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X+Y Loading Plot VIP Exclusive

🔀 What is this?

This is a hybrid loading plot that places X variables (causes) and Y variables (results) on the same chart.

It allows you to see at a glance: Which causes (X) have the greatest impact on results (Y)?

🧐 How to read?

  • Points:
    • Blue points: Usually represent X variables.
    • Red points: Usually represent Y variables.
  • Relationships:
    • If a blue point (X) and a red point (Y) are close together, it indicates they are highly positively correlated (e.g., adding catalyst increases yield).
    • If they are opposite each other across the origin, it indicates highly negative correlation (e.g., too high temperature reduces yield rate).

🛠️ How to use?

Note: This chart has a lasso function for selecting abnormal parameters.

  • Find key factors: Focus on the Y you care about most (e.g., "yield rate") and see which X is closest to it - that's the key.
  • Optimize process: If you want to improve Y, adjust the X variables that are positively correlated with it.

X+Y Loading Plot Example

Let data speak, make decisions simpler.