Adoptability Rating - Githubissues

code-312 / rescue-chicago

Repository for work related to a interactive data dashboard that can be used to analyze how different dog characteristics may correlate with average length of stay in a shelter prior to adoption.

https://code312-rescue-trends-2659be78e6b4.herokuapp.com/

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Adoptability Rating #4

Closed kaylarobinson077 closed 1 year ago

kaylarobinson077 commented 1 year ago

[x] Train regression model to predict LOS
[ ] ~~Standardize LOS output to be a [0,1] as a percentile compared to the training dataset~~
[x] Save model files somewhere accessible -- maybe save to GitHub?
[x] Create ticket for deploying the model in the Heroku app

JJD129 commented 1 year ago

I didn't change the target feature to be between 0-1. Since we decided to do a regression I kept the target as is so it would predict the # of days. I wasn't too sure how we would scale the target to be a % output of adoptability. The model isn't all that accurate and I ended up spending more time trying to retraining the model. In the future if there's a way we can get a binary feature that is [0,1] for adopted vs. not we should consider doing a survival analysis instead of reg.