GithubHelp home page GithubHelp logo

ftrotter / lemma-forecasts Goto Github PK

View Code? Open in Web Editor NEW

This project forked from localepi/lemma-forecasts

0.0 1.0 0.0 20.45 GB

Outputs of the LEMMA model for COVID-19 forecasts

License: MIT License

R 99.56% Shell 0.44%

lemma-forecasts's Introduction

LEMMA-Forecasts

This reposistory containts forecasts from the LEMMA model. The main LEMMA sites are

https://localepi.github.io/LEMMA/
https://github.com/LocalEpi/LEMMA

These forecasts can be reproduced by installing the LEMMA package and running Code/RunCAcounties.R

The .xlsx files have quantile forecasts of hospitalization, ICU and deaths due to COVID-19.
The .pdf files have plots with these same forecasts, along with posterior distributions of the model parameters.

Note: Except for San Francisco, our forecasts are not adjusted for mutual aid transfers between counties.

Contributors

LEMMA is a collaborative effort between experts in Medicine, Public Health, and Data Science, including but not limited to

  • Joshua Schwab - UC Berkeley
  • Laura B. Balzer - UMass Amherst
  • Elvin Geng - Washington University
  • James Peng - UC San Francisco
  • Maya L. Petersen - UC Berkeley

We have moved our model fitting from R to Stan. Our Stan implementation is based on the "Santa Cruz County COVID-19 Model" (https://github.com/jpmattern/seir-covid19) by Jann Paul Mattern (UC Santa Cruz) and Mikala Caton (Santa Cruz County Health Services Agency). We are very grateful to Paul and Mikala for generously sharing their code and helping us.

lemma-forecasts's People

Contributors

joshuaschwab avatar cmhoove14 avatar localepi avatar

Watchers

James Cloos avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.