/demo-stock-visualization

A single page to visualize and predict stocks

Primary LanguagePythonApache License 2.0Apache-2.0

Demo Stock Visualization

Usage

What is Demo Stock Visualization

Taipy is a Python library for creating Business Applications. More information on our website.

Demo Stock Visualization is a stock data dashboard with interactive visual elements to visualize historical stock data, and make prediction for the stock within 1 to 5 years.

Demo Type

  • Level: Basic
  • Topic: Taipy-GUI
  • Components/Controls:
    • Taipy GUI: selector, chart, toggle, expandable, table, button, partial

How to run

This demo works with a Python version superior to 3.8. Install the dependencies of the Pipfile and run the main_markdown.py.

Introduction

Normally, if you want to check out a stock's historical performance like the opening/closing price and trading volume, it is often the case that this is done manually through a google search. Now, using taipy GUI and the yahoo finance library, we could get these informations in just a fraction of a second, visualize it using taipy's tools, and make a dashboard that anyone can use easily.

The goal of this demo is to show how easy it is to build a data visualization dash with taipy. A fully interactive, highly customized web application that can be done in under 120 lines of python codes, is simply unheard of before, until taipy is introduced.

Regarding the predicting algorithm, we used the prophet library from Meta.

Feel free to play with the application, enter a new ticker to the list, and make the most well-informed decision with Taipy!

Directory Structure

  • src/: Contains the demo source code.
  • docs/: contains the images for the documentation
  • CODE_OF_CONDUCT.md: Code of conduct for members and contributors of demo-stock-visualization.
  • CONTRIBUTING.md: Instructions to contribute to demo-stock-visualization.
  • INSTALLATION.md: Instructions to install demo-stock-visualization.
  • LICENSE: The Apache 2.0 License.
  • Pipfile: File used by the Pipenv virtual environment to manage project dependencies.
  • README.md: Current file.

License

Copyright 2022 Avaiga Private Limited

Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0

Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License.

Installation

Want to install Demo Stock Visualization? Check out our INSTALLATION.md file.

Contributing

Want to help build Demo Stock Visualization? Check out our CONTRIBUTING.md file.

Code of conduct

Want to be part of the Demo Stock Visualization community? Check out our CODE_OF_CONDUCT.md file.