| 123456789101112131415161718192021222324252627282930313233343536373839404142434445464748495051525354555657585960616263646566676869707172737475767778798081828384858687888990 |
- # SPDX-License-Identifier: Apache-2.0
- _target_: data.datasets.create_datasets
- config:
- source_path: /workspace/datasets/pems_bay/pems_bay.csv
- dest_path: /workspace/datasets/pems_bay/
- binarized: False
- graph: graph.bin
- graph_partitions: 1
- partition_joining_coef: 1
- train_range:
- - '2017-1-1'
- - '2017-5-8'
- valid_range:
- - '2017-5-8'
- - [2017,5,25,17,50]
- test_range:
- - [2017,5,25,17,50]
- - '2017-7-01'
- dataset_stride: 1
- scale_per_id: True
- encoder_length: 12
- input_length: 12
- example_length: 24
- MultiID: True
- features:
- - name: 'id'
- feature_type: 'ID'
- feature_embed_type: 'CATEGORICAL'
- cardinality: 325
- - name: 'Timestamp'
- feature_type: 'TIME'
- feature_embed_type: 'DATE'
- - name: 'Avg Speed'
- feature_type: 'TARGET'
- feature_embed_type: 'CONTINUOUS'
- scaler:
- _target_: sklearn.preprocessing.StandardScaler
- - name: 'Station'
- feature_type: 'STATIC'
- feature_embed_type: 'CATEGORICAL'
- cardinality: 326
- - name: 'Freeway #'
- feature_type: 'STATIC'
- feature_embed_type: 'CATEGORICAL'
- cardinality: 9
- - name: 'Direction of Travel'
- feature_type: 'STATIC'
- feature_embed_type: 'CATEGORICAL'
- cardinality: 5
- #- name: 'Station Length'
- # feature_type: 'STATIC'
- # feature_embed_type: 'CONTINUOUS'
- # scaler:
- # _target_: sklearn.preprocessing.StandardScaler
- - name: 'Avg Occupancy'
- feature_type: 'OBSERVED'
- feature_embed_type: 'CONTINUOUS'
- scaler:
- _target_: sklearn.preprocessing.StandardScaler
- - name: 'Total Flow'
- feature_type: 'OBSERVED'
- feature_embed_type: 'CONTINUOUS'
- scaler:
- _target_: sklearn.preprocessing.StandardScaler
- - name: 'Day of week'
- feature_type: 'KNOWN'
- feature_embed_type: 'CATEGORICAL'
- cardinality: 8
- - name: 'Month'
- feature_type: 'KNOWN'
- feature_embed_type: 'CONTINUOUS'
- scaler:
- _target_: sklearn.preprocessing.StandardScaler
- - name: 'Day'
- feature_type: 'KNOWN'
- feature_embed_type: 'CONTINUOUS'
- scaler:
- _target_: sklearn.preprocessing.StandardScaler
- - name: 'Hour'
- feature_type: 'KNOWN'
- feature_embed_type: 'CONTINUOUS'
- scaler:
- _target_: sklearn.preprocessing.StandardScaler
- - name: 'Minute'
- feature_type: 'KNOWN'
- feature_embed_type: 'CONTINUOUS'
- scaler:
- _target_: sklearn.preprocessing.StandardScaler
- time_series_count: 325
|
