Perform statistical modeling and inference with Python's Statsmodels library.
npx skills add https://github.com/jobu711/options_arena --skill statsmodels-jobu711
Please help me install this Agent Skill. Skill: statsmodels Source: https://github.com/jobu711/options_arena/tree/main/.claude/skills/statsmodels Command: npx skills add https://github.com/jobu711/options_arena --skill statsmodels-jobu711
Provide rigorous statistical modeling and inference in Python using a mature, well-documented library that covers regression, GLMs, time-series, and diagnostic tools.
Run a simple OLS example on your dataset to obtain a quick regression summary.
High-intent search queries and answers about installing and using this skill.
To run OLS regression in Python, you can apply the formula API to your dataset and generate a quick regression summary with full diagnostics and inference statistics.
Time-series analysis in Python supports ARIMA and VAR models, alongside state-space capabilities, providing robust inference and multivariate forecasting for economic and financial data.
Yes, it supports GLMs and MixedLM for hypothesis testing, offering extensive diagnostics and model selection capabilities to ensure rigorous statistical inference across social science datasets.
Perform model selection and diagnostics for GLMs using the formula API, which provides extensive diagnostic tools and hypothesis testing to validate model assumptions and robustness.
Use this approach when you need rigorous inference, mature documentation, and a wide range of models like OLS, GLS, and discrete choice, rather than just predictive accuracy.
Yes, you can apply discrete choice modeling to economics and social science datasets, leveraging rigorous statistical inference and formula API for robust hypothesis testing.
dotlab-hqPerform GPU-accelerated groupby aggregations and statistical summaries on large CSV datasets.
SologaFit OLS, GLM, ARIMA, and VAR models with statsmodels.
jkitchinSelect and apply Matplotlib, Seaborn, or Plotly for Python visualizations.
thanhtai040805Forecast future returns and generate trading signals using sklearn models.
