Test for Association Between Categories

Upload your data, pick two categorical columns, and find out if they are related. Free.

Drop your CSV here

or click to browse · max 3 MB · large files are sampled automatically

📊
-
Rows
-
Columns
-
Numeric

Running chi-square test of independence analysis...

Running chi-square test, building contingency table, generating AI insights.

Your chi-square test of independence report is ready!

We've sent a full report to — chi-square statistic, p-value, contingency table, and AI insights.

Analyze another file

What's in the report?

Every analysis gets a complete chi-square test of independence report — the same output a data scientist would produce. Built with validated R code, not AI-generated scripts.

📊

Test Results

Chi-square statistic, p-value, and effect size.

📈

Contingency Table

Observed vs expected frequencies.

🔍

Association Patterns

Which combinations occur more or less than expected.

🤖

AI Insights

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

FAQ

What is a chi-square test?

Tests whether two categorical variables are associated.

What data do I need?

A CSV with two categorical columns.

Is this really free?

Yes. You get up to 3 free analyses per day. For unlimited access to all statistical tools, you can sign up for a paid plan.

Is the R code available?

Yes — your report includes the exact R code used to produce the results. It's reproducible, auditable, and citable. This isn't AI-generated code that changes every run — it's the same validated script every time.

Powered by MCP Analytics