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Genomics ETL POC

This repository hosts a ETL pipeline designed for a toy dataset mimicking a genomics dataset.

It transforms the dataset into an analysable format that enables easy querying for the discovery of overlaps between sequences.

Assumptions

When cleaning this data, a number of assumptions are made:

  1. The id column has no significance beyond being a database id
  2. Duplicate entries have no significance
  3. Sequence-type pairs are unique
  4. When there are two start events, the earliest location is true
  5. Events of type unclear_read signal that this sequence-type exists at this location
  6. If the start event is less than the end event, treat them in reverse

Development Environment Setup

  • Install Miniconda
  • Create an environment conda create -n genomics_etl python=3.9 -y
  • Activate your new environment conda activate genomics_etl
  • Install this package in editable mode pip install -e .

Entity Relationship Diagram

ERD

Run

To run the ETL pipeline with queries showing overlaps between sequence execute python genomics_etl/__init__.py from a terminal

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