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The best answers are voted up and rise to the top. Asked 2 years, 11 months ago. Active 1 month ago. Viewed 3k times. Most of the ones I found does not seem to work or are abandoned. Improve this question. Manish Manish 41 1 1 silver badge 3 3 bronze badges. Add a comment. Active Oldest Votes. Improve this answer. Adam Adam 3, 1 1 gold badge 9 9 silver badges 32 32 bronze badges. Abdussamad Abdussamad 2, 9 9 silver badges 18 18 bronze badges.

CRauto CRauto 1. The Overflow Blog. I followed my dreams and got demoted to software developer. Podcast How to think in React. We are only using screen for the purposes of this tutorial on a local machine, for a server environment we put these on supervisord to make sure they are always running on our server and if they die, then they are restarted.

This is the supervisord conf I use for this, you may need to change the directory for your user. We have accounts and we have data flowing into our database. Now that we see how we can use this, we need strategies and we need to know how to find more strategies. Quantopian is a great resource for strategies.

You will notice that this strategy uses three signals to determine if a stock or in our case a pair is overbought sell or underbought buy. This is a simple technicals strategy where if all three of these indicators agree then we go the direction they say to go. Here is the core part of the strategy in code.

If you would like to see what these look like on a chart, then head over to TradingView and add the indicators. TradingView idea stream is another great place to find strategies and see what other people are doing and you can view the strategies in the source code section of of TradingView.

I provide two classes in bowhead for checking signals on data: Candles and Indicators. Each class has an all method which will run all the methods in its parent class over the data you provide. To keep things as simple as possible without sacrifice of functionality all methods in both of these libraries provide a return as -1, 0 or 1. There are a couple which return and as returns, please read the comments above each method and in each class for more info about abnormal return values as there are links to explain what they do and why we use them as well as what they represent and how you can use them in your scripts.

It returns a complex array which will even provide the data point location of the candle and data points around the candle. For purposes of automated scripting, the current array in the return is the candles that are currently active. These include overlap studies, momentum indicators, volume indicators and volatility indicators. There are no cycle indicators yet. The core methods are adx , aroonosc , cmo , sar , cci , mfi , obv , stoch , rsi , macd , bollingerBands , atr with MA methods of sma , ema , wma , dema , tema , trima , kama , mama , and t3 which can be combined using macdext fairly dynamically.

These two sets of indicators and candles can be combined in many different ways that have been noted in the comments at the top of each class. So, lets do another quick script that will showcase what we do, this time lets do a Forex bot that trades all the pairs on WC, and it will use the following technical strategy.

Average directional movement index ADX is a trend indicator that typically returns a number from 0— Under 20 it indicates a weak trend, over 50 it indicates a strong trend. Bowhead returns a -1 for under 20 and a 1 for over 50;. Two simple moving averages, on period 6 and period Period 6 SMA will follow the price very closely and just smooth out any spikes. An SMA 40 is a much more smoothed average which will cross the period 6 at various points when movements start taking place.

The ADX is a check that we are indeed in a trend and not in a ranging sideways market. You can see where you would most likely want to do your trades and lo and behold, we have some line crossings at or near those exact places.

Seems kind of complicated? Not when you are working in bowhead. The main thing is we need to get the data off the stack for checking previous and current values, that way you can tell when a moving average has crossed another moving average. Okay, so I provided this as the following file, ADX will spit out errors -9 without at least 21 data points, so keep that in mind. Now you can find strategies and quickly build your own scripts to trade cryptocurrencies via technical indicators and candle patterns.

The sky is the limit. Because this is within the Laravel framework, you can create web pages to manage your automated trading, easily create strategies using web-based tools. This is of paramount importance as I would hate to hear of someone who lost any amount of money because of this. I am personally fairly risk tolerant and sometimes it pays off. There are some Forex strategies specifically for Turbo trading that I have had some good luck with.

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A JavaScript / Python / PHP cryptocurrency trading API with support for more than bitcoin/altcoin exchanges - ccxt/ccxt. I'm not aware of any and I believe it's something hard to find, Because exposing PHP codes may lead to some critical exploits and vulnerabilities. Get 92 cryptocurrency plugins and scripts on CodeCanyon. Buy cryptocurrency PHP scripts from $9. All from our global community of web developers.