platform: 'bayesian'
name: Clint Work From Home
prior: 0.4
probability_threshold: 0.75
observations:
  - entity_id: 'person.clint'
    # Probability that I'm working from home when person.clint is home
    prob_given_true: .4
    # Probability that I'm not working from home when person.clint is home
    prob_given_false: .6
    platform: 'state'
    to_state: 'home'
  - entity_id: 'person.clint'
    # Probability that I'm working from home when person.clint is away
    prob_given_true: .01
    # Probability that I'm not working from home when person.clint is away
    prob_given_false: .9
    platform: 'state'
    to_state: 'away'
  - entity_id: 'person.clint'
    # Probability that I'm working from home when person.clint is at AGH
    prob_given_true: .01
    # Probability that I'm not working from home when person.clint is at AGH
    prob_given_false: .7
    platform: 'state'
    to_state: 'WMU'
    # Probability that I'm working from home from 8:00 AM to 4:30 PM
  - entity_id: binary_sensor.work_hours
    prob_given_true: .4
    # Probability that I'm not working from 8:00 AM to 4:30 PM
    prob_given_false: .1
    platform: 'state'
    to_state: 'on'
  - entity_id: binary_sensor.work_hours
    # Probability that I'm working from home outside of 8AM to 4:30PM
    prob_given_true: .001
    # Probability that I'm not working from home outside of 8AM to 4:30PM
    prob_given_false: .9
    platform: 'state'
    to_state: 'off'
  - entity_id: binary_sensor.clint_home_during_work_hours
    # Probability that I'm working from home if I'm home during work hours
    prob_given_true: .8
    # Probability that I'm not working from home if I'm home during work hours
    prob_given_false: .2
    platform: 'state'
    to_state: 'on'