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minor edits for clarity
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@ -45,9 +45,9 @@ With real-world data, we recommend having a message bus such as [Apache Kafka](h
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<a id="set-up-kafka"></a>
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#### Setting up Kafka
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[KafkaFirehoseFactory](https://github.com/metamx/druid/blob/druid-0.6.61/realtime/src/main/java/com/metamx/druid/realtime/firehose/KafkaFirehoseFactory.java) is how druid communicates with Kafka. Using this [Firehose](Firehose.html) with the right configuration, we can import data into Druid in real-time without writing any code. To load data to a real-time node via Kafka, we'll first need to initialize Zookeeper and Kafka, and then configure and initialize a [Realtime](Realtime.html) node.
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[KafkaFirehoseFactory](Firehose.html) is how druid communicates with Kafka. Using this [Firehose](Firehose.html) with the right configuration, we can import data into Druid in real-time without writing any code. To load data to a real-time node via Kafka, we'll first need to initialize Zookeeper and Kafka, and then configure and initialize a [Realtime](Realtime.html) node.
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Instructions for booting a Zookeeper and then Kafka cluster are available [here](http://kafka.apache.org/07/quickstart.html).
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The following quick-start instructions for booting a Zookeeper and then Kafka cluster were taken from the [Kafka website](http://kafka.apache.org/07/quickstart.html).
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1. Download Apache Kafka 0.7.2 from [http://kafka.apache.org/downloads.html](http://kafka.apache.org/downloads.html)
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@ -227,7 +227,7 @@ The following events should exist in the file:
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{"timestamp": "2013-08-31T12:41:27Z", "page": "Coyote Tango", "language" : "ja", "user" : "stringer", "unpatrolled" : "true", "newPage" : "false", "robot": "true", "anonymous": "false", "namespace":"wikipedia", "continent":"Asia", "country":"Japan", "region":"Kanto", "city":"Tokyo", "added": 1, "deleted": 10, "delta": -9}
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```
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#### Setup a Druid Cluster
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#### Set Up a Druid Cluster
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To index the data, we are going to need an indexing service, a historical node, and a coordinator node.
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