استخدام البيانات بواسطه لغه البايثون

Data analysis using Python . First, import libraries like pandas and numpy for data manipulation. Second, load the data from files such as CSV or databases into a DataFrame. Third, clean the data by handling missing values and removing duplicates. Fourth, analyze the data using statistical and visualization tools like matplotlib and seaborn. Finally, extract insights and make decisions based on the analysis.