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- # SPDX-License-Identifier: Apache-2.0
- _target_: data.datasets.create_datasets
- config:
- source_path: /workspace/datasets/traffic/traffic.csv
- dest_path: /workspace/datasets/traffic/
- train_range:
- - 0
- - 3624
- valid_range:
- - 3456
- - 3984
- test_range:
- - 3816
- - 4200
- dataset_stride: 1
- scale_per_id: False
- encoder_length: 168
- input_length: 168
- example_length: 192
- MultiID: False
- features:
- - name: 'id'
- feature_type: 'ID'
- feature_embed_type: 'CATEGORICAL'
- cardinality: 964
- - name: 'hours_from_start'
- feature_type: 'TIME'
- feature_embed_type: 'CONTINUOUS'
- - name: 'values'
- feature_type: 'TARGET'
- feature_embed_type: 'CONTINUOUS'
- scaler:
- _target_: sklearn.preprocessing.StandardScaler
- - name: 'time_on_day'
- feature_type: 'KNOWN'
- feature_embed_type: 'CONTINUOUS'
- scaler:
- _target_: sklearn.preprocessing.StandardScaler
- - name: 'day_of_week'
- feature_type: 'KNOWN'
- feature_embed_type: 'CATEGORICAL'
- cardinality: 8
- - name: 'hours_from_start'
- feature_type: 'KNOWN'
- feature_embed_type: 'CONTINUOUS'
- scaler:
- _target_: sklearn.preprocessing.StandardScaler
- - name: 'categorical_id'
- feature_type: 'STATIC'
- feature_embed_type: 'CATEGORICAL'
- cardinality: 964
- train_samples: 450000
- valid_samples: 50000
- binarized: True
- time_series_count: 964
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