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A project for creating a Data Warehouse, designing the ETL process, creating visualizations on Power BI and creating data mining models

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abki12c/Data-Warehouse-and-BI-Project

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About

This is a project about creating a data warehouse in a star schema and designing the ETL process. This data warehouse is then used to create visualizations on Power Bi and create Data Mining Models

The tools used in this project are the following:

  • Python
  • SQL Server Management Studio 19
  • SQL Server
  • Visual Studio 2022
  • Microsoft Analysis Services Projects extension (Visual Studio)
  • SQL Integration Services Projects extension (Visual Studio)
  • Power BI
  • RapidMiner Studio

You can check out the report of the project here and the PowerPoint presentation here. BiReport is the Power Bi report file, clean_data is the Python file used to clean the dataset and queries_used is an sql file containing the sql statements used throught the course of implementing this project. I also included the files for the Integration Services Project and the Multidimensional Project, as well as a backup file of the database here.

Project Instructions

You will use SQL Server (database and analysis services)

a) A large data set will be found, which should be cleaned and imported into a data warehouse, which will be designed by the teams . You will create a data cube and various metrics.

b) A visualization tool (Tableau or Power BI) will be used to create various data visualization cases.

c) Data Warehouse data will be used for some mining operations data, such as for example classification, association rules, clustering, etc. using methods and models of a commercial system or an open-source tool. You will implement at least two models.

To find the datasets, you can search the internet for relevant ones websites (e.g. https://www.kaggle.com/, http://archive.ics.uci.edu/ml/, http://www.kdnuggets.com/datasets/index.html)

Screenshots

Star schema

star schema

ETL process diagram

etl diagram

PowerBI visualization

PowerBI visualization

About

A project for creating a Data Warehouse, designing the ETL process, creating visualizations on Power BI and creating data mining models

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