https://github.com/leehanchung/btc_dash

Bitcoin Price Prediction Modeling and Dashboard
https://github.com/leehanchung/btc_dash

bitcoin dash dashboard forecasting plotly plotly-dash prediction-model statsmodels tensorflow

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Bitcoin Price Prediction Modeling and Dashboard

• Host: GitHub
• URL: https://github.com/leehanchung/btc_dash
• Owner: leehanchung
• License: gpl-3.0
• Created: 2019-07-25T19:37:00.000Z (over 5 years ago)
• Default Branch: master
• Last Pushed: 2022-12-26T21:38:12.000Z (almost 2 years ago)
• Last Synced: 2024-05-02T05:43:35.872Z (7 months ago)
• Topics: bitcoin, dash, dashboard, forecasting, plotly, plotly-dash, prediction-model, statsmodels, tensorflow
• Language: Jupyter Notebook
• Homepage: https://dry-shore-97069.herokuapp.com/
• Size: 7.87 MB
• Stars: 6
• Watchers: 1
• Forks: 6
• Open Issues: 11
• Metadata Files:
  • Readme: README.md
  • Changelog: CHANGELOG
  • License: LICENSE

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README

        
# BTCDash: A Bitcoin Price Prediction Dashboard

[![Python 3.7.4](https://img.shields.io/badge/python-3.7.4-blue.svg)](https://www.python.org/downloads/release/python-374/)

[![Flask 2.00](https://img.shields.io/badge/flask-2.0.0-blue.svg)](https://flask.palletsprojects.com/en/1.1.x/)

[![Dash 1.20](https://img.shields.io/badge/dash-1.20.0-blue.svg)](https://github.com/plotly/dash/)

[![Plotly 4.14](https://img.shields.io/badge/plotly-4.14.3-blue.svg)](https://github.com/plotly/plotly.py)

[![Tensorflow 2.5.0](https://img.shields.io/badge/tensorflow-2.5.0-blue.svg)](https://github.com/tensorflow/tensorflow)

[![pandas 1.2.4](https://img.shields.io/badge/pandas-1.2.4-blue.svg)](https://github.com/pandas-dev/pandas)

[![GPLv3 license](https://img.shields.io/badge/License-GPLv3-blue.svg)](http://perso.crans.org/besson/LICENSE.html)

[![CodeFactor](https://www.codefactor.io/repository/github/leehanchung/btc_dash/badge)](https://www.codefactor.io/repository/github/leehanchung/btc_dash)

[![Coverage Status](https://coveralls.io/repos/github/leehanchung/btc_dash/badge.svg?branch=master)](https://coveralls.io/github/leehanchung/btc_dash?branch=master)

[**Website**](https://dry-shore-97069.herokuapp.com/)

*BTCDash* is a Bitcoin price prediction dashboard showcasing pseudo-real time prediction of the next period Bitcoin prices denominated in USD. 

Included on the dashboard are a 50 day BTCUSD OHLC chart with predicted price overlay line, a momentum gauge that displays the fear and greed using Relative Strength Indicator, and directional prediction accuracy over the last 30 periods. Data gathered from Bitstamp.

## Key Features

BTCDash includes a real time pseudo live prediction update chart as follows:

- BTCUSD OHLC chart with predicted price overlay

- Momentum gauge using Relative Strength Indicator

- Directional prediction confusion metrics

![demo](frontend/btc_dash/assets/btcdash1.gif)

## Infrastructure

:construction:

![infra](docs/btc_dash.png)

## Statistics

We establish our baseline using the previous period log returns for RMSE and directional accurcy calculation. 

| Baseline | RMSE | Directional Accuracy |

| ------------- |-------------:| -----:|

| Baseline      | 0.0597 | 0.4724 |

| Univariate AR(16)      | 0.0340 | 0.5333 |

| Univariate ARIMA(5, 1, 1)      | 0.0268 |   0.7143 |

| Univariate LSTM(diff=1)      | 0.0285 |   0.8000 |