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# Chi-square: Contingency Tables and Goodness of Fit {#ch.chisq}
## Learning Objectives for Chapter
Jen's:
1. Construct a contingency table and calculate its degrees of freedom.
2. State if a larger or smaller chi square value indicates stronger dependency between variables in a test of independence.
3. Describe the theory behind how we calculate the expected values in a test of independence.
1. Define independence between random variables.
1. Identify problems that can be addressed as goodness of fit or independence tests.
1. Define degrees of freedom for the $\chi^2$ distribution.
1. Test for independence of categorical random variables.
1. Test the goodness of fit of theoretical distributions to data.
1. Look up quantiles and probabilities for the $\chi^2$ distribution.
## Origin of the $\chi^2$ distribution
## Exercises and Solutions
## Homework Problems
## Lab Project