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cs523's Introduction

Final Project of CS523 - Big Data Technology

Professor: Mrudula Mukadam

Team members of Group 1

  • Tam Van Vo - 610746
  • Minh Tuan Bui - 610582
  • Bao Nguyen Nguyen - 610116

Slide Presentation at here or OneDrive

Getting Started

Install Spark 2.4.4 on Hadoop 2.6

sh setup_spark2.sh

Setting enviroment $HADOOP_CONF_DIR

export HADOOP_CONF_DIR=$HADOOP_HOME/etc/hadoop

AWS Lambda function triggered by SNS topic

deploy lambda.py to AWS and add SNS trigger arn:aws:sns:us-east-1:470049585876:OPENAQ_NEW_MEASUREMENT

⚠️ it will be triggered every minute and create many S3 files in bucket air-quality-live.

Publish data to Kafka

java -cp ./target/final-1.0-jar-with-dependencies.jar cs523.agent.App US pm25 2020-01-01T00:00:00 2020-02-01T00:00:00

Spark streaming from S3 bucket s3://air-quality-live

spark-submit --class cs523.App --master yarn ./target/final-1.0-jar-with-dependencies.jar s3

Spark streaming from Kafka server

spark-submit --class cs523.App --master yarn ./target/final-1.0-jar-with-dependencies.jar kafka

Spark SQL

spark-submit --class cs523.App --master yarn ./target/final-1.0-jar-with-dependencies.jar sql

Live visualization of air quality

python3 live_air_quality.py

cs523's People

Contributors

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Watchers

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