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Wann-Jiun/nycdsa_p4_quality.py

Last active January 23, 2017 19:42
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nycdsa_p4_quality.py
quality_dict = {None: 0, "Po": 1, "Fa": 2, "TA": 3, "Gd": 4, "Ex": 5}
train_df["ExterQual"] = df["ExterQual"].map(quality_dict).astype(int)
train_df["ExterCond"] = df["ExterCond"].map(quality_dict).astype(int)
train_df["BsmtQual"] = df["BsmtQual"].map(quality_dict).astype(int)
train_df["BsmtCond"] = df["BsmtCond"].map(quality_dict).astype(int)
train_df["HeatingQC"] = df["HeatingQC"].map(quality_dict).astype(int)
train_df["KitchenQual"] = df["KitchenQual"].map(quality_dict).astype(int)
train_df["FireplaceQu"] = df["FireplaceQu"].map(quality_dict).astype(int)
train_df["GarageQual"] = df["GarageQual"].map(quality_dict).astype(int)
train_df["GarageCond"] = df["GarageCond"].map(quality_dict).astype(int)
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