Coder Social home page Coder Social logo

carbon-metrics-model's Introduction

Carbon - Metrics - Model

Investigation Of Covid’s Impact On Carbon Emission Rates In the United States


Python Keras NumPy Plotly TensorFlow

UI

Problem Description and Research Question

In our project, we want to explore the question, how can we use models to predict whether COVID-19 decreased, increased, or had little effect on carbon emissions in the United States? Ultimately, we will have a graph that shows the differences between the actual emissions vs. our predicted emissions to draw conclusions for our research question. The solution uses one day time series forecasting using an RNN model trained with Keras.


Our Team: Ahmed Khalf, Eric Karpovits, Rohan Mistry, and Shaffaan Bin Aamir


How to run the project?

Within the project directory,

1. Python install all the required python libraries and packages found in "requirements.txt".
2. For your convenience, we have created an automatic system that downloads all required files with proper naming in the current directory. All you need to do is run the main.py file and both the data sets and pre-trained models will be downloaded automatically.
3. When you run the main.py file, apart from downloading the data sets and models, you should expect to see a Tkinter window. When you click on one of the buttons in the Tkinter window, you should expect a browser tab to open which will contain the Plotly plot.

Some of our results:

Result_1

Result_2

carbon-metrics-model's People

Contributors

ahmedkhalf avatar erickarpovits 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.