wxcai/Bear_room

WIATS: Weather-centric Intervention-Aware Time Series Multimodal Dataset

Data source:

• [Bear room]
  • [Room info] https://ucsdsmartbuilding.github.io/DATA
  • [Original data] https://drive.google.com/drive/folders/1E0OFp3v7H5YsSyvVqfKifZxqqs8ZsXXG

Dataset Structure

The dataset is organized into the following structure:

|-- subdataset1

|   |-- raw_data  # Original data files
|   |-- time_series # Rule-based Imputed data files
|   |   |-- id_1.parquet # Time series data for each subject can be multivariate, can be in csv, parquet, etc.
|   |   |-- id_2.parquet
|   |   |-- ...
|   |   |-- id_info.json # Metadata for each subject

|   |-- hetero
|   |   |-- room
|   |   |   |-- room report / formal_report # room report (include control channels)
|   |   |   |   |-- room 1
|   |   |   |   |   |-- all.json
|   |   |   |   |   |-- flow.json
|   |   |   |   |   |-- temperature.json
|   |   |   |   |   |-- occupy.json
|   |   |   |   |-- room 2
|   |   |   |   |   |-- all.json
|   |   |   |   |   |-- flow.json
|   |   |   |   |   |-- temperature.json
|   |   |   |   |   |-- occupy.json
|   |   |   |   |-- ...
|   |   |   |-- report embedding / formal_report # embedding for the room report
|   |   |   |   |-- room 1
|   |   |   |   |   |-- all.pkl
|   |   |   |   |   |-- flow.pkl
|   |   |   |   |   |-- temperature.pkl
|   |   |   |   |   |-- occupy.pkl
|   |   |   |   |-- room 2
|   |   |   |   |   |-- all.pkl
|   |   |   |   |   |-- flow.pkl
|   |   |   |   |   |-- temperature.pkl
|   |   |   |   |   |-- occupy.pkl
|   |   |   |   |-- ...

|   |   |-- weather
|   |   |   |-- raw_data
|   |   |   |   |-- daily_weather_raw_????.json
|   |   |   |   |-- ...
|   |   |   |   |-- daily_weather_????.csv
|   |   |   |   |-- ...
|   |   |   |   |-- hourly_weather_????.csv
|   |   |   |   |-- ...
|   |   |   |-- weather_report / formal_report (can be flattened and use regex to extract the version)
|   |   |   |   |-- version_1.json
|   |   |   |   |-- version_2.json
|   |   |   |   |-- ...
|   |   |   |-- report_embedding / formal_report # embedding for the weather report
|   |   |   |   |-- version_1.pkl
|   |   |   |   |-- version_2.pkl
|   |   |   |   |-- ...

|   |-- scripts # Scripts for data processing, model training, and evaluation
|   |-- id_info.json # Metadata for whole dataset without preprocessing
|   |-- static_info.json # Static information for this dataset, including the dataset information, channel information, downtime reasons. 
|   |-- static_info_embeddings.pkl

|-- subdataset2
|-- ......

id_info.json Structure

The id_info.json file contains metadata for each subject in the dataset. Extracted from the raw dataset. The structure is as follows:

{
    "id_1": {
        "len": 1000, # Length of the time series data
        "sensor_downtime": {
            1: {
                "time": [yyyy-mm-dd hh:mm:ss, yyyy-mm-dd hh:mm:ss],
                "index": [start_index, end_index]
            },
            2: {
                "time": [yyyy-mm-dd hh:mm:ss, yyyy-mm-dd hh:mm:ss],
                "index": [start_index, end_index]
            },
            ...
        },
        "other_info_1": "value_1", # Other information about the subject customizable entry
        "other_info_2": "value_2",
        ...
    },
    "id_2": ...

}

static_info.json Structure

The static_info.json file contains static information for the whole dataset. The structure is as follows:

{
    "general_info": "description of the dataset",
    "downtime_prompt": "",
    "channel_info": {
        "id_1": {
            "channel_1": "id_1 is xxx located in xxx; channel 1 is xxx",
            "channel_2": "id_1 is xxx located in xxx; channel 2 is xxx",
            ...
        },
        "id_2": {
            "channel_1": "id_2 is xxx located in xxx; channel 1 is xxx",
            "channel_2": "id_2 is xxx located in xxx; channel 2 is xxx",
            ...
        },
        ...
    },
}