Complex sentence: Third, a zero Pearson product-moment correlation coefficient does not necessarily mean independence, because only the two first moments are considered.
Split into simpler sentences: Third, a zero Pearson product-moment correlation coefficient does not necessarily mean independence. This is because only the two first moments are considered.