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The exercice is validated is all questions of the exercice are validated
The question 1 is validated if the plot looks like:

alt text

The question 2 is validated if the equation of the fitted line is: y = 42.619430291366946 * x + 99.18581817296929
The question 3 is validated if the plot looks like:

alt text

The question 4 is validated if the outputted prediction for the first 10 values are:
array([ 83.86186727, 140.80961751, 116.3333897 ,  64.52998689,
        61.34889539, 118.10301628,  57.5347917 , 117.44107847,
       108.06237908,  85.90762675])
The question 5 is validated if the MSE returned is 114.17148616819485
The question 6 is validated if the MSE returned is 2854.2871542048706