PB preprocessed data used in paper "Multi variables time series information bottleneck"
Description
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'}
Files
Files
(114.2 MB)
| Name | Size | Download all |
|---|---|---|
|
md5:ec5d697690145572a02a5e5e43f05fee
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114.2 MB | Download |
Additional details
Funding
- Swiss National Science Foundation
- Machine Learning based Analytics for Big Data in Astronomy 407540_167158