apoc.path.expand
This procedure is not considered safe to run from multiple threads. It is therefore not supported by the parallel runtime (introduced in Neo4j 5.13). For more information, see the Cypher Manual → Parallel runtime. |
Syntax |
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Description |
Returns |
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Input arguments |
Name |
Type |
Description |
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The node to start the algorithm from. |
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An allow list of types allowed on the returned relationships. |
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An allow list of labels allowed on the returned nodes. |
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The minimum number of hops allowed in the returned paths. |
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The maximum number of hops allowed in the returned paths. |
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Return arguments |
Name |
Type |
Description |
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The expanded path. |
Usage Examples
The examples in this section are based on the following sample graph:
MERGE (mark:Person:DevRel {name: "Mark"})
MERGE (praveena:Person:Engineering {name: "Praveena"})
MERGE (joe:Person:Field {name: "Joe"})
MERGE (lju:Person:DevRel {name: "Lju"})
MERGE (zhen:Person:Engineering {name: "Zhen"})
MERGE (stefan:Person:Field {name: "Stefan"})
MERGE (alicia:Person:Product {name: "Alicia"})
MERGE (martin:Person:Engineering {name: "Martin"})
MERGE (jake:Person:Product {name: "Jake"})
MERGE (zhen)-[:KNOWS]-(stefan)
MERGE (zhen)-[:KNOWS]-(lju)
MERGE (zhen)-[:KNOWS]-(praveena)
MERGE (zhen)-[:KNOWS]-(martin)
MERGE (mark)-[:KNOWS]-(jake)
MERGE (alicia)-[:KNOWS]-(jake)
MERGE (alicia)-[:FOLLOWS]->(joe)
MERGE (joe)-[:FOLLOWS]->(mark)
MERGE (joe)-[:FOLLOWS]->(praveena)
MERGE (joe)-[:FOLLOWS]->(zhen)
MERGE (mark)-[:FOLLOWS]->(stefan)
MERGE (stefan)-[:FOLLOWS]->(joe)
MERGE (praveena)-[:FOLLOWS]->(joe)
The Neo4j Browser visualization below shows the sample graph:
The KNOWS
relationship type is considered to be bidirectional, where if Zhen knows Stefan, we can imply that Stefan knows Zhen.
When using the KNOWS
relationship we will ignore the direction.
The FOLLOWS
relationship has a direction, so we will specify a direction when we use it.
Let’s start by expanding paths from the Praveena node.
We only want to consider the KNOWS
relationship type, so we’ll specify that as the relationship filter.
KNOWS
from 1 to 2 hopsMATCH (p:Person {name: "Praveena"})
CALL apoc.path.expand(p, "KNOWS", null, 1, 2)
YIELD path
RETURN path, length(path) AS hops
ORDER BY hops;
path | hops |
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(:Person:Engineering {name: "Praveena"})←[:KNOWS]-(:Person:Engineering {name: "Zhen"}) |
1 |
(:Person:Engineering {name: "Praveena"})←[:KNOWS]-(:Person:Engineering {name: "Zhen"})-[:KNOWS]→(:Person:Engineering {name: "Martin"}) |
2 |
(:Person:Engineering {name: "Praveena"})←[:KNOWS]-(:Person:Engineering {name: "Zhen"})-[:KNOWS]→(:Person:DevRel {name: "Lju"}) |
2 |
(:Person:Engineering {name: "Praveena"})←[:KNOWS]-(:Person:Engineering {name: "Zhen"})-[:KNOWS]→(:Person:Field {name: "Stefan"}) |
2 |
Praveena only has a direct KNOWS
relationship to Zhen, but Zhen has KNOWS
relationships to 3 other people, which means they’re 2 hops away from Praveena.
We can also provide a node label filter to restrict the nodes that are returned.
The following query only returns paths where every node has the Engineering
label.
Engineering
people that Praveena KNOWS
from 1 to 2 hopsMATCH (p:Person {name: "Praveena"})
CALL apoc.path.expand(p, "KNOWS", "+Engineering", 1, 2)
YIELD path
RETURN path, length(path) AS hops
ORDER BY hops;
path | hops |
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(:Person:Engineering {name: "Praveena"})←[:KNOWS]-(:Person:Engineering {name: "Zhen"}) |
1 |
(:Person:Engineering {name: "Praveena"})←[:KNOWS]-(:Person:Engineering {name: "Zhen"})-[:KNOWS]→(:Person:Engineering {name: "Martin"}) |
2 |
We lose the paths that ended with Lju and Stefan because neither of those nodes had the Engineering
label.
We can specify multiple relationship types.
The following query starts from the Alicia node, and then expands the FOLLOWS
and KNOWS
relationships:
FOLLOWS
or KNOWS
from 1 to 3 hopsMATCH (p:Person {name: "Alicia"})
CALL apoc.path.expand(p, "FOLLOWS>|KNOWS", "", 1, 3)
YIELD path
RETURN path, length(path) AS hops
ORDER BY hops;
path | hops |
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(:Person:Product {name: "Alicia"})-[:FOLLOWS]→(:Person:Field {name: "Joe"}) |
1 |
(:Person:Product {name: "Alicia"})-[:FOLLOWS]→(:Person:Sales {name: "Jonny"}) |
1 |
(:Person:Product {name: "Alicia"})-[:KNOWS]→(:Person:Product {name: "Jake"}) |
1 |
(:Person:Product {name: "Alicia"})-[:FOLLOWS]→(:Person:Field {name: "Joe"})-[:FOLLOWS]→(:Person:Engineering {name: "Zhen"}) |
2 |
(:Person:Product {name: "Alicia"})-[:FOLLOWS]→(:Person:Field {name: "Joe"})-[:FOLLOWS]→(:Person:Engineering {name: "Praveena"}) |
2 |
(:Person:Product {name: "Alicia"})-[:FOLLOWS]→(:Person:Field {name: "Joe"})-[:FOLLOWS]→(:Person:DevRel {name: "Mark"}) |
2 |
(:Person:Product {name: "Alicia"})-[:FOLLOWS]→(:Person:Sales {name: "Jonny"})-[:KNOWS]→(:Person:Sales {name: "Anthony"}) |
2 |
(:Person:Product {name: "Alicia"})-[:KNOWS]→(:Person:Product {name: "Jake"})←[:KNOWS]-(:Person:DevRel {name: "Mark"}) |
2 |
(:Person:Product {name: "Alicia"})-[:FOLLOWS]→(:Person:Field {name: "Joe"})-[:FOLLOWS]→(:Person:Engineering {name: "Zhen"})-[:FOLLOWS]→(:Person:Product {name: "John"}) |
3 |
(:Person:Product {name: "Alicia"})-[:FOLLOWS]→(:Person:Field {name: "Joe"})-[:FOLLOWS]→(:Person:Engineering {name: "Zhen"})-[:KNOWS]→(:Person:Engineering {name: "Martin"}) |
3 |
(:Person:Product {name: "Alicia"})-[:FOLLOWS]→(:Person:Field {name: "Joe"})-[:FOLLOWS]→(:Person:Engineering {name: "Zhen"})-[:KNOWS]→(:Person:Engineering {name: "Praveena"}) |
3 |
(:Person:Product {name: "Alicia"})-[:FOLLOWS]→(:Person:Field {name: "Joe"})-[:FOLLOWS]→(:Person:Engineering {name: "Zhen"})-[:KNOWS]→(:Person:DevRel {name: "Lju"}) |
3 |
(:Person:Product {name: "Alicia"})-[:FOLLOWS]→(:Person:Field {name: "Joe"})-[:FOLLOWS]→(:Person:Engineering {name: "Zhen"})-[:KNOWS]→(:Person:Field {name: "Stefan"}) |
3 |
(:Person:Product {name: "Alicia"})-[:FOLLOWS]→(:Person:Field {name: "Joe"})-[:FOLLOWS]→(:Person:Engineering {name: "Praveena"})-[:FOLLOWS]→(:Person:Field {name: "Joe"}) |
3 |
(:Person:Product {name: "Alicia"})-[:FOLLOWS]→(:Person:Field {name: "Joe"})-[:FOLLOWS]→(:Person:Engineering {name: "Praveena"})←[:KNOWS]-(:Person:Engineering {name: "Zhen"}) |
3 |
(:Person:Product {name: "Alicia"})-[:FOLLOWS]→(:Person:Field {name: "Joe"})-[:FOLLOWS]→(:Person:DevRel {name: "Mark"})-[:FOLLOWS]→(:Person:Field {name: "Stefan"}) |
3 |
(:Person:Product {name: "Alicia"})-[:FOLLOWS]→(:Person:Field {name: "Joe"})-[:FOLLOWS]→(:Person:DevRel {name: "Mark"})-[:KNOWS]→(:Person:Product {name: "Jake"}) |
3 |
(:Person:Product {name: "Alicia"})-[:FOLLOWS]→(:Person:Sales {name: "Jonny"})-[:KNOWS]→(:Person:Sales {name: "Anthony"})-[:FOLLOWS]→(:Person:Field {name: "Joe"}) |
3 |
(:Person:Product {name: "Alicia"})-[:KNOWS]→(:Person:Product {name: "Jake"})←[:KNOWS]-(:Person:DevRel {name: "Mark"})-[:FOLLOWS]→(:Person:Field {name: "Stefan"}) |
3 |
This query returns 19 paths, Alicia is very well connected!
We can also specify traversal termination criteria using label filters.
If we wanted to terminate a traversal as soon as the traversal encounters a node containing the Engineering
label, we can use the /Engineering
node filter.
FOLLOWS
or KNOWS
from 1 to 3 hops, terminating as soon as a node with the Engineering
label is reachedMATCH (p:Person {name: "Alicia"})
CALL apoc.path.expand(p, "FOLLOWS>|KNOWS", "/Engineering", 1, 3)
YIELD path
RETURN path, length(path) AS hops
ORDER BY hops;
path | hops |
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(:Person:Product {name: "Alicia"})-[:FOLLOWS]→(:Person:Field {name: "Joe"})-[:FOLLOWS]→(:Person:Engineering {name: "Zhen"}) |
2 |
(:Person:Product {name: "Alicia"})-[:FOLLOWS]→(:Person:Field {name: "Joe"})-[:FOLLOWS]→(:Person:Engineering {name: "Praveena"}) |
2 |
We’re now down to only two paths.
But this query doesn’t capture all of the paths from Alicia that end in a node with the Engineering
label.
We can use the >Engineering
node filter to define a traversal that:
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only returns paths that terminate at nodes with the
Engineering
label -
continues expansion to end nodes after that, looking for more paths that end with the
Engineering
label
FOLLOWS
or KNOWS
from 1 to 3 hops, where paths end with a node with the Engineering
labelMATCH (p:Person {name: "Alicia"})
CALL apoc.path.expand(p, "FOLLOWS>|KNOWS", ">Engineering", 1, 3)
YIELD path
RETURN path, length(path) AS hops
ORDER BY hops;
path | hops |
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(:Person:Product {name: "Alicia"})-[:FOLLOWS]→(:Person:Field {name: "Joe"})-[:FOLLOWS]→(:Person:Engineering {name: "Zhen"}) |
2 |
(:Person:Product {name: "Alicia"})-[:FOLLOWS]→(:Person:Field {name: "Joe"})-[:FOLLOWS]→(:Person:Engineering {name: "Praveena"}) |
2 |
(:Person:Product {name: "Alicia"})-[:FOLLOWS]→(:Person:Field {name: "Joe"})-[:FOLLOWS]→(:Person:Engineering {name: "Zhen"})-[:KNOWS]→(:Person:Engineering {name: "Martin"}) |
3 |
(:Person:Product {name: "Alicia"})-[:FOLLOWS]→(:Person:Field {name: "Joe"})-[:FOLLOWS]→(:Person:Engineering {name: "Zhen"})-[:KNOWS]→(:Person:Engineering {name: "Praveena"}) |
3 |
(:Person:Product {name: "Alicia"})-[:FOLLOWS]→(:Person:Field {name: "Joe"})-[:FOLLOWS]→(:Person:Engineering {name: "Praveena"})←[:KNOWS]-(:Person:Engineering {name: "Zhen"}) |
3 |
Our query now also returns paths going through Praveena and Zhen, one going to Martin, and other others going back to Zhen and Praveena!