forked from moreo/QuaPy
Added encoding option with default to utf-8.
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@ -3,7 +3,7 @@ from scipy.sparse import dok_matrix
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from tqdm import tqdm
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def from_text(path):
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def from_text(path, encoding='utf-8'):
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"""
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Reas a labelled colletion of documents.
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File fomart <0 or 1>\t<document>\n
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@ -11,7 +11,7 @@ def from_text(path):
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:return: a list of sentences, and a list of labels
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"""
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all_sentences, all_labels = [], []
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for line in tqdm(open(path, 'rt').readlines(), f'loading {path}'):
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for line in tqdm(open(path, 'rt', encoding=encoding).readlines(), f'loading {path}'):
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line = line.strip()
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if line:
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label, sentence = line.split('\t')
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@ -25,8 +25,8 @@ def from_text(path):
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def from_sparse(path):
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"""
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Reas a labelled colletion of real-valued instances expressed in sparse format
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File fomart <-1 or 0 or 1>[\s col(int):val(float)]\n
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Reads a labelled collection of real-valued instances expressed in sparse format
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File format <-1 or 0 or 1>[\s col(int):val(float)]\n
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:param path: path to the labelled collection
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:return: a csr_matrix containing the instances (rows), and a ndarray containing the labels
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"""
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@ -56,16 +56,16 @@ def from_sparse(path):
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return X, y
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def from_csv(path):
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def from_csv(path, encoding='utf-8'):
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"""
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Reas a csv file in which columns are separated by ','.
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File fomart <label>,<feat1>,<feat2>,...,<featn>\n
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Reads a csv file in which columns are separated by ','.
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File format <label>,<feat1>,<feat2>,...,<featn>\n
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:param path: path to the csv file
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:return: a ndarray for the labels and a ndarray (float) for the covariates
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"""
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X, y = [], []
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for instance in tqdm(open(path, 'rt').readlines(), desc=f'reading {path}'):
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for instance in tqdm(open(path, 'rt', encoding=encoding).readlines(), desc=f'reading {path}'):
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yi, *xi = instance.strip().split(',')
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X.append(list(map(float,xi)))
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y.append(yi)
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