[USER (data scientist)]: Nice one! Lastly, let's handle GPU capabilities. I want Nvidia GeForce GPUs to get a score of 50, and AMD Radeon GPUs to get a score of 40. Please generate a dataframe and a figure to analyze the impact of GPU brand ('Nvidia GeForce' or 'AMD Radeon') on laptop prices in the 'laptops_price' dataset, using a custom scoring function to numerically evaluate GPU performance.
My template of code snippet is:

---BEGIN CODE TEMPLATE---

import pandas as pd
import pickle

laptops_price = pd.read_csv("laptops_price.csv")

# YOUR SOLUTION BEGIN:
<code1>
[GENERATE YOUR CODE]
</code1>
# YOUR SOLUTION END:

---END CODE TEMPLATE---

[YOU (AI assistant)]: Sure thing! Here's a function to calculate the GPU capabilities score based on your criteria: 
