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@jacksonwilliamyu jacksonwilliamyu commented Sep 20, 2025

… and readme

Description

  • Defined data schemas for vitals, wearable inputs, and optional emotion data (facial/voice).
  • Collected annotated vitals time-series and simulated wearable datasets.
  • Designed preprocessing pipelines for time-series cleaning and baseline normalization.
  • Established privacy and security guidelines for wearable and sensitive emotion data.
  • Developed a data acquisition plan including integration of future wearable data sources.
  • Implemented quality assurance for time-series integrity and labeling accuracy.

Todos

  • Synthetic datasets created
  • Schema CSVs defined and validated
  • Preprocessing notebook added
  • Documentation (README) included
  • Request review from >= 2 devs (lead + Jiya)

How to test

  1. Review schema files in AI Guardian/DataSchemas_WJ/raw_data/.
  2. Open preprocessing.ipynb and run cleaning/validation steps.
  3. Confirm that processed outputs are generated in processed_data/:
    - emotions_clean.csv
    - vitals_clean.csv
    - wearables_clean.csv
    - merged_timeseries.csv

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2 participants