Creativeabdulmalik/Python-Project

This repository showcases a Python programming capstone project as part of my data science journey with Arewa Data Science Academy. # Python Project This repository showcases a Python programming capstone project as part of my data science journey with Arewa Data Science Academy. # Project Overview In this project, I performed exploratory data analysis (EDA) on the taxi_organization dataset using Jupyter Notebook within Visual Studio Code. The project began with downloading the dataset from the Data Science Nigeria Bootcamp Competition (2024). The data preprocessing stage involved: Handling duplicates and addressing missing values. Transforming categorical variables into quantifiable formats to ensure usability. ## For visualization, I utilized various plots, including: Bar charts Histograms Scatter plots Box plots These visualizations provided insights into the relationships between variables and helped identify trends and patterns within the taxi_organization dataset. ## Problem Statement of the Analysis Identify trends and patterns between variables. Visualize the relationship between payment types and total revenue generated. Analyze the relationship between fare amount and trip distance.