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extract features function
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def ExtractFeatures(df): | |
# adds is_red, is_white, is_rose, is_rose | |
# is_sparkling, is_dry, is_sweet | |
for key, value in desc_extracting_dict.items(): | |
interim_df = extract_features_from_description(df, "description", key, value) | |
# adds year | |
interim_df["title_numlist"] = (interim_df | |
.title | |
.str | |
.findall(r'\b\d+\b')) | |
interim_df["year"] = (interim_df | |
.title_numlist | |
.apply(extract_year_from_title)) | |
# adds is_blend | |
interim_df["is_blend"] = (interim_df | |
.variety | |
.apply(extract_blend_from_variety)) | |
# drops unused features | |
features_added_df = (interim_df | |
.drop(columns=["description", | |
"title", | |
"title_numlist"])) | |
return features_added_df |
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