The development of evaluating a correlation is a critical element in the assessment of correlation between different objects. This study proposes a new method to measure the correlation between a possible factor with an object and give a interpretation from the perspective of principal components. To test this, some water quality data was used to analyze, the result demonstrates the effectiveness of theoretical description and formula we provided.
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