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

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.
{
"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.
{
"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.
{
"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": "$subjectId"
},
{
"attribute": "numContracts",
"operator": ">",
"value": 1
}
]
}
]
},
"allowed_reads": {
"nodes": [
"subject.*"
],
"aggregate_values": [
"numContracts"
]
}
}Request to create the CIQ Policy configuration using REST.
{
"project_id": "your_project_gid",
"description": "description of policy",
"display_name": "policy name",
"name": "policy-name",
"policy": "{\"meta\":{\"policy_version\":\"1.0-ciq\"},\"subject\":{\"type\":\"Person\"},\"condition\":{\"cypher\":\"MATCH (subject:Person)-[r1:ACCEPTED]->(contract:Contract) WITH subject, COUNT(contract) AS numContracts\",\"filter\":[{\"app\":\"app1\",\"operator\":\"AND\",\"operands\":[{\"attribute\":\"subject.external_id\",\"operator\":\"=\",\"value\":\"$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.
{
"id": "your_policy_configuration_gid"
}Step 3
Create a CIQ Query in the context of the policy to retrieve the designated properties.
{
"nodes": [
"subject.external_id"
],
"aggregate_values": [
"numContracts"
]
}Request to create a CIQ Query configuration using REST.
{
"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.
{
"id": "your_knowledge_query_configuration_gid"
}Step 4
Run a CIQ Execution to get the designated information.
{
"id": "knowledge_query_gid",
"input_params": {
"subjectId": "alice"
},
"page_token": 1
}CIQ Execution response.
{
"data": [
{
"nodes": {
"subject.external_id": "alice"
},
"aggregate_values": {
"numContracts": 3
}
}
]
}API Endpoints
/capture/v1/nodes /capture/v1/relationships /configs/v1/authorization-policies /configs/v1/knowledge-queries /contx-iq/v1/execute