The number of data points needed to determine the polynomial regression model depends on the degree of the polynomial you want to fit. For degree n, you need at least n+1 data points. If you have exactly n+1 points, then the fit will be perfect, i.e., the curve will go through every point. Remember, the model is more reliable when you build it on a larger sample!
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