tmthyjames/achoo

Achoo uses a Raspberry Pi to predict if my son will need his inhaler on any given day using weather, pollen, and air quality data. If the prediction for a given day is above a specified threshold, the Pi will email his school nurse, and myself, notifying her that he may need preemptive treatment. Community-sourced health monitoring!

achoo's Issues

Create results page

This is here the user will check the daily prediction for an asthma/allergy reaction

Please share the data used in logistic regression

For some reasons i'm not able to get hold of the data..
It would be really helpful if u can send me the data set which is getting as input to logistic regression..
thanks a lot in advance for help...

405 error when logging in from non /login page

Add ability to edit a users profile page

To change password, username, and add medications

Create basic logistic model for predicting inhaler usage

create one python model, one R model

Create tutorial for devs

Create a Jupyter Notebook that contains everything devs need to know before getting started.

Set up Flask app

configure bare minimum flask app serving a form to user asking for

email
password
zip code (for weather, allergen, air quality data)
what's currently being used to combat allergies/asthma
how often meds/inhaler is administered

upload training data

looking to run model, but can't see data to train.

Create tutorial for users

Create a Jupyter Notebook that explains how to get up and running.

Restructure directory

I'm thinking:

|----.gitignore
|----requirements.txt
|----LICENSE
|----README.md
|----app
     |----utils.py
     |----constants.py
     |----/models
     |    |----/py
     |    |    |----example_nueral_network.py
     |    |    |----example_naive_bayes.py
     |    |----/r
     |         |----achoo_model_logistic.r          
     |----/data
          |----sqlite.db
          |----treatment_tracker.py
          |----/munging
               |----get_air_data.py
               |----get_allergy_data.py
               |----get_weather_data.py
               |----get_results.py
|----img
|    |----IMG_5918.JPG
|    |----IMG_5919.JPG

The models directory is split into different languages. I'd like the project to be language-agnostic when it comes to the models that are used.

I'm open to ideas on best way to structure the app though.

Give user option to choose multiple meds

On sign up page, allow user to choose more than just the inhaler. Add a plus sign sign button to add more options.

Spring Cleaning (Pay Tech Debts)

Things to look at:

• database schema (make sure all inputs are being sanitized)
• make sure all errors are being caught and dealt with
• modularize anywhere possible

...

Add graphs to keep track of inhaler usage

Add the ability to review inhaler usage over time. a simple d3 (d3plus) graph will do.

Add home page

This page should explain what Achoo does and how it does it (high level)

Create predictions page for UI

simple page showing probability of needing inhaler

"model" is undefined in run_model.r

Line 26:

predict_value <- predict(model, newdata = dtab[1,])

model is not defined.

It should be defined like:

model <- readRDS('achoo_model_logistic.rds')

Suggestion: Web Interface

To make this more friendly to non-developers a web interface is probably the best way to go in my opinion. Maybe flask or django?

make username case insensitive

a user informed me that he couldn't sign in. Apparently his phone capitalized the first letter of his username automatically but he didn't realize it. And he couldn't figure out why he couldnt sign in.

Use python-crontab to schedule scripts instead of manually entering in crontab

This library looks promising for scheduling cron jobs from python. This centralizes all of the cron work. If a cron job changes or gets renamed or whatever, a migration script can be written.