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...Generalized linear models with support for all of the one-parameter exponential family distributions. Markov switching models (MSAR), also known as Hidden Markov Models (HMM). Vector autoregressive models, VAR and structural VAR. Vector error correction model, VECM. Robust linear models with support for several M-estimators. statsmodels supports specifying models using R-style formulas and pandas DataFrames.

...It combines spreadsheet-style data handling with statistical tools, publication-ready graphs, confidence intervals, project files, encrypted storage, audit trails, workflow automation, and extensible plugins. The application includes CSV, TSV, XLSX, and SQLite import and export, customizable chart styles, confidence bands, error bars, report generation, generated analysis scripts, parameter sweeps, and a documented plugin API with a starter template. TAVIA 1.0.0 Beta 1 focuses on reliability, data integrity, installer safety, secure plugin loading, reproducible results, and cross-platform desktop use. It is intended for researchers, analysts, students, and technical users who want a local, transparent alternative to fragmented analysis tools.

This is a PORTABLE app bundle for WINDOWS. No installation required! (Uncompressed size is about 60Mb because of required libraries for all Windows versions from XP to 10. The application is incomparably small.) Unzip, run sumcalc.exe. That's it! You can put the folder wherever you want, except system folders with permissions (e.g. Program Files), and create a shortcut if needed. Cross-platform source and...