DeepSeek for Data Analysis: A Practical Review

I tested DeepSeek on several data analysis tasks, from cleaning messy CSV files to generating insights from datasets. It handled Python code generation for pandas operations well, often providing efficient solutions. Where it shined was in explaining statistical concepts and suggesting appropriate analysis methods. For visualization code, it generated accurate matplotlib and seaborn commands. The main limitation was working with very large datasets, where the context window becomes a constraint. For typical data analysis tasks involving moderate-sized datasets, DeepSeek is a capable and cost-effective assistant, especially if you run it locally.