this post was submitted on 16 Jan 2024
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Thank you! Good advice! I know X^2 tests of goodness of fit and independence are (Ei-Oi)^2/Ei, but I'm having trouble understanding what i means, I've been told it means category, but the context is hard for me to grasp (which category? When? What counts as a category?)
(I've grasped what degress of freedom and normal distribution are, I was just using them as an example lol but thank you, your explanations made it clearer for me)
No prob!
The i denotes a category that's determined by the researcher. You can think of Chi squared tests as testing the deviation from an assumption (typically that whatever you're looking at is randomly distributed). So it can be something as simple as heads or tails in a bunch of coin flips - you could calculate your _E_xpected rate of heads - _O_bserved rate of heads / the _E_xpected rate of heads
Here's a really detailed explanation. In evolutionary bio you can use it to see if traits are undergoing selection. Suppose in tribbles allele P causes black fur, p causes white fur, and the heterozygous condition is gray. You know from previous sampling that the rate of appearance for P is 0.80 and p is 0.20. You could then estimate that you would expect to see 64% black Tribbles, 32% gray Tribbles, and 4% white Tribbles. If you go out and your sample only has, say 20% gray tribbles, the chi square can tell you (O_gray - E_gray, etc) if it's reasonable to think that was random sampling error or there's something else going on (possibly sexual selection or predation).
That helps a lot, thank you! Exellent use of Tribbles
Glad you found it useful! Feel free to ping me if there's anything else I can help with.