How to use numpy meshgrid and contour plots in python

### step 1: import required libraries

### step 2: create coordinate arrays

next, we create two arrays representing the x and y coordinates. for example, we can create a grid of values from -5 to 5.

### step 3: generate the meshgrid

### step 4: define a function

now we define a function \( z = f(x, y) \) that we want to visualize. for example, we can use the equation of a gaussian function:

### step 5: create a contour plot

### complete example code

here’s the complete code all together:

### conclusion

...

#python contourf
#python contourf extend
#python contour plot from 3 lists
#python contour plot x y z
#python contour plot

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