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GLM Explorer — the right regression family, chosen from your data In Minutes

Upload your data and get a complete glm explorer — the right regression family, chosen from your data report. Free.

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Free analyses run on up to 10,000 rows. Larger files are randomly sampled to that size — sign up to analyze your full dataset.

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Running glm explorer — the right regression family, chosen from your data analysis...

Running glm explorer — the right regression family, chosen from your data analysis...

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What's in the report?

Standard-library analysis: regression that inspects your outcome column and chooses the correct model family instead of assuming one — what it adds over plain linear regression. A yes/no outcome gets logistic regression with odds ratios; a non-negative whole-number count gets Poisson regression with rate ratios (upgraded to quasi-Poisson when an overdispersion test demands it); a continuous outcome gets ordinary least squares with plain coefficients. The family decision and its evidence are reported openly, every effect carries a 95% confidence interval and plain-language significance, and you get the strongest predictor's partial-effect curve plus a predicted-vs-actual fit check (binned calibration for logistic). Works on any dataset: map one outcome and 1-8 predictors.

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Effects

Interactive horizontal_bar visualization

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Strongest Predictor Effect

Interactive scatter visualization

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Predicted vs Actual

Interactive scatter visualization

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Model Diagnostics

Interactive table visualization

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AI Insights

Plain-English interpretation — what the numbers mean, what's significant, and what to do next.

The Question This Answers

Explain churn (yes/no) with odds ratios instead of a misfit straight line

Questions?

See our FAQ for details on pricing, data privacy, and how the analysis works. Every report includes a Methodology section showing the statistical test, assumptions checked, and diagnostics run.

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