Giter Club home page Giter Club logo

household-analysis's Introduction

Household Analysis

This project uses the data from the UCI Machine Learning Repository, in particular the dataset "Individual Household Electric Power Consumption". A real example related to the electricity consumption of a house for 4 years is analyzed. A normal population will be generated in which different samples will be extracted and their differences will be studied. Then, we will carry out a hypothesis test of equality of variances between two attributes of the dataset.

In addition, a study of these data will be carried out using regression techniques, which will allow us to determine if there are linear relationships between some of the given variables. Then we will reduce the dimension of the data through principal component analysis (PCA), clusters and classification trees, also making an interpretation of them. Finally, we will carry out an analysis of variance or ANOVA to compare the means of a characteristic in several populations.

The dataset can be found in: https://archive.ics.uci.edu/ml/datasets/individual+household+electric+power+consumption

Documentation about Phase1 and Phase2 of this project can be found at phase1-report and phase2-report

household-analysis's People

Contributors

lorainemg avatar

Stargazers

 avatar

Watchers

 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.