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Propose another hypothesis
Discard or change the hypothesis.
Theory. APEX -> conclusion
No. It just means that what you hypothesized would happen didn't. You shouldn't change anything. A hypothesis is simply a guess on what will happen, so if your guess isn't true that's okay.
The hypothesis and the Data are related because the hypothesis is what you think is going to happen, and if you're right, then that becomes the data