Senzing v3 G2Engine Searching for Entities

Searching for Entities

searchByAttributes

searchByAttributes() retrieves entity data based on a user-specified set of entity attributes.

g2_engine.searchByAttributes(data_as_json, response_bytearray, g2_engine_flags)
Parameters
  • data_as_json: (str) A JSON document with the attribute data to search for.
  • response_bytearray: (bytearray) Object to store the output of the method.
  • g2_engine_flags: (int [optional]) One or more flags used to determine response document content. Applicable flags are listed here searchByAttributes flags )
Click to expand `searchByAttributes()` example
Example
#! /usr/bin/env python3

from senzing import G2Engine, G2Exception

# REPLACE /home/user/your_project with the path to your Senzing project
senzing_engine_configuration_json = '{ "PIPELINE": { "CONFIGPATH": "/home/user/your_project/etc", "SUPPORTPATH": "/home/user/your_project/data", "RESOURCEPATH": "/home/user/your_project/resources" }, "SQL": { "CONNECTION": "sqlite3://na:na@/home/user/your_project/var/sqlite/G2C.db" } }'

g2_engine = G2Engine()

data_as_json = '{"NAME_FULL":"BOB SMITH", "EMAIL_ADDRESS": "[email protected]"}'

response_bytearray = bytearray()

try:
    g2_engine.init("G2Engine", senzing_engine_configuration_json)

    g2_engine.searchByAttributes(
        data_as_json,
        response_bytearray)

    g2_engine.destroy()

    print(response_bytearray.decode())
    
except G2Exception as err:
    print(err)
Output
{
    "RESOLVED_ENTITIES":
    [
        {
            "MATCH_INFO":
            {
                "MATCH_LEVEL": 1,
                "MATCH_LEVEL_CODE": "RESOLVED",
                "MATCH_KEY": "+NAME+EMAIL",
                "ERRULE_CODE": "SF1_CNAME",
                "FEATURE_SCORES":
                {
                    "EMAIL":
                    [
                        {
                            "INBOUND_FEAT": "[email protected]",
                            "CANDIDATE_FEAT": "[email protected]",
                            "FULL_SCORE": 100
                        }
                    ],
                    "NAME":
                    [
                        {
                            "INBOUND_FEAT": "BOB SMITH",
                            "CANDIDATE_FEAT": "Bob J Smith",
                            "GNR_FN": 93,
                            "GNR_SN": -1,
                            "GNR_GN": -1,
                            "GENERATION_MATCH": -1,
                            "GNR_ON": -1
                        },
                        {
                            "INBOUND_FEAT": "BOB SMITH",
                            "CANDIDATE_FEAT": "Robert Smith",
                            "GNR_FN": 97,
                            "GNR_SN": -1,
                            "GNR_GN": -1,
                            "GENERATION_MATCH": -1,
                            "GNR_ON": -1
                        }
                    ]
                }
            },
            "ENTITY":
            {
                "RESOLVED_ENTITY":
                {
                    "ENTITY_ID": 1,
                    "ENTITY_NAME": "Robert Smith",
                    "FEATURES":
                    {
                        "ADDRESS":
                        [
                            {
                                "FEAT_DESC": "1515 Adela Lane Las Vegas NV 89111",
                                "LIB_FEAT_ID": 34,
                                "USAGE_TYPE": "HOME",
                                "FEAT_DESC_VALUES":
                                [
                                    {
                                        "FEAT_DESC": "1515 Adela Lane Las Vegas NV 89111",
                                        "LIB_FEAT_ID": 34
                                    },
                                    {
                                        "FEAT_DESC": "1515 Adela Ln Las Vegas NV 89132",
                                        "LIB_FEAT_ID": 76
                                    }
                                ]
                            },
                            {
                                "FEAT_DESC": "123 Main Street, Las Vegas NV 89132",
                                "LIB_FEAT_ID": 3,
                                "USAGE_TYPE": "MAILING",
                                "FEAT_DESC_VALUES":
                                [
                                    {
                                        "FEAT_DESC": "123 Main Street, Las Vegas NV 89132",
                                        "LIB_FEAT_ID": 3
                                    }
                                ]
                            }
                        ],
                        "DOB":
                        [
                            {
                                "FEAT_DESC": "11/12/1979",
                                "LIB_FEAT_ID": 75,
                                "FEAT_DESC_VALUES":
                                [
                                    {
                                        "FEAT_DESC": "11/12/1979",
                                        "LIB_FEAT_ID": 75
                                    }
                                ]
                            },
                            {
                                "FEAT_DESC": "12/11/1978",
                                "LIB_FEAT_ID": 2,
                                "FEAT_DESC_VALUES":
                                [
                                    {
                                        "FEAT_DESC": "12/11/1978",
                                        "LIB_FEAT_ID": 2
                                    },
                                    {
                                        "FEAT_DESC": "11/12/1978",
                                        "LIB_FEAT_ID": 33
                                    }
                                ]
                            }
                        ],
                        "EMAIL":
                        [
                            {
                                "FEAT_DESC": "[email protected]",
                                "LIB_FEAT_ID": 5,
                                "FEAT_DESC_VALUES":
                                [
                                    {
                                        "FEAT_DESC": "[email protected]",
                                        "LIB_FEAT_ID": 5
                                    }
                                ]
                            }
                        ],
                        "NAME":
                        [
                            {
                                "FEAT_DESC": "B Smith",
                                "LIB_FEAT_ID": 74,
                                "USAGE_TYPE": "PRIMARY",
                                "FEAT_DESC_VALUES":
                                [
                                    {
                                        "FEAT_DESC": "B Smith",
                                        "LIB_FEAT_ID": 74
                                    }
                                ]
                            },
                            {
                                "FEAT_DESC": "Robert Smith",
                                "LIB_FEAT_ID": 1,
                                "USAGE_TYPE": "PRIMARY",
                                "FEAT_DESC_VALUES":
                                [
                                    {
                                        "FEAT_DESC": "Robert Smith",
                                        "LIB_FEAT_ID": 1
                                    },
                                    {
                                        "FEAT_DESC": "Bob J Smith",
                                        "LIB_FEAT_ID": 55
                                    },
                                    {
                                        "FEAT_DESC": "Bob Smith",
                                        "LIB_FEAT_ID": 32
                                    }
                                ]
                            }
                        ],
                        "PHONE":
                        [
                            {
                                "FEAT_DESC": "702-919-1300",
                                "LIB_FEAT_ID": 4,
                                "USAGE_TYPE": "HOME",
                                "FEAT_DESC_VALUES":
                                [
                                    {
                                        "FEAT_DESC": "702-919-1300",
                                        "LIB_FEAT_ID": 4
                                    }
                                ]
                            },
                            {
                                "FEAT_DESC": "702-919-1300",
                                "LIB_FEAT_ID": 4,
                                "USAGE_TYPE": "MOBILE",
                                "FEAT_DESC_VALUES":
                                [
                                    {
                                        "FEAT_DESC": "702-919-1300",
                                        "LIB_FEAT_ID": 4
                                    }
                                ]
                            }
                        ],
                        "RECORD_TYPE":
                        [
                            {
                                "FEAT_DESC": "PERSON",
                                "LIB_FEAT_ID": 30,
                                "FEAT_DESC_VALUES":
                                [
                                    {
                                        "FEAT_DESC": "PERSON",
                                        "LIB_FEAT_ID": 30
                                    }
                                ]
                            }
                        ]
                    },
                    "RECORD_SUMMARY":
                    [
                        {
                            "DATA_SOURCE": "CUSTOMERS",
                            "RECORD_COUNT": 4,
                            "FIRST_SEEN_DT": "2022-12-16 23:01:29.560",
                            "LAST_SEEN_DT": "2022-12-16 23:01:29.584"
                        }
                    ],
                    "LAST_SEEN_DT": "2022-12-16 23:01:29.584"
                }
            }
        },
        {
            "MATCH_INFO":
            {
                "MATCH_LEVEL": 4,
                "MATCH_LEVEL_CODE": "NAME_ONLY",
                "MATCH_KEY": "+NAME",
                "ERRULE_CODE": "CNAME",
                "FEATURE_SCORES":
                {
                    "NAME":
                    [
                        {
                            "INBOUND_FEAT": "BOB SMITH",
                            "CANDIDATE_FEAT": "Robert E Smith Sr",
                            "GNR_FN": 90,
                            "GNR_SN": -1,
                            "GNR_GN": -1,
                            "GENERATION_MATCH": -1,
                            "GNR_ON": -1
                        },
                        {
                            "INBOUND_FEAT": "BOB SMITH",
                            "CANDIDATE_FEAT": "Robbie Smith",
                            "GNR_FN": 97,
                            "GNR_SN": -1,
                            "GNR_GN": -1,
                            "GENERATION_MATCH": -1,
                            "GNR_ON": -1
                        }
                    ]
                }
            },
            "ENTITY":
            {
                "RESOLVED_ENTITY":
                {
                    "ENTITY_ID": 5,
                    "ENTITY_NAME": "Robert E Smith Sr",
                    "FEATURES":
                    {
                        "ADDRESS":
                        [
                            {
                                "FEAT_DESC": "123 E Main St Henderson NV 89132",
                                "LIB_FEAT_ID": 92,
                                "USAGE_TYPE": "MAILING",
                                "FEAT_DESC_VALUES":
                                [
                                    {
                                        "FEAT_DESC": "123 E Main St Henderson NV 89132",
                                        "LIB_FEAT_ID": 92
                                    }
                                ]
                            },
                            {
                                "FEAT_DESC": "123 Main St, Las Vegas",
                                "LIB_FEAT_ID": 100003,
                                "USAGE_TYPE": "MAILING",
                                "FEAT_DESC_VALUES":
                                [
                                    {
                                        "FEAT_DESC": "123 Main St, Las Vegas",
                                        "LIB_FEAT_ID": 100003
                                    }
                                ]
                            }
                        ],
                        "DOB":
                        [
                            {
                                "FEAT_DESC": "3/31/1954",
                                "LIB_FEAT_ID": 100002,
                                "FEAT_DESC_VALUES":
                                [
                                    {
                                        "FEAT_DESC": "3/31/1954",
                                        "LIB_FEAT_ID": 100002
                                    }
                                ]
                            }
                        ],
                        "DRLIC":
                        [
                            {
                                "FEAT_DESC": "112233 NV",
                                "LIB_FEAT_ID": 93,
                                "FEAT_DESC_VALUES":
                                [
                                    {
                                        "FEAT_DESC": "112233 NV",
                                        "LIB_FEAT_ID": 93
                                    }
                                ]
                            }
                        ],
                        "NAME":
                        [
                            {
                                "FEAT_DESC": "Robert E Smith Sr",
                                "LIB_FEAT_ID": 100001,
                                "USAGE_TYPE": "PRIMARY",
                                "FEAT_DESC_VALUES":
                                [
                                    {
                                        "FEAT_DESC": "Robert E Smith Sr",
                                        "LIB_FEAT_ID": 100001
                                    },
                                    {
                                        "FEAT_DESC": "Robbie Smith",
                                        "LIB_FEAT_ID": 91
                                    }
                                ]
                            }
                        ],
                        "RECORD_TYPE":
                        [
                            {
                                "FEAT_DESC": "PERSON",
                                "LIB_FEAT_ID": 30,
                                "FEAT_DESC_VALUES":
                                [
                                    {
                                        "FEAT_DESC": "PERSON",
                                        "LIB_FEAT_ID": 30
                                    }
                                ]
                            }
                        ]
                    },
                    "RECORD_SUMMARY":
                    [
                        {
                            "DATA_SOURCE": "CUSTOMERS",
                            "RECORD_COUNT": 1,
                            "FIRST_SEEN_DT": "2022-12-16 23:01:29.591",
                            "LAST_SEEN_DT": "2022-12-16 23:01:29.591"
                        },
                        {
                            "DATA_SOURCE": "WATCHLIST",
                            "RECORD_COUNT": 1,
                            "FIRST_SEEN_DT": "2022-12-16 23:01:37.096",
                            "LAST_SEEN_DT": "2022-12-16 23:01:37.096"
                        }
                    ],
                    "LAST_SEEN_DT": "2022-12-16 23:01:37.096"
                }
            }
        },
        {
            "MATCH_INFO":
            {
                "MATCH_LEVEL": 4,
                "MATCH_LEVEL_CODE": "NAME_ONLY",
                "MATCH_KEY": "+NAME",
                "ERRULE_CODE": "CNAME",
                "FEATURE_SCORES":
                {
                    "EMAIL":
                    [
                        {
                            "INBOUND_FEAT": "[email protected]",
                            "CANDIDATE_FEAT": "[email protected]",
                            "FULL_SCORE": 0
                        }
                    ],
                    "NAME":
                    [
                        {
                            "INBOUND_FEAT": "BOB SMITH",
                            "CANDIDATE_FEAT": "Robert Smith",
                            "GNR_FN": 97,
                            "GNR_SN": -1,
                            "GNR_GN": -1,
                            "GENERATION_MATCH": -1,
                            "GNR_ON": -1
                        }
                    ]
                }
            },
            "ENTITY":
            {
                "RESOLVED_ENTITY":
                {
                    "ENTITY_ID": 100003,
                    "ENTITY_NAME": "Robert Smith",
                    "FEATURES":
                    {
                        "EMAIL":
                        [
                            {
                                "FEAT_DESC": "[email protected]",
                                "LIB_FEAT_ID": 100044,
                                "FEAT_DESC_VALUES":
                                [
                                    {
                                        "FEAT_DESC": "[email protected]",
                                        "LIB_FEAT_ID": 100044
                                    }
                                ]
                            }
                        ],
                        "NAME":
                        [
                            {
                                "FEAT_DESC": "Robert Smith",
                                "LIB_FEAT_ID": 1,
                                "USAGE_TYPE": "PRIMARY",
                                "FEAT_DESC_VALUES":
                                [
                                    {
                                        "FEAT_DESC": "Robert Smith",
                                        "LIB_FEAT_ID": 1
                                    }
                                ]
                            }
                        ],
                        "RECORD_TYPE":
                        [
                            {
                                "FEAT_DESC": "PERSON",
                                "LIB_FEAT_ID": 30,
                                "FEAT_DESC_VALUES":
                                [
                                    {
                                        "FEAT_DESC": "PERSON",
                                        "LIB_FEAT_ID": 30
                                    }
                                ]
                            }
                        ]
                    },
                    "RECORD_SUMMARY":
                    [
                        {
                            "DATA_SOURCE": "WATCHLIST",
                            "RECORD_COUNT": 1,
                            "FIRST_SEEN_DT": "2022-12-16 23:01:37.158",
                            "LAST_SEEN_DT": "2022-12-16 23:01:37.158"
                        }
                    ],
                    "LAST_SEEN_DT": "2022-12-16 23:01:37.158"
                }
            }
        }
    ]
}

searchByAttributesV3

searchByAttributesV3() retrieves entity data based on a user-specified set of entity attributes and a specified search profile. This allows searches to use different generics thresholds. Please contact [email protected] for details on creating a custom search profile.

g2_engine.searchByAttributesV3(data_as_json, search_profile, response_bytearray, g2_engine_flags)
Parameters
  • data_as_json: (str) A JSON document with the attribute data to search for.
  • search_profile: (str) A configured search profile name.
  • response_bytearray: (bytearray) Object to store the output of the method.
  • g2_engine_flags: (int [optional]) One or more flags used to determine response document content. Applicable flags are listed here searchByAttributes flags )
Click to expand `searchByAttributesV3()` example
Example
#! /usr/bin/env python3

from senzing import G2Engine, G2Exception

# REPLACE /home/user/your_project with the path to your Senzing project
senzing_engine_configuration_json = '{ "PIPELINE": { "CONFIGPATH": "/home/user/your_project/etc", "SUPPORTPATH": "/home/user/your_project/data", "RESOURCEPATH": "/home/user/your_project/resources" }, "SQL": { "CONNECTION": "sqlite3://na:na@/home/user/your_project/var/sqlite/G2C.db" } }'

g2_engine = G2Engine()

data_as_json = '{"NAME_FULL":"BOB SMITH", "EMAIL_ADDRESS": "[email protected]"}'

search_profile = 'SEARCH'

response_bytearray = bytearray()

try:
    g2_engine.init("G2Engine", senzing_engine_configuration_json)

    g2_engine.searchByAttributesV3(
        data_as_json,
        search_profile,
        response_bytearray)

    g2_engine.destroy()

    print(response_bytearray.decode())
    
except G2Exception as err:
    print(err)
Output
{
    "RESOLVED_ENTITIES":
    [
        {
            "MATCH_INFO":
            {
                "MATCH_LEVEL": 1,
                "MATCH_LEVEL_CODE": "RESOLVED",
                "MATCH_KEY": "+NAME+EMAIL",
                "ERRULE_CODE": "SF1_CNAME",
                "FEATURE_SCORES":
                {
                    "EMAIL":
                    [
                        {
                            "INBOUND_FEAT": "[email protected]",
                            "CANDIDATE_FEAT": "[email protected]",
                            "FULL_SCORE": 100
                        }
                    ],
                    "NAME":
                    [
                        {
                            "INBOUND_FEAT": "BOB SMITH",
                            "CANDIDATE_FEAT": "Bob J Smith",
                            "GNR_FN": 93,
                            "GNR_SN": -1,
                            "GNR_GN": -1,
                            "GENERATION_MATCH": -1,
                            "GNR_ON": -1
                        },
                        {
                            "INBOUND_FEAT": "BOB SMITH",
                            "CANDIDATE_FEAT": "Robert Smith",
                            "GNR_FN": 97,
                            "GNR_SN": -1,
                            "GNR_GN": -1,
                            "GENERATION_MATCH": -1,
                            "GNR_ON": -1
                        }
                    ]
                }
            },
            "ENTITY":
            {
                "RESOLVED_ENTITY":
                {
                    "ENTITY_ID": 1,
                    "ENTITY_NAME": "Robert Smith",
                    "FEATURES":
                    {
                        "ADDRESS":
                        [
                            {
                                "FEAT_DESC": "1515 Adela Lane Las Vegas NV 89111",
                                "LIB_FEAT_ID": 34,
                                "USAGE_TYPE": "HOME",
                                "FEAT_DESC_VALUES":
                                [
                                    {
                                        "FEAT_DESC": "1515 Adela Lane Las Vegas NV 89111",
                                        "LIB_FEAT_ID": 34
                                    },
                                    {
                                        "FEAT_DESC": "1515 Adela Ln Las Vegas NV 89132",
                                        "LIB_FEAT_ID": 76
                                    }
                                ]
                            },
                            {
                                "FEAT_DESC": "123 Main Street, Las Vegas NV 89132",
                                "LIB_FEAT_ID": 3,
                                "USAGE_TYPE": "MAILING",
                                "FEAT_DESC_VALUES":
                                [
                                    {
                                        "FEAT_DESC": "123 Main Street, Las Vegas NV 89132",
                                        "LIB_FEAT_ID": 3
                                    }
                                ]
                            }
                        ],
                        "DOB":
                        [
                            {
                                "FEAT_DESC": "11/12/1979",
                                "LIB_FEAT_ID": 75,
                                "FEAT_DESC_VALUES":
                                [
                                    {
                                        "FEAT_DESC": "11/12/1979",
                                        "LIB_FEAT_ID": 75
                                    }
                                ]
                            },
                            {
                                "FEAT_DESC": "12/11/1978",
                                "LIB_FEAT_ID": 2,
                                "FEAT_DESC_VALUES":
                                [
                                    {
                                        "FEAT_DESC": "12/11/1978",
                                        "LIB_FEAT_ID": 2
                                    },
                                    {
                                        "FEAT_DESC": "11/12/1978",
                                        "LIB_FEAT_ID": 33
                                    }
                                ]
                            }
                        ],
                        "EMAIL":
                        [
                            {
                                "FEAT_DESC": "[email protected]",
                                "LIB_FEAT_ID": 5,
                                "FEAT_DESC_VALUES":
                                [
                                    {
                                        "FEAT_DESC": "[email protected]",
                                        "LIB_FEAT_ID": 5
                                    }
                                ]
                            }
                        ],
                        "NAME":
                        [
                            {
                                "FEAT_DESC": "B Smith",
                                "LIB_FEAT_ID": 74,
                                "USAGE_TYPE": "PRIMARY",
                                "FEAT_DESC_VALUES":
                                [
                                    {
                                        "FEAT_DESC": "B Smith",
                                        "LIB_FEAT_ID": 74
                                    }
                                ]
                            },
                            {
                                "FEAT_DESC": "Robert Smith",
                                "LIB_FEAT_ID": 1,
                                "USAGE_TYPE": "PRIMARY",
                                "FEAT_DESC_VALUES":
                                [
                                    {
                                        "FEAT_DESC": "Robert Smith",
                                        "LIB_FEAT_ID": 1
                                    },
                                    {
                                        "FEAT_DESC": "Bob J Smith",
                                        "LIB_FEAT_ID": 55
                                    },
                                    {
                                        "FEAT_DESC": "Bob Smith",
                                        "LIB_FEAT_ID": 32
                                    }
                                ]
                            }
                        ],
                        "PHONE":
                        [
                            {
                                "FEAT_DESC": "702-919-1300",
                                "LIB_FEAT_ID": 4,
                                "USAGE_TYPE": "HOME",
                                "FEAT_DESC_VALUES":
                                [
                                    {
                                        "FEAT_DESC": "702-919-1300",
                                        "LIB_FEAT_ID": 4
                                    }
                                ]
                            },
                            {
                                "FEAT_DESC": "702-919-1300",
                                "LIB_FEAT_ID": 4,
                                "USAGE_TYPE": "MOBILE",
                                "FEAT_DESC_VALUES":
                                [
                                    {
                                        "FEAT_DESC": "702-919-1300",
                                        "LIB_FEAT_ID": 4
                                    }
                                ]
                            }
                        ],
                        "RECORD_TYPE":
                        [
                            {
                                "FEAT_DESC": "PERSON",
                                "LIB_FEAT_ID": 30,
                                "FEAT_DESC_VALUES":
                                [
                                    {
                                        "FEAT_DESC": "PERSON",
                                        "LIB_FEAT_ID": 30
                                    }
                                ]
                            }
                        ]
                    },
                    "RECORD_SUMMARY":
                    [
                        {
                            "DATA_SOURCE": "CUSTOMERS",
                            "RECORD_COUNT": 4,
                            "FIRST_SEEN_DT": "2022-12-16 23:01:29.560",
                            "LAST_SEEN_DT": "2022-12-16 23:01:29.584"
                        }
                    ],
                    "LAST_SEEN_DT": "2022-12-16 23:01:29.584"
                }
            }
        },
        {
            "MATCH_INFO":
            {
                "MATCH_LEVEL": 4,
                "MATCH_LEVEL_CODE": "NAME_ONLY",
                "MATCH_KEY": "+NAME",
                "ERRULE_CODE": "CNAME",
                "FEATURE_SCORES":
                {
                    "NAME":
                    [
                        {
                            "INBOUND_FEAT": "BOB SMITH",
                            "CANDIDATE_FEAT": "Robert E Smith Sr",
                            "GNR_FN": 90,
                            "GNR_SN": -1,
                            "GNR_GN": -1,
                            "GENERATION_MATCH": -1,
                            "GNR_ON": -1
                        },
                        {
                            "INBOUND_FEAT": "BOB SMITH",
                            "CANDIDATE_FEAT": "Robbie Smith",
                            "GNR_FN": 97,
                            "GNR_SN": -1,
                            "GNR_GN": -1,
                            "GENERATION_MATCH": -1,
                            "GNR_ON": -1
                        }
                    ]
                }
            },
            "ENTITY":
            {
                "RESOLVED_ENTITY":
                {
                    "ENTITY_ID": 5,
                    "ENTITY_NAME": "Robert E Smith Sr",
                    "FEATURES":
                    {
                        "ADDRESS":
                        [
                            {
                                "FEAT_DESC": "123 E Main St Henderson NV 89132",
                                "LIB_FEAT_ID": 92,
                                "USAGE_TYPE": "MAILING",
                                "FEAT_DESC_VALUES":
                                [
                                    {
                                        "FEAT_DESC": "123 E Main St Henderson NV 89132",
                                        "LIB_FEAT_ID": 92
                                    }
                                ]
                            },
                            {
                                "FEAT_DESC": "123 Main St, Las Vegas",
                                "LIB_FEAT_ID": 100003,
                                "USAGE_TYPE": "MAILING",
                                "FEAT_DESC_VALUES":
                                [
                                    {
                                        "FEAT_DESC": "123 Main St, Las Vegas",
                                        "LIB_FEAT_ID": 100003
                                    }
                                ]
                            }
                        ],
                        "DOB":
                        [
                            {
                                "FEAT_DESC": "3/31/1954",
                                "LIB_FEAT_ID": 100002,
                                "FEAT_DESC_VALUES":
                                [
                                    {
                                        "FEAT_DESC": "3/31/1954",
                                        "LIB_FEAT_ID": 100002
                                    }
                                ]
                            }
                        ],
                        "DRLIC":
                        [
                            {
                                "FEAT_DESC": "112233 NV",
                                "LIB_FEAT_ID": 93,
                                "FEAT_DESC_VALUES":
                                [
                                    {
                                        "FEAT_DESC": "112233 NV",
                                        "LIB_FEAT_ID": 93
                                    }
                                ]
                            }
                        ],
                        "NAME":
                        [
                            {
                                "FEAT_DESC": "Robert E Smith Sr",
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}