Beibo is a Python library that uses several AI prediction models to predict stocks returns over a defined period of time.

Overview

Beibo, predict the stock market πŸ’Έ



Beibo logo

Quickstart



Beibo is a Python library that uses several AI prediction models to predict stocks returns over a defined period of time.

It was firstly introduced in one of my previous package called Empyrial.

Disclaimer: Information is provided 'as is' and solely for informational purposes, not for trading purposes or advice.

How to install πŸ“₯

pip install beibo

How to use πŸ’»

from beibo import oracle
  
oracle(
      portfolio=["TSLA", "AAPL", "NVDA", "NFLX"], #stocks you want to predict
      start_date = "2020-01-01", #date from which it will take data to predict
      weights = [0.3, 0.2, 0.3, 0.2], #allocate 30% to TSLA and 20% to AAPL...(equal weighting  by default)
      prediction_days=30 #number of days you want to predict
)
  

Output


Beibo output

About Accuracy

MAPE Interpretation
<10 Highly accurate forecasting πŸ‘Œ
10-20 Good forecasting πŸ†—
20-50 Reasonable forecasting πŸ˜”
>50 Inaccurate forecasting πŸ‘Ž

Models available

Models Availability
Exponential Smoothing βœ…
Facebook Prophet βœ…
ARIMA βœ…
AutoARIMA βœ…
Theta βœ…
4 Theta βœ…
Fast Fourier Transform (FFT) βœ…
Naive Drift βœ…
Naive Mean βœ…
Naive Seasonal βœ…

Stargazers over time

θΏ½ζ˜Ÿζ—ηš„ζ—Άι—΄

Contribution and Issues

Beibo uses GitHub to host its source code. Learn more about the Github flow.

For larger changes (e.g., new feature request, large refactoring), please open an issue to discuss first.

Smaller improvements (e.g., document improvements, bugfixes) can be handled by the Pull Request process of GitHub: pull requests.

  • To contribute to the code, you will need to do the following:

  • Fork Beibo - Click the Fork button at the upper right corner of this page.

  • Clone your own fork. E.g., git clone https://github.com/ssantoshp/Beibo.git
    If your fork is out of date, then will you need to manually sync your fork: Synchronization method

  • Create a Pull Request using your fork as the compare head repository.

You contributions will be reviewed, potentially modified, and hopefully merged into Beibo.

Contributions of any kind are welcome!

Acknowledgments

  • Unit8 for Darts
  • @ranroussi for yfinance
  • This random guy on Python's Discord server who helped me
  • @devnull10 on Reddit who warned me when I called the package The Oracle

Contact

You are welcome to contact us by email at [email protected] or in Beibo's discussion space

License

MIT

Owner
Santosh
The 17-year-old not so part-time coder
Santosh
:mag_right: :chart_with_upwards_trend: :snake: :moneybag: Backtest trading strategies in Python.

Backtesting.py Backtest trading strategies with Python. Project website Documentation the project if you use it. Installation $ pip install backtestin

3.1k Dec 31, 2022
personal finance tracker, written in python 3 and using the wxPython GUI toolkit.

personal finance tracker, written in python 3 and using the wxPython GUI toolkit.

wenbin wu 23 Oct 30, 2022
rotki is an open source portfolio tracking, analytics, accounting and tax reporting tool that respects your privacy.

rotki is an open source portfolio tracking, analytics, accounting and tax reporting tool that respects your privacy. The mission of rotki is to bring transparency into the crypto and financial sector

Rotki 2k Dec 30, 2022
crypto utilities as a way of learning

cryptos Just me developing a pure Python from-scratch zero-dependency implementation of Bitcoin for educational purposes. This includes a lot of the c

Andrej 958 Jan 02, 2023
ARCH models in Python

arch Autoregressive Conditional Heteroskedasticity (ARCH) and other tools for financial econometrics, written in Python (with Cython and/or Numba used

Kevin Sheppard 1k Jan 04, 2023
This repository contains a set of plugins for Volatility 3

volatility_plugins This repository contains a set of plugins for Volatility 3 These plugins are not compatible with Volatility 2 To use these plugins

Immersive-Labs-Sec 10 Nov 30, 2022
A banking system is a group or network of institutions that provide financial services for us

A banking system is a group or network of institutions that provide financial services for us. These institutions are responsible for operating a payment system, providing loans, taking deposits, and

UTTKARSH PARMAR 1 Oct 24, 2021
Technical Analysis Library using Pandas and Numpy

Technical Analysis Library in Python It is a Technical Analysis library useful to do feature engineering from financial time series datasets (Open, Cl

DarΓ­o LΓ³pez Padial 3.4k Jan 02, 2023
Yahoo! Finance market data downloader (+faster Pandas Datareader)

Yahoo! Finance market data downloader Ever since Yahoo! finance decommissioned their historical data API, many programs that relied on it to stop work

Ran Aroussi 8.4k Jan 01, 2023
An open source reinforcement learning framework for training, evaluating, and deploying robust trading agents.

TensorTrade: Trade Efficiently with Reinforcement Learning TensorTrade is still in Beta, meaning it should be used very cautiously if used in producti

4k Dec 30, 2022
A python wrapper for Alpha Vantage API for financial data.

alpha_vantage Python module to get stock data/cryptocurrencies from the Alpha Vantage API Alpha Vantage delivers a free API for real time financial da

Romel Torres 3.8k Jan 07, 2023
Common financial risk and performance metrics. Used by zipline and pyfolio.

empyrical Common financial risk metrics. Table of Contents Installation Usage Support Contributing Testing Installation pip install empyrical Usage S

Quantopian, Inc. 1k Dec 26, 2022
bt - flexible backtesting for Python

bt - Flexible Backtesting for Python bt is currently in alpha stage - if you find a bug, please submit an issue. Read the docs here: http://pmorissett

Philippe Morissette 1.6k Jan 05, 2023
Python Algorithmic Trading Library

PyAlgoTrade PyAlgoTrade is an event driven algorithmic trading Python library. Although the initial focus was on backtesting, paper trading is now pos

Gabriel Becedillas 3.9k Jan 01, 2023
Indicator divergence library for python

Indicator divergence library This module aims to help to find bullish/bearish divergences (regular or hidden) between two indicators using argrelextre

8 Dec 13, 2022
ffn - a financial function library for Python

ffn - Financial Functions for Python Alpha release - please let me know if you find any bugs! If you are looking for a full backtesting framework, ple

Philippe Morissette 1.4k Jan 01, 2023
Python library for backtesting trading strategies & analyzing financial markets (formerly pythalesians)

finmarketpy (formerly pythalesians) finmarketpy is a Python based library that enables you to analyze market data and also to backtest trading strateg

Cuemacro 3k Dec 30, 2022
Supply a wrapper ``StockDataFrame`` based on the ``pandas.DataFrame`` with inline stock statistics/indicators support.

Stock Statistics/Indicators Calculation Helper VERSION: 0.3.2 Introduction Supply a wrapper StockDataFrame based on the pandas.DataFrame with inline s

Cedric Zhuang 1.1k Dec 28, 2022
A proper portfolio tracker. Featuring historical allocation, cash flows and real returns.

Python Portfolio Analytics A portfolio tracker featuring account transactions, historical allocation, dividends and splits management and endless perf

Simone Precicchiani 13 Aug 13, 2022
Performance analysis of predictive (alpha) stock factors

Alphalens Alphalens is a Python Library for performance analysis of predictive (alpha) stock factors. Alphalens works great with the Zipline open sour

Quantopian, Inc. 2.5k Dec 28, 2022