Table 3 Principal component analysis (PCA) results showing the explained variance and cumulative variance for each component. Based on the criterion of capturing 95% of the cumulative variance, the first 14 principal components were retained for further analysis, while the remaining components were discarded.
Component | Explained_Variance | Cumulative_Variance | Remark |
|---|---|---|---|
PC1 | 0.211547 | 0.211547132 | Retained |
PC2 | 0.190142 | 0.401688877 | Retained |
PC3 | 0.09553 | 0.497218628 | Retained |
PC4 | 0.08367 | 0.580888771 | Retained |
PC5 | 0.074 | 0.654888545 | Retained |
PC6 | 0.06367 | 0.718559004 | Retained |
PC7 | 0.057494 | 0.776053428 | Retained |
PC8 | 0.043284 | 0.819337099 | Retained |
PC9 | 0.037627 | 0.856964003 | Retained |
PC10 | 0.035123 | 0.892087079 | Retained |
PC11 | 0.020672 | 0.912758719 | Retained |
PC12 | 0.020036 | 0.932794639 | Retained |
PC13 | 0.016923 | 0.949717451 | Retained |
PC14 | 0.012519 | 0.962236388 | Retained |
PC15 | 0.008489 | 0.970725638 | Discarded |
PC16 | 0.006689 | 0.977414273 | Discarded |
PC17 | 0.006278 | 0.983692589 | Discarded |
PC18 | 0.003844 | 0.987537066 | Discarded |
PC19 | 0.00252 | 0.990057362 | Discarded |
PC20 | 0.001778 | 0.991835667 | Discarded |
PC21 | 0.001573 | 0.993408964 | Discarded |
PC22 | 0.001487 | 0.99489592 | Discarded |
PC23 | 0.001241 | 0.996136683 | Discarded |
PC24 | 0.000929 | 0.997065682 | Discarded |
PC25 | 0.000705 | 0.997770558 | Discarded |
PC26 | 0.000644 | 0.998415003 | Discarded |
PC27 | 0.000593 | 0.999007834 | Discarded |
PC28 | 0.000451 | 0.999459064 | Discarded |
PC29 | 0.000177 | 0.999635648 | Discarded |
PC30 | 0.000158 | 0.999793748 | Discarded |
PC31 | 0.00013 | 0.999924187 | Discarded |
PC32 | 6.92E-05 | 0.999993392 | Discarded |
PC33 | 6.60E-06 | 0.999999994 | Discarded |
PC34 | 5.95E-09 | 1 | Discarded |