Data Analysis Project

In this project my main task was to make insights and distinguish patterns in order to answer the case senario.
Dataset : Stack Overflow Developer Survey 2023
Case senario : Do on-site workers get paid more on average ?.
Tools : Google Sheets , Tableau.
Data Cleanup

In this project we transpose data and validate their values .
Dataset : Dirty Dataset to practice Data Cleaning Kaggle
Case senario : Data validation and cleanup
Tools : Python pandas
Data Transformation

In this project we transform data from an excel file so they become ready for data analysis using Python .
Dataset : Dirty Data sample 1 Kaggle
Case senario : Manipulate data for data analysis
Tools : Python pandas
Amazon Dataset cleaning

Clean And Transform Data for numeric analysis.
Dataset : Audible Dataset Kaggle
Task : Data cleaning
Tools : Python , Pandas.