v0.2.6

[v0.2.6] - 2025-04-16

🚀 Features

• Add data_quality() report function to generate structured diagnostics on missing values, duplicates, constants, near-constants, mixed types, and high cardinality variables.
• Add show_missing_summary() to support missing data analysis by column, with percentage filtering.
• Add show_dimensions() to report total entries and memory usage alongside shape.

🧪 Tests

• Added unit tests for data_quality(), show_dimensions(), and show_missing_summary() using conftest.py fixtures.

📝 Documentation

• Added comprehensive docstring for data_quality() outlining its use and structure.
• Updated CHANGELOG.md with release details.