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The two answers given (MF and Werner) address splines. A spline will (by definition) pass exactly thru the data points you supply.
Another scenario that often happens produces data that was generated empirically; where the form of the function can be deduced from the physical problem and there is some uncertainty in the measured data. In that case a least squares fit to the data that determines the coefficients of the function may be a better solution:
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