File size: 1,736 Bytes
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id: grid_functional_zone_classification
type: episode_classification
description: Predict TaxiBJ grid functional-zone class for each grid episode.
inherit_general: true
sample:
primary_key: episode_id
inputs:
tabular_static:
source: taxibj_grid_static_metadata
fields:
- row
- col
- lat
- lon
time_series:
- fields: [inflow, outflow, temperature, windspeed, weather_code, is_holiday]
source: grid_multivariate
window:
length: 672
unit: 30min
graph:
source: grid_8_neighbor_graph
prediction:
field: zone_id
leakage:
forbidden_input_columns:
- target_class_id
- target_class_name
- zone_id
- zone_name
- episode_id
- grid_id
data_refs:
tabular_static:
taxibj_grid_static_metadata:
file: TaxiBJ_protocol/input_multimodal/meta_features.csv
id_column: episode_id
time_series:
grid_multivariate:
file:
- TaxiBJ_protocol/input_multimodal/time_series/inflow/inflow.h5
- TaxiBJ_protocol/input_multimodal/time_series/outflow/outflow.h5
- TaxiBJ_protocol/input_multimodal/time_series/temperature/temperature.h5
- TaxiBJ_protocol/input_multimodal/time_series/windspeed/windspeed.h5
- TaxiBJ_protocol/input_multimodal/time_series/weather_code/weather_code.h5
- TaxiBJ_protocol/input_multimodal/time_series/is_holiday/is_holiday.h5
value_field: [inflow, outflow, temperature, windspeed, weather_code, is_holiday]
native_grid_minutes: 30
graph:
grid_8_neighbor_graph:
file: TaxiBJ_protocol/input_multimodal/node_level_task_graphs/grid_8_neighbor_graph/edge_infos.csv
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