Image source: LensGo
Requests is essential for making HTTP requests, enabling data analysts to fetch real-time data and external datasets with ease.
Image source: LensGo
Use Beautiful Soup to parse HTML and XML, helping analysts extract non-API data from websites effectively.
Image source: LensGo
NumPy is your go-to library for fast numerical computations and array manipulations, forming the foundation for advanced analysis.
Image source: LensGo
Pandas makes data cleaning, transformation, and analysis straightforward, a must-have for every data analyst.
Image source: LensGo
An excellent alternative to pandas, Polars offers blazing-fast performance for handling large datasets effortlessly.
Image source: LensGo
DuckDB integrates SQL capabilities with Python for efficient exploration and analysis of large-scale datasets.
Image source: LensGo
Statsmodels allows you to perform hypothesis testing, statistical modeling, and diagnostics with ease.