Coder Social home page Coder Social logo

hugo_stats's Introduction

An Exploratory Data Analysis Of The 2011-2020 Hugo Nominations Data

For a class stats project I examined Hugo Award nominations over the past 11 years.

Disclaimers

  • The data entry was done by hand, as such it is possible that there is an error in the data set
  • I pruned nominations with multiple authors from my data set because it would violate my assumption of one set of pronouns per nomination
  • I want to make it very clear that I am glad that the Hugo Awards have recently been more conscious about gender equity.

About This Project

  • My data source was the hugo awards website
    • To ascertain an author's pronouns, I looked through an author's twitter, Wikipedia page, or website.
    • Nominations with multiple authors were excluded because it would violate my assumption of one set of pronouns per nomination.
    • I only looked at the following categories because finding an author's pronouns is labor intensive so I had to limit the scope of the project
      • Best Novel
      • Best Novella
      • Best Novelette
    • Each category yielded ~66 observational units.
  • I used Python to do some minimal data processing and R for data viz

Results

Stacked bar chart that shows how many times an author has been nominated.

Stacked bar chart that shows the pronoun breakdown of each year's Best Novel nominations

Stacked bar chart that shows the pronoun breakdown of each year's Best Novella nominations

Stacked bar chart that shows the pronoun breakdown of each year's Best Novelette nominations

Some Overall Stats Relating To The Nominations Per Author Image

  • Best Novel Nominations
    • There are 24 unique authors that use she/her pronouns
    • There are 23 unique authors that use he/him pronouns
    • There are 0 unique authors that use they/them pronouns
  • Best Novella Nominations
    • There are 21 unique authors that use she/her pronouns
    • There are 23 unique authors that use he/him pronouns
    • There are 2 unique authors that use they/them pronouns
  • Best Novelette Nominations
    • There are 28 unique authors that use she/her pronouns
    • There are 26 unique authors that use he/him pronouns
    • There is 1 unique author that use they/them pronouns
  • The three authors with the most nominations are
    1. Seanan McGuire (7)
    2. Mira Grant (6) 8/29/20 UPDATE: Turns out Mira Grant is a pen name for Seanan McGuire. Shout out to islemaster for catching this!
    3. Aliette de Bodard (5)

Project Directory

Image of project directory

hugo_stats's People

Contributors

jakec007 avatar

Watchers

James Cloos avatar  avatar

hugo_stats's Issues

Take pen names into account

In your summary results, you mention:

The three authors with the most nominations are

  1. Seanan McGuire (7)
  2. Mira Grant (6)
  3. Aliette de Bodard (5)

However, according to Wikipedia "Mira Grant" is a pen name for Seanan McGuire. That feels like important context for interpreting these results. At the least, please add a note to this effect.

It would be interesting to see these results with pen names attributed back to the actual author, where possible - and probably makes the pattern of a large number of nominations going to a small number of authors even more acute.

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.