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PB preprocessed data used in paper "Multi variables time series information bottleneck"

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NIAID Data Ecosystem2026-03-14 收录
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https://zenodo.org/record/7674365
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Preprocessed PB data used in paper "Multi variables time series information bottleneck" with the GitHub code This dataset is created from a public available dataset of solar power data collected in Alabama by CalTrans. The npz file is a numpy (np) compressed data and can be loaded using np.load with allow_pickle=True Loaded data is then a python dict described bellow. Each sample 'data' is a np.ndarray with 2 dimensions: time (various length) and wavelength (length=325 representing 325 traffic detectors ordered like in CalTrans). Each sample is given a 'position' which is a list of length 4: position[1] is a string that gives the name of the event position[4] is a boolean vector that gives the time positionsof the corresponding sample in the original sequence of public IRIS level2 data Data file info : Type: .npz Size: 114.23MB *** Key: 'data_TR_PB' ndarray data of length 3 containing np.ndarray of shapes [12160, 325] *** Key: 'data_VAL_PB' ndarray data of length 3 containing np.ndarray of shapes [868, 325] *** Key: 'data_TE_PB' ndarray data of length 3 containing np.ndarray of shapes [4343, 325] *** Key: 'data_TR' ndarray data of length 3 containing np.ndarray of shapes [12160, 325] *** Key: 'data_VAL' ndarray data of length 3 containing np.ndarray of shapes [868, 325] *** Key: 'data_TE' ndarray data of length 3 containing np.ndarray of shapes [4343, 325] *** Key: 'position_TR_PB' ndarray data of length 3 containing ndarray data of length 4 containing mix of types {'str', 'ndarray', 'int'} *** Key: 'position_VAL_PB' ndarray data of length 3 containing ndarray data of length 4 containing mix of types {'str', 'ndarray', 'int'} *** Key: 'position_TE_PB' ndarray data of length 3 containing ndarray data of length 4 containing mix of types {'str', 'ndarray', 'int'} *** Key: 'position_TR' ndarray data of length 3 containing ndarray data of length 4 containing mix of types {'str', 'ndarray', 'int'} *** Key: 'position_VAL' ndarray data of length 3 containing ndarray data of length 4 containing mix of types {'str', 'ndarray', 'int'} *** Key: 'position_TE' ndarray data of length 3 containing ndarray data of length 4 containing mix of types {'str', 'ndarray', 'int'}
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2023-02-25
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