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Twitter Happiest Hour

Example ETL process which determines the happiest hour on Twitter. The happiest hour of the day is the one containing the most of ":)" in tweets.

Note: All time-specific calculations are performed in UTC TimeZone.

Prerequisites

Download Spark 2.2.0 from https://spark.apache.org/downloads.html (Pre-build for Hadoop 2.6) - spark-2.2.0-bin-hadoop2.6.tgz, untar, create env variable SPARK_HOME pointing to the location.

Configuration

Configuration to be placed in the src/main/resources/application.conf file and should contain valid Twitter API Keys.

Test and Compile

sbt clean assembly

First part

Reads Twitter Streaming API, filters incoming tweets containing ":)", saves to json files into HappyTweetsJob.happyTweetsDir into folders partitioned by hour: hour=<hour-timestamp>.

Batch size is determined by setting HappyTweetsJob.batchSize.

Each json file is named as tweets-<first-tweet-id>.json.

Run:

java \
    -cp target/scala-2.11/twitter-happiest-hour-assembly-1.0.jar \
    -Dconfig.file=src/main/resources/application.conf \
    com.example.etl.twitter.HappyTweetsJob

Second part

One can find happiest hour during arbitrary time period [from, to).

Run:

sbt \
    -Dconfig.file=src/main/resources/application.conf \
    "runMain com.example.etl.twitter.HappiestHourJob \
    --from 2017-09-25T14:00Z \
    --to 2017-09-25T16:00Z"

java \
    -classpath "target/scala-2.11/twitter-happiest-hour-assembly-1.0.jar:$SPARK_HOME/jars/*" \
    -Dconfig.file=src/main/resources/application.conf \
    com.example.etl.twitter.HappiestHourJob \
    --from 2017-09-25T14:00Z \
    --to 2017-09-25T16:00Z

TODO

  • Fix transitive dependencies conflicting versions (json4s, jackson, netty, etc.)