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Activity #3749
openModule #3693: Big Data Analytics Platform and Tools for Epidemic Forecasting and Mitigation
Module #3696: Center for Epidemic Forecsting(EPIFORM)
Exploration of Data Pipeline
Start date:
06/11/2025
Due date:
% Done:
100%
Estimated time:
Planned Due Date:
Description
Explored the full end-to-end data pipeline:
Data ingestion using Apache NiFi
Storage in HDFS / Delta Lake
Processing with Apache Spark
Visualization via custom web dashboards
Identified hardware requirements for each stage:
Ingestion (NiFi): 4-core CPU, 8–16 GB RAM, 1 TB disk, 1 Gbps NIC
Storage (HDFS): High-capacity RAID HDDs on DataNodes
Processing (Spark): Multi-core CPU and high RAM on Worker nodes
Serving (Web/Dashboard): Light-weight server with 2-core CPU, 8 GB RAM
Ensured GPU server is available for future AI/ML pipeline extension.
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