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Please complete the code below using python (15 points), also write a short report to show the steps, results, plots and your thoughts on this

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Please complete the code below using python (15 points), also write a short report to show the steps, results, plots and your thoughts on this task (10 points), you don't need to draw the projection trajectory (red lines as shown in the first subplot) but it's fine if you want. [2 points] # generate 1000 randomly distributed data points with x and y two features/dimensions [10 points] # calculate the first principle component and project the data points onto it [3 points] # reconstruct the original points from this one principal component Please complete the code below using python (15 points), also write a short report to show the steps, results, plots and your thoughts on this task (10 points), you don't need to draw the projection trajectory (red lines as shown in the first subplot) but it's fine if you want. [2 points] # generate 1000 randomly distributed data points with x and y two features/dimensions [10 points] # calculate the first principle component and project the data points onto it [3 points] # reconstruct the original points from this one principal component

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