adds back alias for kmeans removed by accident
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@ -9,7 +9,7 @@ def kmeans(query, no_clusters, no_init=20):
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full_query = '''
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full_query = '''
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SELECT array_agg(cartodb_id ORDER BY cartodb_id) as ids,
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SELECT array_agg(cartodb_id ORDER BY cartodb_id) as ids,
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array_agg(ST_X(the_geom) ORDER BY cartodb_id) xs,
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array_agg(ST_X(the_geom) ORDER BY cartodb_id) xs,
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array_agg(ST_Y(the_geom) ORDER BY cartodb_id)
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array_agg(ST_Y(the_geom) ORDER BY cartodb_id) ys
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FROM ({query}) As a
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FROM ({query}) As a
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WHERE the_geom IS NOT NULL
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WHERE the_geom IS NOT NULL
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'''.format(query=query)
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'''.format(query=query)
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@ -87,8 +87,7 @@ def extract_columns(db_resp, id_col):
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def scale_data(features):
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def scale_data(features):
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"""
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"""
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Scale all input columns from 0 to 1 so that k-means puts them on equal
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Scale all input columns to center on 0 with a standard devation of 1
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footing
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input_data (numpy array): an array of dimension (n_features, n_samples)
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input_data (numpy array): an array of dimension (n_features, n_samples)
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"""
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"""
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from sklearn.preprocessing import StandardScaler
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from sklearn.preprocessing import StandardScaler
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