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import numpy as np
import matplotlib.pyplot as plt
from sklearn.model_selection import StratifiedShuffleSplit
import pandas as pd
housing = pd.read_csv("https://raw.githubusercontent.com/ageron/handson-ml/master/datasets/housing/housing.csv")