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taxilytics's Introduction

Taxilytics

Summary

The goal of this project is to automate the flow of data from a data lake into a data warehouse to power a dashboard which enables users to extract insights on the Green taxi trips made in NYC in 2022.

Dataset

The data was downloaded from https://www.nyc.gov/site/tlc/about/tlc-trip-record-data.page in parquet format and loaded into Google Cloud Storage for access by the data pipeline.

The taxi trips table is about the Green taxi trips made in NYC and is enriched with generated data about taxi zones, payment types, rate codes and trip types from the provided data dictionary and dates by dbt.

Architecture

Blank diagram (2)

Entity Relationship Diagram

Blank diagram (4)

Setup

Pre-requisites

  • Terraform
  • Docker

Terraform

The following steps will help you spin up the required cloud infrastructure:

  1. Move into the Terraform directory

cd terraform

  1. Initiate Terraform and download the required dependencies

terraform init

  1. View the Terraform plan

terraform plan

  1. Apply the Terraform plan

terraform apply

Airflow

  1. Move into Airflow directory

cd airflow

  1. Run the Docker container

docker compose up

Future Work

  • Inlclude CI/CD pipelines
  • Include more data quality checks
  • Add data visualizations to present insights from the data

taxilytics's People

Contributors

mrazakazmi avatar

Watchers

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