apoc.nlp.aws.sentiment.graph
Procedure APOC Full
Creates a (virtual) sentiment graph for provided text
Install Dependencies
The NLP procedures have dependencies on Kotlin and client libraries that are not included in the APOC Library.
These dependencies are included in apoc-nlp-dependencies-4.1.0.11.jar, which can be downloaded from the releases page.
Once that file is downloaded, it should be placed in the plugins
directory and the Neo4j Server restarted.
Setting up API Key
We can generate an Access Key and Secret by following the instructions at docs.aws.amazon.com/IAM/latest/UserGuide/id_credentials_access-keys.html. Once we’ve done that, we can populate and execute the following commands to create parameters that contains these details.
apiKey
and apiSecret
parameters:param apiKey => ("<api-key-here>");
:param apiSecret => ("<api-secret-here>");
Alternatively we can add these credentials to apoc.conf
and retrieve them using the static value storage functions.
See Static Value Storage.
apoc.static.aws.apiKey=<api-key-here>
apoc.static.aws.apiSecret=<api-secret-here>
apoc.conf
RETURN apoc.static.getAll("aws") AS aws;
aws |
---|
{apiKey: "<api-key-here>", apiSecret: "<api-secret-here>"} |
Usage Examples
The examples in this section are based on the following sample graph:
CREATE (:Article {
uri: "https://neo4j.com/blog/pokegraph-gotta-graph-em-all/",
body: "These days I’m rarely more than a few feet away from my Nintendo Switch and I play board games, card games and role playing games with friends at least once or twice a week. I’ve even organised lunch-time Mario Kart 8 tournaments between the Neo4j European offices!"
});
CREATE (:Article {
uri: "https://en.wikipedia.org/wiki/Nintendo_Switch",
body: "The Nintendo Switch is a video game console developed by Nintendo, released worldwide in most regions on March 3, 2017. It is a hybrid console that can be used as a home console and portable device. The Nintendo Switch was unveiled on October 20, 2016. Nintendo offers a Joy-Con Wheel, a small steering wheel-like unit that a Joy-Con can slot into, allowing it to be used for racing games such as Mario Kart 8."
});
We can use this procedure to automatically store the sentiment and its score.
By default, a virtual graph is returned, but the graph can be persisted by specifying the write: true
configuration.
The sentiment is stored in the sentiment
property and the score for that sentiment in the sentimentScore
property.
The following returns a graph with the sentiment for the Pokemon article:
MATCH (a:Article {uri: "https://neo4j.com/blog/pokegraph-gotta-graph-em-all/"})
CALL apoc.nlp.aws.sentiment.graph(a, {
key: $apiKey,
secret: $apiSecret,
nodeProperty: "body",
write: true
})
YIELD graph AS g
UNWIND g.nodes AS node
RETURN node {.uri, .sentiment, .sentimentScore} AS node;
node |
---|
{sentiment: "Positive", sentimentScore: 0.6660025119781494, uri: "https://neo4j.com/blog/pokegraph-gotta-graph-em-all/"} |
If we want to stream back the sentiment and apply custom logic to the results, see apoc.nlp.aws.sentiment.stream.