_concerts"
            ],
            "p_value": 0.3528,
            "important": false
        },
        {
            "feature_group": "academic",
            "features": [
                "phq_rank_academic_exam",
                "phq_rank_academic_holiday"
            ],
            "p_value": 0.6479,
            "important": false
        },
        {
            "feature_group": "expos",
            "features": [
                "phq_attendance_expos"
            ],
            "p_value": 0.7802,
            "important": false
        },
        {
            "feature_group": "festivals",
            "features": [
                "phq_attendance_festivals"
            ],
            "p_value": 0.9684,
            "important": false
        },
        {
            "feature_group": "public-holidays",
            "features": [
                "phq_rank_public_holidays"
            ],
            "p_value": 0.9975,
            "important": false
        },
        {
            "feature_group": "sports",
            "features": [
                "phq_attendance_sports"
            ],
            "p_value": 0.9999,
            "important": false
        }
    ]
}

Examples

curl

curl -X GET "https://api.predicthq.com/v1/beam/analysis-groups/$GROUP_ID/feature-importance" \
     -H "Accept: application/json" \
     -H "Authorization: Bearer $ACCESS_TOKEN"

python

import requests

response = requests.get(
    url="https://api.predicthq.com/v1/beam/analysis-groups/$GROUP_ID/feature-importance",
    headers={
      "Authorization": "Bearer $ACCESS_TOKEN",
      "Accept": "application/json"
    }
)

print(response.json())