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Provide Python program code and step - by - step explaination for the following question. The basic functionality of data processing ( data initialization, data

Provide Python program code and step-by-step explaination for the following question.
The basic functionality of data processing (data initialization, data insertion), should be done using Numpy library while the computation (ML) part should be done using Scikit-learn library as much as possible.
1. The program asks the user for input N (positive integer) and reads it.
2. Then the program asks the user for input k (positive integer) and reads it.
3. hen the program asks the user to provide N (x, y) points (one by one) and reads all of them: first: x value, then: y value for every point one by one. X and Y are the real numbers.
4. In the end, the program asks the user for input X and outputs: the result (Y) of k-NN Regression if k <= N, or any error message otherwise.
5. Additionally, provide the variance of labels in the training dataset.

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