Coder Social home page Coder Social logo

covid-analysis's Introduction

covid-analysis

A Framework for quantifying mitigation efforts by various countries. The detailed analysis can be found here. Mitigation Efforts Analysis

Installation

git clone https://github.com/saminens/covid-analysis

How to use this repository?

Adaptation of the Bass Model Diffusion Curves

cd ./covid-analysis
python src/transition.py

Variation of Curves with Curve type

Country wise analysis

  1. Download the data from John Hopkins Repository
  2. Run the following script in this repository
cd ./covid-analysis
python -m src.curve_fit --input-fpth ~/Desktop/COVID-19/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_confirmed_global.csv --mitigation-start-date 2020-02-18 --p0-before 0 200000 0 0.08333 0 --p0-after 0 83403 5 0.08333 0 --country China

Quantifying mitigation efforts in China

Future Work:

  1. Deaths can be modeled in similar fashion.
  2. Other parameterized curves can be explored instead of Bass Model Diffusion curves.

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.