Back to all resources
ContX IQ ContX IQ Json

ContX IQ: Aggregate Data Using WHERE, WITH, and COUNT Operators

Demonstrates advanced Cypher query patterns including WHERE filtering, WITH for intermediate results, and COUNT for aggregation. Returns Person data with contract counts.

ContX IQ: Aggregate Data Using WHERE, WITH, and COUNT Operators

This example demonstrates aggregation and filtering in ContX IQ queries:

Cypher operators demonstrated:

1. WHERE - Filter nodes based on conditions

2. WITH - Pass results between query parts (intermediate projection)

3. COUNT - Aggregate and count related nodes

Query pattern:

MATCH (person:Person)-[r:ACCEPTED]->(contract:Contract)

WHERE person.status = "active"

WITH person, COUNT(contract) AS contractCount

RETURN person.name, contractCount

Use cases:

- Dashboard summaries (count related entities)

- Filtered aggregations (count only matching items)

- Multi-step queries with intermediate results

Use case

Scenario: Generate a summary showing each Person and how many Contracts they have.

Graph structure:

Person(Alice) -[ACCEPTED]-> Contract1

Person(Alice) -[ACCEPTED]-> Contract2

Person(Alice) -[ACCEPTED]-> Contract3

Person(Bob) -[ACCEPTED]-> Contract4

Query flow:

1. User authenticates with access token

2. Token introspected -> User identified

3. Query matches Person nodes and their Contracts

4. WHERE filters to active persons (if applicable)

5. WITH creates intermediate result with COUNT

6. Returns: [{name: "Alice", contractCount: 3}, {name: "Bob", contractCount: 1}]

Key concepts:

- WITH acts as a "checkpoint" in the query, projecting results forward

- COUNT aggregates across relationships

- Filtering happens before or after WITH as needed

ikg

Requirements

Prerequisites:

- ServiceAccount credentials: For creating policies and queries (Bearer token)

- AppAgent credentials: For data ingestion and query execution (X-IK-ClientKey)

- User access token: JWT for the authenticated user

Required API access:

- POST /capture/v1/nodes/ and /capture/v1/relationships/ (data ingestion)

- POST /configs/v1/authorization-policies (create policy)

- POST /configs/v1/knowledge-queries (create query)

- POST /contx-iq/v1/execute (run query)

Steps

Step 1: Ingest Graph Data

- Authentication: AppAgent credential (X-IK-ClientKey header)

- Action: POST Person and Contract nodes with ACCEPTED relationships

- Result: Graph with persons and varying numbers of contracts

Step 2: Create Aggregation Policy

- Authentication: ServiceAccount credential (Bearer token)

- Action: POST policy allowing:

- READ on Person nodes

- READ on Contract nodes (for counting)

- Aggregation operations (COUNT)

- Result: Policy ID returned

Step 3: Create Aggregation Query

- Authentication: ServiceAccount credential (Bearer token)

- Action: POST query using:

- WHERE for filtering conditions

- WITH for intermediate projection

- COUNT for aggregating contracts per person

- Result: Query ID returned

Step 4: Execute Aggregation Query

- Authentication: AppAgent credential + User token (Bearer header)

- Action: POST to /contx-iq/v1/execute

- Result: Array of Person records with their contract counts

Step 1

Capture the nodes needed for this use case.

POST https://eu.api.indykite.com/capture/v1/nodes/Json
{
  "nodes": [
    {
      "external_id": "alice",
      "is_identity": true,
      "type": "Person",
      "properties": [
        {
          "type": "email",
          "value": "alice@email.com"
        },
        {
          "type": "given_name",
          "value": "Alice"
        },
        {
          "type": "last_name",
          "value": "Smith"
        }
      ]
    },
    {
      "external_id": "ryan",
      "is_identity": true,
      "type": "Person",
      "properties": [
        {
          "type": "email",
          "value": "ryan@yahoo.co.uk"
        },
        {
          "type": "given_name",
          "value": "ryan"
        },
        {
          "type": "last_name",
          "value": "mushu"
        }
      ]
    },
    {
      "external_id": "tilda",
      "is_identity": true,
      "type": "Person",
      "properties": [
        {
          "type": "email",
          "value": "tilda@yahoo.co.uk"
        },
        {
          "type": "given_name",
          "value": "tilda"
        },
        {
          "type": "last_name",
          "value": "mushu"
        }
      ]
    },
    {
      "external_id": "cb123",
      "type": "PaymentMethod",
      "properties": [
        {
          "type": "payment_name",
          "value": "Credit Card"
        }
      ]
    },
    {
      "external_id": "kl123",
      "type": "PaymentMethod",
      "properties": [
        {
          "type": "payment_name",
          "value": "Klarna"
        }
      ]
    },
    {
      "external_id": "ct123",
      "type": "Contract",
      "properties": [
        {
          "type": "category",
          "value": "Insurance"
        },
        {
          "type": "status",
          "value": "Active"
        },
        {
          "type": "number",
          "value": "hfgrten123",
          "metadata": {
            "assurance_level": 3,
            "source": "BRREG"
          }
        }
      ]
    },
    {
      "external_id": "ct234",
      "type": "Contract",
      "properties": [
        {
          "type": "category",
          "value": "Insurance"
        },
        {
          "type": "status",
          "value": "Active"
        },
        {
          "type": "number",
          "value": "hfgrten234",
          "metadata": {
            "assurance_level": 3,
            "source": "BRREG"
          }
        }
      ]
    },
    {
      "external_id": "ct985",
      "type": "Contract",
      "properties": [
        {
          "type": "category",
          "value": "Insurance"
        },
        {
          "type": "status",
          "value": "Active"
        },
        {
          "type": "number",
          "value": "hfgrten985",
          "metadata": {
            "assurance_level": 3,
            "source": "BRREG"
          }
        }
      ]
    },
    {
      "external_id": "car1",
      "type": "Vehicle",
      "properties": [
        {
          "type": "category",
          "value": "Car"
        },
        {
          "type": "is_active",
          "value": true
        },
        {
          "type": "vin",
          "value": "rtfhcnvjt471"
        }
      ]
    },
    {
      "external_id": "car2",
      "type": "Vehicle",
      "properties": [
        {
          "type": "category",
          "value": "Car"
        },
        {
          "type": "is_active",
          "value": true
        },
        {
          "type": "vin",
          "value": "kdcbfrt178"
        }
      ]
    },
    {
      "external_id": "truck1",
      "type": "Vehicle",
      "properties": [
        {
          "type": "category",
          "value": "Truck"
        },
        {
          "type": "is_active",
          "value": true
        },
        {
          "type": "vin",
          "value": "sncnrkcldp"
        }
      ]
    },
    {
      "external_id": "license1",
      "type": "LicenseNumber",
      "properties": [
        {
          "type": "status",
          "value": "Active"
        },
        {
          "type": "number",
          "value": "AX123456",
          "metadata": {
            "assurance_level": 3,
            "source": "BRREG"
          }
        }
      ]
    },
    {
      "external_id": "license2",
      "type": "LicenseNumber",
      "properties": [
        {
          "type": "status",
          "value": "Active"
        },
        {
          "type": "number",
          "value": "OL123456",
          "metadata": {
            "assurance_level": 3,
            "source": "BRREG"
          }
        }
      ]
    },
    {
      "external_id": "license3",
      "type": "LicenseNumber",
      "properties": [
        {
          "type": "status",
          "value": "Active"
        },
        {
          "type": "number",
          "value": "VN123456",
          "metadata": {
            "assurance_level": 3,
            "source": "BRREG"
          }
        }
      ]
    },
    {
      "external_id": "company1",
      "type": "Company",
      "properties": [
        {
          "type": "name",
          "value": "Company1"
        },
        {
          "type": "registration",
          "value": "256314523"
        }
      ]
    },
    {
      "external_id": "company2",
      "type": "Company",
      "properties": [
        {
          "type": "name",
          "value": "Company2"
        },
        {
          "type": "registration",
          "value": "942365123"
        }
      ]
    },
    {
      "external_id": "application1",
      "type": "Application",
      "properties": [
        {
          "type": "name",
          "value": "Application"
        }
      ]
    },
    {
      "external_id": "application2",
      "type": "Application",
      "properties": [
        {
          "type": "name",
          "value": "Application2"
        }
      ]
    }
  ]
}

Capture the relationships needed for this use case.

POST https://eu.api.indykite.com/capture/v1/relationships/Json
{
  "relationships": [
    {
      "source": {
        "external_id": "ryan",
        "type": "Person"
      },
      "target": {
        "external_id": "cb123",
        "type": "PaymentMethod"
      },
      "type": "HAS"
    },
    {
      "source": {
        "external_id": "tilda",
        "type": "Person"
      },
      "target": {
        "external_id": "kl123",
        "type": "PaymentMethod"
      },
      "type": "HAS"
    },
    {
      "source": {
        "external_id": "alice",
        "type": "Person"
      },
      "target": {
        "external_id": "cb123",
        "type": "PaymentMethod"
      },
      "type": "HAS"
    },
    {
      "source": {
        "external_id": "alice",
        "type": "Person"
      },
      "target": {
        "external_id": "ct123",
        "type": "Contract"
      },
      "type": "ACCEPTED"
    },
    {
      "source": {
        "external_id": "alice",
        "type": "Person"
      },
      "target": {
        "external_id": "ct234",
        "type": "Contract"
      },
      "type": "ACCEPTED"
    },
    {
      "source": {
        "external_id": "alice",
        "type": "Person"
      },
      "target": {
        "external_id": "ct985",
        "type": "Contract"
      },
      "type": "ACCEPTED"
    },
    {
      "source": {
        "external_id": "ct123",
        "type": "Contract"
      },
      "target": {
        "external_id": "car1",
        "type": "Vehicle"
      },
      "type": "COVERS"
    },
    {
      "source": {
        "external_id": "ct985",
        "type": "Contract"
      },
      "target": {
        "external_id": "car1",
        "type": "Vehicle"
      },
      "type": "COVERS"
    },
    {
      "source": {
        "external_id": "ct234",
        "type": "Contract"
      },
      "target": {
        "external_id": "truck1",
        "type": "Vehicle"
      },
      "type": "COVERS"
    },
    {
      "source": {
        "external_id": "car1",
        "type": "Vehicle"
      },
      "target": {
        "external_id": "license1",
        "type": "LicenseNumber"
      },
      "type": "HAS"
    },
    {
      "source": {
        "external_id": "truck1",
        "type": "Vehicle"
      },
      "target": {
        "external_id": "license2",
        "type": "LicenseNumber"
      },
      "type": "HAS"
    },
    {
      "source": {
        "external_id": "car2",
        "type": "Vehicle"
      },
      "target": {
        "external_id": "license3",
        "type": "LicenseNumber"
      },
      "type": "HAS"
    },
    {
      "source": {
        "external_id": "company1",
        "type": "Company"
      },
      "target": {
        "external_id": "car1",
        "type": "Vehicle"
      },
      "type": "OWNS"
    },
    {
      "source": {
        "external_id": "company1",
        "type": "Company"
      },
      "target": {
        "external_id": "car2",
        "type": "Vehicle"
      },
      "type": "OWNS"
    },
    {
      "source": {
        "external_id": "company1",
        "type": "Company"
      },
      "target": {
        "external_id": "truck1",
        "type": "Vehicle"
      },
      "type": "OWNS"
    },
    {
      "source": {
        "external_id": "application1",
        "type": "Application"
      },
      "target": {
        "external_id": "company1",
        "type": "Company"
      },
      "type": "HAS_AGREEMENT_WITH"
    },
    {
      "source": {
        "external_id": "application2",
        "type": "Application"
      },
      "target": {
        "external_id": "company1",
        "type": "Company"
      },
      "type": "HAS_AGREEMENT_WITH"
    }
  ]
}

Step 2

Create a CIQ Policy which designates the Subject node, the cypher, and the nodes allowed to be read.

policy.jsonJson
{
  "meta": {
    "policy_version": "1.0-ciq"
  },
  "subject": {
    "type": "Person"
  },
  "condition": {
    "cypher": "MATCH (subject:Person)-[r1:ACCEPTED]->(contract:Contract) WITH subject, COUNT(contract) AS numContracts",
    "filter": [
      {
        "app": "app1",
        "operator": "AND",
        "operands": [
          {
            "attribute": "subject.external_id",
            "operator": "=",
            "value": "$subjectId"
          },
          {
            "attribute": "numContracts",
            "operator": ">",
            "value": 1
          }
        ]
      }
    ]
  },
  "allowed_reads": {
    "nodes": [
      "subject.*"
    ],
    "aggregate_values": [
      "numContracts"
    ]
  }
}

Request to create the CIQ Policy configuration using REST.

POST https://eu.api.indykite.com/configs/v1/authorization-policiesJson
{
  "project_id": "your_project_gid",
  "description": "description of policy",
  "display_name": "policy name",
  "name": "policy-name",
  "policy": "{\"meta\":{\"policy_version\":\"1.0-ciq\"},\"subject\":{\"type\":\"Person\"},\"condition\":{\"cypher\":\"MATCH (subject:Person)-[r1:ACCEPTED]->(contract:Contract) WITH subject, COUNT(contract) AS numContracts\",\"filter\":[{\"app\":\"app1\",\"operator\":\"AND\",\"operands\":[{\"attribute\":\"subject.external_id\",\"operator\":\"=\",\"value\":\"$subjectId\"},{\"attribute\":\"numContracts\",\"operator\":\">\",\"value\":1}]}]},\"allowed_reads\":{\"nodes\":[\"subject.*\"],\"aggregate_values\":[\"numContracts\"]}}",
  "status": "ACTIVE",
  "tags": []
}

Request to read the CIQ Policy configuration using REST.

policy_request.jsonJson
{
  "id": "your_policy_configuration_gid"
}

Step 3

Create a CIQ Query in the context of the policy to retrieve the designated properties.

knowledge_query.jsonJson
{
  "nodes": [
    "subject.external_id"
  ],
  "aggregate_values": [
    "numContracts"
  ]
}

Request to create a CIQ Query configuration using REST.

POST https://eu.api.indykite.com/configs/v1/knowledge-queriesJson
{
  "project_id": "your_project_gid",
  "description": "description of knowledge query",
  "display_name": "knowledge query name",
  "name": "knowledge-query-name",
  "policy_id": "your_policy_gid",
  "query": "{\"nodes\":[\"subject.external_id\"],\"aggregate_values\":[\"numContracts\"]}",
  "status": "ACTIVE"
}

Read the CIQ Query Configuration.

GET https://eu.api.indykite.com/configs/v1/knowledge-queries/{id}Json
{
  "id": "your_knowledge_query_configuration_gid"
}

Step 4

Run a CIQ Execution to get the designated information.

POST https://eu.api.indykite.com/contx-iq/v1/executeJson
{
  "id": "knowledge_query_gid",
  "input_params": {
    "subjectId": "alice"
  },
  "page_token": 1
}

CIQ Execution response.

response.jsonJson
{
  "data": [
    {
      "nodes": {
        "subject.external_id": "alice"
      },
      "aggregate_values": {
        "numContracts": 3
      }
    }
  ]
}