Git Product home page Git Product logo

pymaceuticals-analysis's Introduction

Pymaceuticals Analysis

Overview

The data from Pymaceuticals contains the results of 9 drug trials across 248 lab mice. Note: All data was dropped for Mouse g989 due to duplicate timepoints and varied Tumor measurements.

Drug Regimen Assumptions

We were asked to look into the four most promising drug regimens; Infubinoal, Ceftamin, Ramicane, and Capomulin.

  • When comparing the results of Infubinol and Ceftamin regimens to the placebo, neither regimen appeared to have a significant effect in decreasing the tumor volume in the mice.
  • The outlier in the Infubinol trial does not appear to be significant. Upon further investigation, we find that data was only collected on the mouse twice.
  • For this small trial, it seems that Ramicane is the most promising regimen, followed closely by Capomulin. Both regimens show positive outcomes when compared to the placebo. Their low variance also implies that they perform more consistently than any of the other regimens tested.

Tumor Growth Assumptions

  • There appears to be a positive correlation between the weight of the mice and the volume of the tumor. This could help predict tumor volume in future testing.

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.