Retrieve Suggested Config from User Input Via REST API

In some cases, users might wish to get a suggested configuration based on their data without actually exporting their data to Mona. This can now be easily achieved with Mona's /suggest_new_config REST API endpoint.

To access Mona's API, first, an accessToken must be generated and added to the request.

Once users have their accessToken they can add it to their authorization and send a POST request in the following format:

curl --location --request POST 'https://api{YOUR-USER-ID}.monalabs.io/suggest_new_config' \
--header 'Authorization: Bearer YOUR-ACCESS-TOKEN' \
--header 'Content-Type: application/json' \
--data-raw '{
  "events": {
    "messages": [
      {
        "arcClass": "{YOUR_CONTEXT_CLASS}",
        "contextId": "{contextId}",
        "exportTimestamp": {TIMESTAMP},
        "message": {
          "occupation": "manufacturing",
          "city": "Fort Smith",
          "state": "Arkansas",
          "purpose": "Credit score improvement",
          "credit_score": 0.3926368592424558,
          "loan_taken": true,
          "return_until": 1619948737000,
          "offered_amount": 2015,
          "approved_amount": 2015,
          "stage": "inference",
          "model_version": "v1"
        }
      },
      {
        "arcClass": "{YOUR_CONTEXT_CLASS}",
        "contextId": "{contextId}",
        "exportTimestamp": {TIMESTAMP},
        "message": {
          "feature_0": 2858561.5949184396,
          "feature_1": 5.777438394215511,
          "feature_2": 762,
          "feature_3": 8102,
          "feature_4": 0,
          "feature_5": 0.9689581447209208,
          "feature_6": 27,
          "feature_7": 0,
          "feature_8": 1384.99655593255,
          "feature_9": 18.11042489302702
        }
      }
    ]
  }
}'
import requests
url = "https://api{YOUR-USER-ID}.monalabs.io/suggest_new_config"

payload={
  "events": {
    "messages": [
      {
        "arcClass": "{YOUR_CONTEXT_CLASS}",
        "contextId": "{contextId}",
        "exportTimestamp": {TIMESTAMP},
        "message": {
          "occupation": "manufacturing",
          "city": "Fort Smith",
          "state": "Arkansas",
          "purpose": "Credit score improvement",
          "credit_score": 0.3926368592424558,
          "loan_taken": true,
          "return_until": 1619948737000,
          "offered_amount": 2015,
          "approved_amount": 2015,
          "stage": "inference",
          "model_version": "v1"
        }
      },
      {
        "arcClass": "{YOUR_CONTEXT_CLASS}",
        "contextId": "{contextId}",
        "exportTimestamp": {TIMESTAMP},
        "message": {
          "feature_0": 2858561.5949184396,
          "feature_1": 5.777438394215511,
          "feature_2": 762,
          "feature_3": 8102,
          "feature_4": 0,
          "feature_5": 0.9689581447209208,
          "feature_6": 27,
          "feature_7": 0,
          "feature_8": 1384.99655593255,
          "feature_9": 18.11042489302702
        }
      }
    ]
  }
}

headers = {
  'Authorization': 'Bearer YOUR-ACCESS-TOKEN',
  'Content-Type': 'application/json'
}

response = requests.request("POST", url, headers=headers, json=payload)

print(response.text)

The response for this call will be a list of all new sources still unused by Mona and a suggested configuration that includes existing fields in this class and the new fields exported now.

{
  "unused_sources": {
    "YOUR_CONTEXT_CLASS": [
      {
        "field_name": "approved_amount",
        "field_possible_types": [
          "numeric",
          "string"
        ]
      },
      {
        "field_name": "city",
        "field_possible_types": [
          "string"
        ]
      },
      {
        "field_name": "credit_score",
        "field_possible_types": [
          "numeric",
          "string"
        ]
      },
      {
        "field_name": "feature_0",
        "field_possible_types": [
          "numeric",
          "string"
        ]
      },
      {
        "field_name": "feature_1",
        "field_possible_types": [
          "numeric",
          "string"
        ]
      },
      {
        "field_name": "feature_2",
        "field_possible_types": [
          "numeric",
          "string"
        ]
      },
      {
        "field_name": "feature_3",
        "field_possible_types": [
          "numeric",
          "string"
        ]
      },
      {
        "field_name": "feature_4",
        "field_possible_types": [
          "boolean",
          "numeric",
          "string"
        ]
      },
      {
        "field_name": "feature_5",
        "field_possible_types": [
          "numeric",
          "string"
        ]
      },
      {
        "field_name": "feature_6",
        "field_possible_types": [
          "numeric",
          "string"
        ]
      },
      {
        "field_name": "feature_7",
        "field_possible_types": [
          "boolean",
          "numeric",
          "string"
        ]
      },
      {
        "field_name": "feature_8",
        "field_possible_types": [
          "numeric",
          "string"
        ]
      },
      {
        "field_name": "feature_9",
        "field_possible_types": [
          "numeric",
          "string"
        ]
      },
      {
        "field_name": "loan_taken",
        "field_possible_types": [
          "boolean",
          "numeric",
          "string"
        ]
      },
      {
        "field_name": "model_version",
        "field_possible_types": [
          "string"
        ]
      },
      {
        "field_name": "occupation",
        "field_possible_types": [
          "string"
        ]
      },
      {
        "field_name": "offered_amount",
        "field_possible_types": [
          "numeric",
          "string"
        ]
      },
      {
        "field_name": "purpose",
        "field_possible_types": [
          "string"
        ]
      },
      {
        "field_name": "return_until",
        "field_possible_types": [
          "numeric",
          "string"
        ]
      },
      {
        "field_name": "stage",
        "field_possible_types": [
          "string"
        ]
      },
      {
        "field_name": "state",
        "field_possible_types": [
          "string"
        ]
      }
    ]
  },
  "suggested_config": {
    "YOUR_USER_ID": {
      "YOUR_CONTEXT_CLASS": {
        "fields": {
          "approved_amount": {
            "type": "numeric",
            "segmentations": {
              "original": {
                "default": true,
                "bucket_size": 1
              }
            }
          },
          "city": {
            "type": "string"
          },
          "credit_score": {
            "type": "numeric",
            "segmentations": {
              "original": {
                "default": true,
                "bucket_size": 1
              }
            }
          },
          "feature_0": {
            "type": "numeric",
            "segmentations": {
              "original": {
                "default": true,
                "bucket_size": 1
              }
            }
          },
          "feature_1": {
            "type": "numeric",
            "segmentations": {
              "original": {
                "default": true,
                "bucket_size": 1
              }
            }
          },
          "feature_2": {
            "type": "numeric",
            "segmentations": {
              "original": {
                "default": true,
                "bucket_size": 1
              }
            }
          },
          "feature_3": {
            "type": "numeric",
            "segmentations": {
              "original": {
                "default": true,
                "bucket_size": 1
              }
            }
          },
          "feature_4": {
            "type": "boolean"
          },
          "feature_5": {
            "type": "numeric",
            "segmentations": {
              "original": {
                "default": true,
                "bucket_size": 1
              }
            }
          },
          "feature_6": {
            "type": "numeric",
            "segmentations": {
              "original": {
                "default": true,
                "bucket_size": 1
              }
            }
          },
          "feature_7": {
            "type": "boolean"
          },
          "feature_8": {
            "type": "numeric",
            "segmentations": {
              "original": {
                "default": true,
                "bucket_size": 1
              }
            }
          },
          "feature_9": {
            "type": "numeric",
            "segmentations": {
              "original": {
                "default": true,
                "bucket_size": 1
              }
            }
          },
          "loan_taken": {
            "type": "boolean"
          },
          "model_version": {
            "type": "string"
          },
          "occupation": {
            "type": "string"
          },
          "offered_amount": {
            "type": "numeric",
            "segmentations": {
              "original": {
                "default": true,
                "bucket_size": 1
              }
            }
          },
          "purpose": {
            "type": "string"
          },
          "return_until": {
            "type": "numeric",
            "segmentations": {
              "original": {
                "default": true,
                "bucket_size": 1
              }
            }
          },
          "stage": {
            "type": "string"
          },
          "state": {
            "type": "string"
          }
        }
      }
    }
  }
}

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