Create Mock Data Generator for Resident Activities

[brylie]

Add a mock data generator for activities, aiming to create a realistic data set for development and testing purposes.

Detailed Description

• The generator will produce a random number of activities per resident, ranging from 10 to 30.
• All activities will be backdated within the past 30 days to simulate a typical month.
• Randomization will apply to all activity properties, including:
  • duration_m: Randomly set to 15, 30, 45, or 60 minutes.
  • caregiver_role: Randomly selected from the predefined caregiver roles.
  • activity_type: Randomly chosen from the available activity types.
• The generated data should have a natural variance to mimic real-world scenarios.

Use Case

• Facilitates UI testing by providing a diverse data set.
• Assists in demonstrations to stakeholders and potential clients.
• Enhances the development process with a rich, local testing environment.

Technical Considerations

• Implement a script or management command within the Django framework for ease of use.
• Utilize a probability distribution to ensure organic data variety, leveraging libraries such as numpy, scipy, or statsmodels which are already included in the project.
• The generator should create a realistic spread of activity durations and types, using the probability distribution functions available in these libraries to select values.
• Ensure the generator script is idempotent, allowing it to be run multiple times without duplicating data.
• Generate a diverse set of data reflecting various resident activity levels, though perfect distribution across levels is not a requirement for the initial iteration.

Additional Context

• While achieving a spread across different activity levels is ideal, the initial version need not strictly enforce this distribution.

[brylie]

Closed by #65