darden1/python-predictionprice

A module for a bot trading the virtual currency.

A module for a bot trading the virtual currency

Tested on Python 2.7.12

Very thanks to s4w3d0ff and python-poloniex

Features:

• predictionprice module is a set of tools for making a bot that trade virtual currency automatically according to the prediction with the machine learning.
• You can do mainly the followings by using this module.
  • To get the price of virtual currency from Poloniex.com
  • Prediction if the tomorrow's virtual currency price rise or fall by machine learning decision tree algorithm using the scikit-learn.
  • Implementation of the back test.
  • Optimization of the number of the features and training samples.
    • The features are represented with the sequencial past prices.
    • The training sample is a set of the features.
  • Implementation of the market trade with accessing to Poloniex.com in accordance with the predicted buying and selling signs.
  • Function to inform the results of the prediction and the trading by e-mail.

Prerequired:

• poloniex(An API wrapper for Poloniex.com written in Python)==0.2.2
  • poloniex-0.2.2 will be installed automatically when you install predictionprice module.
• An account of Poloniex.com
• APIKey and Secret to access to Poloniex.com with API.
• A gmail account.

Install:

git clone https://github.com/darden1/python-predictionprice.git
cd python-predictionprice
python setup.py install

Uninstall:

pip uninstall predictionprice

Usage:

• Examples of auto trading bot have already prepared.
• The bot executes followings one time a day.
  • Back test.
  • Prediction the virtual currency tomorrow price will rise or fall.
  • Trading with market price in accordance with the prediction.
  • Optimization of the number of the features and training samples.(Optimized learning parameters are used for next day prediction)
  • Sending e-mail to inform the results of the execution.
• Bots are in examples folder.
  • examples/exchangetrade/exchangetradebot.py is for exchange trade.
  • examples/margintrade/margintradebot.py is for margin trade.
    • Remark to transfer fund to margin account when you use margintradebot.py.
• Open exchangetradebot.py or margintradebot.py and set your gmail address, password, poloniex.com APIKey and Secret.
• Run this script with nohup as following.

nohup python exchangetradebot.py > out.log 2> err.log &
or
nohup python margintradebot.py > out.log 2> err.log &

• You can check the process ID as following when you want to kill the process.

ps auxw | grep python

• You can change the combination of the currency pair you want to trade with coins and basicCoin.

Caution:

• It is not absolutely guaranteed to increase your assets by using this bot.
• I hope if this could help you to create a much better one than this bot. (I would be very happy if you would tell me the new algorithm of the bot when you could achieve it.)