Data Analytics With Python

Workflow:

Data Collection and Preprocessing
- Gather data from Spotify API or CSV files.
- Clean and preprocess the data to ensure data quality.
Exploratory Data Analysis (EDA)
- Use Pandas and Seaborn for EDA to understand the dataset's structure.
- Visualize relationships between energy and popularity using plots and charts.
Statistical Analysis
- Perform statistical tests to determine correlations and significance.
- Explore patterns and trends in the data related to song characteristics..
Documentation and Presentation
- Document code, analysis steps, and findings in Jupyter Notebooks or Markdown files.
- Create visualizations and summaries for presentation and reporting.