Advanced: Model Exploration

Congratulations! Your model is trained and your data is cleaned. Now, let's put on our detective hats, grab our magnifying glasses, and enter the mysterious world of Model Exploration! 🕵️‍♂️

Click the "Model Exploration" button in the top menu bar, just like opening a door to the depths of your data.

🗺️ Your Treasure Map (Scores T1 - T2)

What comes into view is a scatter plot, which is your "treasure map". Each gray dot represents one of your historical data points.

• Red Circle (Ellipse): That's the safe harbor (confidence interval). Data inside the circle is normal, while data outside might be "treasure" or "traps" (outliers).
• Red Dot (Target): That's your current "position".

In this interface, we've prepared two magical exploration modes for you:

1. 🧭 Explore Mode: Finding the Optimal Solution

This is the default selected mode. Imagine you're piloting a spaceship through the data universe.

• How to play?：Simply drag that red dot with your mouse!
• What's it for?：When you move the red dot, you're actually simulating: "If my data point were at this position (T1, T2 scores), what would its original features (X) and prediction results (Y) be?"
• Real-time feedback:
  • X-Space & Y-Space: The two panels below will jump around as the red dot moves. They tell you, at the current position, what the theoretical values of each variable (such as temperature, pressure, yield rate) are.
  • Bounds: Watch those blue and green lines! They are safety boundaries. If your red dot moves to a certain area and you find the values below exceed the boundaries, it means this position might be difficult to reach in reality, or dangerous!

💡 Tip: Want to know "how to set parameters to achieve the highest yield rate"? Drag the red dot to the area with the highest yield rate (usually judged by combining with the loading plot), and the X-Space below will tell you what the raw material ratio should be at this time! This is the magical tool for reverse optimization!

2. 🔍 Search Mode: Time Travel

Click the "Search" button in the upper right corner to switch to detective mode.

• How to play?：Now the red dot no longer listens to your commands, but becomes click-to-select. You can click any gray historical point on the plot.
• What's it for?：When you click a point, the system will instantly "travel back" to the moment when that data was generated.
• Reveal the truth:
  • The panels below will immediately display all the actual values of that data at the time.
  • Want to know "what really happened with that anomaly last time"? Click on it, and all parameters will be clear at a glance.

📏 The Rules Here (Bounds & Lists)

During exploration, don't forget to look at the dashboard below:

• X-Space (Feature Space): On the left is your recipe (X).
  • Raw Value: Actual physical values (such as 100°C).
  • Bounds: Upper and lower limits. Data exceeding the range will enter the alarm area! 🚨
• Y-Space (Target Space): On the right is your target (Y).
  • Also displays predicted values and their safety ranges.

Alright, detective, go drag that red dot and find your optimal process parameters! 🚀