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28 lines
954 B
Python
28 lines
954 B
Python
import pandas as pd
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import os
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data_path = '../data/'
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feature_path = os.path.join(data_path, 'feature/teacher/')
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if not os.path.exists(feature_path):
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os.makedirs(feature_path)
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log_file = os.path.join(os.environ.get('OUTPUT_DIR'),'example/OPDT_b/test/')
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files = os.listdir(log_file)
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for f in files:
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if f.endswith(".log"):
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df = pd.read_pickle(log_file + f)
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#df['datetime'] = df.index.get_level_values(1).map(lambda x: x[1])
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df['datetime'] = df.index.get_level_values(1)
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df.set_index('datetime', append=True, drop=True, inplace=True)
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action = df['action']
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action = action.reset_index(level=1, drop=True)
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action.index = action.index.map(lambda x: (x[0], x[1], x[2].time()))
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action = action.unstack().iloc[:, ::30] * 2
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action = action.fillna(0)
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train_action = action.astype("int")
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final = train_action
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final.to_pickle(feature_path + f[:-4] + '.pkl') |