Code Monkey home page Code Monkey logo

data-analytics-spring's Introduction

Analyzing 110 years of Knoxville, Tennessee temperature data

For several years now, I’ve heard acquaintances lament: We don’t have spring anymore. We skip spring and go straight to summer. I miss spring-like temperatures. To see if data supports this belief, I decided to analyze publicly available NOAA weather station data collected from 1910 - 2019 at the Knoxville, TN airport.

Tools Used

  • Data source. NOAA Global Historical Climatology Network Daily (GHCN-D) via AWS
  • Data engineering. AWS S3, Glue Crawler, Athena.
  • Data analysis. Jupyter Notebook, Python, pandas, seaborn

Summary of Findings

  • There is evidence to support the perception that summer-like temperatures from April 1 to May 31 have happened more frequently since 2008 in Knoxville, TN.

Getting Started

  • Introduction in notebook contains reason for analysis, the terms used to define the bounds of the problem, and data source details.

data-analytics-spring's People

Contributors

h-fuzzy-logic avatar

Watchers

avatar

Recommend Projects

  • React photo React

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

  • Vue.js photo Vue.js

    🖖 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. 📊📈🎉

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 ❤️ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.