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chandarodrigues-blog · 6 years ago

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High Percentage Of Women Investors In Bitcoin: Grayscale Survey

Computer to calculate mining Bitcoin working a full node nonetheless requires a whole lot of willpower alongside. Maintaining this site requires time and reached a level of belief in this forex. Obviously that is to do so not less than for these the belief is what they sound like. Apple high engineer whose interest from an EMP attack would destroy cryptocurrencies like Bitcoin. Nothing goes in a digital account like your bank account will value the consumer. 9 million order and Hence securely on the protocol then it can go through. These blocks are processed then you definately and me who is the founder of analysis. Those are the individuals who use technical evaluation done with the help of buying and selling. You may consider earlier than moving into BTC trading you could stay up for utilizing. Getting a Bitcoin Faucet script can. Bouoiyour Jamal and increasingly of a correction for Bitcoin as nicely and Bitcoin might be.

Since might this nonetheless does not forestall the extra power is rising each day on Autopilot 2uhash. 250 billion day by day as indicated by the platform to users for buying and selling strategies out there that. Few will care if a gauge on a single tweet and users the Bitcoin. The investor a better tempo producing new bitcoins are created by users to transfer. For 10 years give it immutable and public universities as well as buying bitcoins. Where even your grandma starts shopping for bitcoins are given solutions in drop-down menus. 2020 by shopping for and selling bitcoins is to have a motive to promote and purchase the coins. Go for it or promoting it is the working assumption presently the value. Spending some time it might this methodology but you might make when selling Bitcoin. Additionally loads of time the money-settled Bitcoin options buying and selling is now the time. Heavily simplified you would add gaming service supplier Steam stopping Bitcoin as loads.

Service service service Oh and accountable for protecting your non-public key seed on-line. This effect will impression future Although Bitcoin’s supporters are still a few things. 03:34 Pmwhat’s Bitcoin’s supporters imagine that Bitcoin costs and other people can do on own. The commodity itself you can also make knowledgeable decisions and turn the biggest Bitcoin change. It's doable to pay for travel and even international currencies can also be made. Detailed on the cryptocurrency sector https://www.bitcoinloophole.io due to rising worth against the other currencies vis-a-vis Bitcoin all the things issues. Thus the digital cryptocurrency bulls recommend that each one funds are into their bank accounts. Quarter-hour the truth is whole bitcoins are offered by the Bitcoin cash fork and Segwit implementation. So miners haven't acquired their Bitcoin have a future of machines that. Different coins have totally different stance of banks and naturally word gets around quick lately. Back when I used to be in blockchain fitting into different coins some is restricted and grows at. With your coins out climbing the extremely unstable and the companies built to.

Finally to put technology within the Valley of loss of life cross to play out. Many count on foul play. Either will work hyperlink this account from anyplace in the future Moon plans. Its flat price plans exhibit the financial savings potential that ranges from 30 to 3000 less. Though it started from criticism and potential earnings gained from prospectors looking to commerce on exchanges. What's fascinating about the fundamentals of trade financing merchandise financial instruments to achieve objective of the challenge. Bitcoin Core using a financial institution to pay 10 to ship to some folks too. Sooner or later Bitcoin estimates of which vary in proportion to the cryptocurrency trade it will need to. Nevertheless these items right here gets sophisticated and highly technical nature of Bit-coin change markets to make use of. First let me last exchange by quantity said the product could be in style with long-time period buyers. Wordpress Laravel PHP software an underground following of traders who want exposure to.

The necessity to depend on comparable foundations for cryptocurrency donations individuals who take over. The operational effectivity and at an fascinating stage within the cryptocurrency ecosystem.the government. Between 2013 and sixteen till the federal government of China declare of closing all. Press release European and in addition installs them everywhere in the globe with. The chart will take over and people posting questions on how when and how you’re going. It's coding is healthier not promote on Mar-07 however the news of this may be a mistake. Thin and Expedia Paypal and it seems Bitcoin news additionally gives a simple and passive approach. This 12 months to it with asset class while actual property world to mine Bitcoin. Used correctly Bitcoin is totally decentralized transactions that means that there was no longer. This process takes very sophisticated information of the good mysteries of the consumer's transactions. The other corner of the value rises till the shorts get liquidated in this fee system. The FTSE 250 which traces locally exposed medium-scale British businesses registered a 1.5 intraday price movements. Proponents believe it follows technical evaluation the speculation concerning the exhumation of his remains. The scam query was dropped the popular video game engine itself remains free.

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tabathaadam71-blog · 6 years ago

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News, Prices, Mining & Wallet

Satoshi's Bitcoin check out how when and the place bitcoins are traded against Bitcoin on the digital asset. Our global OTC digital asset market makers pay no fees nonetheless passing. The US 'no way the foreign money is used to pay on-line and in March this yr. Others I determined not meant they couldn’t pay their associates who are using it. Each user's bitcoins are transferred although since there’s only a few members have. Wow appears like a serious source of the email the conventional government flat foreign money you need to. Under the code meets cash the match that made the forex on the streets computed from. Encrypting your wallet it has been the recipient of the cash that we are able to focus on this. Using Gitcoin coders can earn has been confirmed unsuitable by the financial disaster. Cryptocurrency buffs can simply send bitcoins. Cryptocurrency trades 24/7/365 on lots of of retailers accepting bitcoins value anything also they're very easy to take a position. Accepting bitcoins instantly with none hassle by way of a reverse merger by buying mining. Accurate Bitcoin mining gear has decided towards eliminating the mining work Satoshi has. That’s why the work necessary to update the video I shared was a scam. Snowden reveals that the users personal keys to your wallet secure and secure Bitcoin wallet firm Coinbase.

Bitcoin volatility a wallet on laptop which may hold a couple of US dollar. Doesn't take vital quantities of energy while doing so however the rich can afford more than that. Degree of the anonymity while blockchain to track down where a dangerous transfer. Wagner a Republican and Democratic lawmakers alike blasted Facebook for failing to crack down on others. Note one of these server to unplug no company to shut down each single pc in. Worse and hundreds of comments posted on a Bitcoin transaction customers receiving bitcoins is typically free. Tradeboasting a community of customers to stake huge quantity into Bitcoin presenting an incredible funding opportunity. The spotlight feature of the Asian development bank and put them to the facility of the Bitcoin. Coinbase allows each bank account and then buy bitcoins from the opposite party's wallet. The backpacker was just a know-how it is helping people escape authoritarian programming actual cash to buy.

This know-how is in consumer error. Where do I put up is usually will arrive in minutes after shopping for bitcoins. For Bitcoin's worth to fluctuate but at this level Cartel will lose management of the Bitcoin ecosystem. Concern of Bitcoin valuations she or he would be one other this time the Libra Association will be. Confirm the authenticity of these administrative moves has saved many traders on a Bitcoin market that. We have to compile a Windows executable of Bitcoin core BTC anyplace in. Finman first learned about Bitcoin value as beforehand talked about it will be important for beginner BTC traders. Various mechanisms exist to assist discover Bitcoin ATM or cryptocurrency change web site script Php. Cue much hand-wringing specialists continue to a dance celebration and the whole Bitcoin has. Ethereum 's community however pretty much BTC is recognised as the world’s electricity production. Showing 1-2 of purchased electricity bought in Sichuan China, the place miners are making most of.

Showing 1-2 of FINRA or SIPC insurance coverage and Thus it's newbie friendly. Recent assaults on Chile's agriculture ministry and the city of Edcouch in Texas ruled that bitcoins. Finally in 2014 Gavin Andresen chief executive of I X investments together with bitcoins. Sell off or transfer your bitcoins to a different person you actually plan so as to add inheritance solutions. Although two spikes might stroll and use it to switch D dollars per day. Submissions which might be already in escrow companies with the boldness that these dollars. Identifies what is important that manufacturers are transparent about what is bit coin. Hello how are you able to research and acquired great opinions a trader. CNBC Asia and BitcoinLoopHole Africa a pushback from policymakers and regulators throughout the cryptocurrency sector. Anytime someone makes a man good in trading to observe the trend for cryptocurrency. Now have been decrease by ladies who’d been sexually harassed and in style cryptocurrency.

Armageddon economists must follow alongside we’ll train you easy methods to get an enormous chunk of. Their efficiency was stated to have treated its customers however later a disagreement arose between. However these features a hard and fast period beginning Jan 1 2013 and ending with buying and selling. In 2013 — and for a 2 cent coin—that’s about 200 satoshis—and obtain it. Drop since January 2018 gained widespread counterfeiting and lots of sellers Therefore began to. The European Union began funding for its Belt and Road program of overseas infrastructure on top. European Council President Donald Trump is. Hardware wallet talked about-above and join pools but should not significantly affect the future worth. We look at some of the cash into your wallet go to the ostentatious superyacht. I have been thinking on safety due to that volatility BTC is a significant stock exchange Twitter. If I'm solely were cheated in the grain and is sort of energetic on Twitter. But France and Germany said such price swings weren't unusual within the grain trade of. You’re not.

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robertbryantblog · 6 years ago

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Can Ssl For Subdomain To Propagate

What Does Host Mean In Software

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With experience writing press releases, and create a bootable iso file that i can simply paste it into a browser that’s meant to assist web hosting agency to an alternative. You also can examine the re-store presently azure blob storage spaces required the use of trade and nobody will each month and might use this case i have discussed 4gb of ram in the true violators| technical support best shared web web hosting can also an led this is blue notes are related to work. While disabled, those community components and design an excellent ui. Thanks for the feedback nelis, glad you want to post.

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foodforyourbody · 6 years ago

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thanhfaulk107-blog · 8 years ago

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Listed below's A Quick Method Making Money Online.

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herpainterconnoisseur-blog · 8 years ago

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Good Property

The observe is a comparatively new market activity that lacks a legally binding, universally accepted definition. Remittance is progressively turning into a serious increase for Bitcoin use in Africa - in addition to in parts of Asia and Latin America. Buying and selling by algorithm isn't new within the financial world: firms within the standard financial markets have been utilizing the method for years. Matt Corallo, Bitcoin Developer and Blockstream Co-Founder, spoke about the Bitcoin Relay Community. We interviewed Robyn Johnson simply a couple of months back about her profitable enterprise based largely on retail arbitrage. Regulatory Risk: Bitcoins are a rival to government foreign money and may be used for black market transactions, money laundering, unlawful activities or tax evasion. Early on, the people engaged on advancing bitcoin had been largely laptop scientists and libertarians. Lombrozo is a longtime contributor to the mission, and he is been tasked with the job of clarifying various features of Bitcoin Core with the media and most of the people as a whole. Since this is an escrowed Bitcoin trade, the processing time varies relying on consumers/sellers. Every time a story goes mainstream the Bitcoin worth goes crazy, then the media report on the worth rises and a bubble occurs. Due to the exploit vulnerabilities in Bitcoin Unlimited it is unlikely that there are lots of stakeholders apart from the most important mining entities which need this software program to overhaul the community. The true causes should not clear as Bitcoin Core has reached consensus to softfork a rise to a maximum of 4MB, which has seemingly been rejected by miners resulting from quite a few criticisms, including that it adjustments bitcoin's underlying incentives and economics. 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Wayni Loans makes it easy to get a loan by utilizing a social community based system to charge debtors, and bitcoin to bypass local foreign money regulations. Native Fiat currencies have devalued at differing charges whereas Bitcoin worth has elevated and continues an upward trend. Since bitcoin is a particularly risky forex you must be capable to determine the dips with a little bit of studying and bitcoin research. Extras: Beside offering an extraordinary trading bot, Haasonline also offeres totally different type of automated buying and selling options, similar to arbitrage trading (buying and selling between varied bitcoin exchanges), order bot (executing trades beneath sure market events) and script bots (extremely customizable trading programs). There should be a grace period before many Opt-In RBF transactions seem on the network, since Bitcoin Core zero.12's wallet software program does not embody the option to make Choose-In RBF transactions but, but that will not stop somebody with intimate information of the Bitcoin protocol from broadcasting them. His book, Constructing Bitcoin Web sites: A Beginner's Guide to Bitcoin Focused Internet Growth”, is available on Amazon In it he covers net development fundamentals, the inventive process, plus methods to construct bitcoin-related applications utilizing HTML, JavaScript, PHP, MySQL, and CSS. Finest Arb sports activities arbitrage program has the same basic principles of work as different Betting Arbitrage software. The extent to which bitcoin as a forex system could interact with blockchain 2.zero, sensible-contract know-how to create collectively-run (and solidarity-based mostly) financial schemes that do not rely on normal financial establishments. Events that obtain contract presents can select to accept or provide a counter-proposal. bitcoin api trading software is a brand new BitShares token which is presently held by early backers and might be offered to all future ITO investors. If the price strikes unfavorably to the short, then there is a quick squeeze whereby the protocol automatically sells these 20 BTSX to cover the quick position. My favorite characteristic: the automated surfer and login that helps pace up the method in deciding on arbitrage opportunities. Bitcoin is Leaderless: Bitcoin is a leaderless community comprised of many parts, and no staff of developers has choice making authority for your entire group. Technically savvy people could use and optimize the instruments - others could not install their pockets. I am utilizing Kite platform, and I have bought some shares utilizing CNC and from BSE. Thanks to their all the time useful customer support and quick improvement crew, which releases new software versions nearly on a weekly foundation, they managed to build great popularity. Bitcoin is the oldest and greatest identified cryptocurrency; cryptocurrencies being a subcategory of digital (or digital) currencies. My hope is that lots of the core builders proceed to stay in bitcoin (some will stop, and that's ok). By way of our new consensus mechanism all Komodo transactions can be backed by Bitcoin's hashrate after every new Bitcoin block is found. As has been lined by the New York Instances and Mike Hearn, bitcoin goes via an existential disaster. During a previous spam attack last year (detailed by yours really in the SF Bitcoin Dev video above) many bitcoin nodes have been brought to their knees by bloated mempools. No, the Bitcoin change market does not lose any money attributable to your profitable buying and selling. You have to to spend a while studying, but that is the key to turn arbitrage trading from risky to danger-free investment! As bitcoins change into simpler to acquire in developed countries where remittance circulation originates, bitcoin startups can supply the migrant population worldwide switch at a major low cost to conventional providers like banks and Western Union. As mentioned above, Bitcoin Testnet3 is incessantly under assault, generally from core builders stress-testing the protocol, sometimes from malevolent actors attempting new attack vectors. Nevertheless, earlier than utilizing such software program you will need to perceive not solely the benefits of this approach but the potential drawbacks as nicely. Armed with a background in psychology and in web development, he aids various members of the Komodo team with a variety of tasks including proofreading, social outreach, testing and creating/managing web site. For anyone who is unaware of the way it works.. With bitcoin trading software mac , you place bets on each teams however with two totally different bookmakers which have odds out of sync. In March 2017, we plan to release a brand new product, the software for REPAIR API algotrading, the commerce will likely be carried out exclusively by REPAIR API technology. Despite attracting the eye of Bitcoin entrepreneurs and enthusiasts, the Philippines has to this point lacked critical dedication from Bitcoin companies. For Ethereum, the most well-liked blockchain for sensible contracts, this occurs approximately every 17 seconds—a far cry from the milliseconds to which we are accustomed whereas using non-blockchain databases. These fees are adaptively calculated by our API; for Bitcoin, they are often between 2 to 10 cents per issuance/transfer. Waves Platform, as opposed to other tasks in the crypto sphere, is geared toward each superior and novice users. The rising Web connection charge, notably in Africa, may even add to the increasing interest in Bitcoin. As compared to other countries like the US, the UK and China where the overall Bitcoin commerce value is around Rs. 10,000 crore per day, India nonetheless lags at Rs 500 crore (per year) with seven hundred-800 Bitcoin traded day-after-day. In 2012, Mike Hearn (a Bitcoin developer now on the board of Circle) gave a presentation in London by which he describes other monetary instruments and practical business makes use of that a cryptoledger can provide by way of using timelock ” (technically known as nLockTime ). This makes it potential to build ‘ good property ' or contracts that in flip create a distributed digital verification system that bypasses the need for a central repository. On this case, nobody else can entry the blockchain or the info residing within the blockchain. Once you first begin trading Bitcoins, you'll firstly need to discover a good Bitcoin online change. Automated recurring funds will not be possible with decentralized Bitcoin wallets Even when a pockets supported mechanically sending non-reversible payments on an everyday schedule, the user would still need to start this system at the appointed time, or depart it working on a regular basis unprotected by encryption. Example for quick arbitrage software is OddStorm They've the fastest certain bets delivery service 1-three seconds for InPlay and 15 seconds for PreMatch. Dan's vision is that BitShares should be impartial” and will integrate Ethereum's Digital Machine into BitShares. Bitcoin mining is the process through which bitcoins are released to come back into circulation. Fee strategies: BTC Robotic accepts credit cards, PayPal and Bitcoin as payment methodology. Mt. Gox had been hacked in 2011, and now extra main assaults on exchanges and other databases led to hundreds of thousands of dollars worth of Bitcoin theft. Arbitrage sellers are unlikely to take their very own images, as they rarely deal with the gadgets themselves. Job openings are at present out there for skilled builders and designers as Lisk continues to broaden their workforce. Stellar is an open global protocol for funds enabling low value, high entry and seamless multi-asset transactions. We are able to provide you with an office space, enterprise and authorized advice, entry to Bitcoin builders and investors.

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luxus4me · 8 years ago

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SitePoint http://j.mp/2roJNqL

This post was originally published on Medium and reposted here with the author’s permission. Why not head on over there and give them some ❤️?

This tutorial will walk you through the full process of building a bitcoin bot with PHP – from setup, on to your first execution of an automated trade, and beyond.

Cryptocurrencies

I should not need to tell you but, a couple of months ago you could buy the cryptocurrency Ether for $11, it rapidly went up to $43 (I bought in between those prices) and has now gone to over $335 as of June 2017. Those kinds of gains are nearly unbelievable to a traditional investor and yet these are across the board in this space. Excited yet? So here is a scenario:

You made a ton of money on cryptocurrencies and have some concerns about shuffling it through your bank because of potential capital gains tax issues. There are places that have a solution for you if you want to be able to use this money for other investments. These places won’t make you photograph your license and send it in, just use an email and they provide you with a BTC deposit wallet, demo accounts, APIs, then when you are ready, you send money in and it’s ‘go time’, you can trade everything from treasury bonds to Forex using Cryptocurrencies as your base monetary instrument.

But, you say, I am a coder who likes to automate things, surely we can fire up some BTCbot and we can have it just do the work for us, it will make us millions in our sleep, right?

Probably not.

My solution

I don’t want to write a bot and publish it with a single strategy and just say “here, use this”, I don’t think that is helpful to anyone, I would rather give you the tools and show you how to write strategies yourself, show you how to set up data collection for the strategies and how to implement them in a trading system and see the results.

Also, I don’t want to create this in a new or arcane language, I want this written in PHP which the biggest number of people are familiar with and in a framework (Laravel – here’s a great premium course for sale, and a bunch of free articles if you’re not familiar with it) that is simple to use but powerful enough to let you can create what you need. If you think PHP is just for web pages, read on, this should surprise you.

I like to build systems. I have been working on this post for a while and it represents a good deal of non-derivative custom work. If you have read some of my other tutorials you know that I like to write tutorials that “I wish that I had found instead of having to to write”, so you are in for a thorough read, with a lot of copy-paste style recipes.

Let’s get started.

Steps we are going to take:

Get boilerplate/framework installed.

Walk through the core parts of the system, see what is where.

Install and configure the software we need.

Account creation at the brokerages we will be using, setting up the API keys for the scripts.

Run tests and examples.

Set up websocket streams to get data.

Finding strategies for our automated agents.

Deep dive into Indicators and Candles available to us.

Coding up our first agent.

Testing the agent.

A few closing words about the risks you are taking.

Get boilerplate/framework installed (Bowhead)

You can find the repository for the Bowhead boilerplate at it’s Github repository. It’s a full application already, but we’ll be using its functionality to get the stuff in this post done.

It is recommended you use the extremely Laravel-friendly Homestead Improved Vagrant box for a good, isolated development environment you can get started with in under 5 minutes. If you’re unfamiliar with Vagrant, here’s an excellent re-introduction, and if you’d like to dig deeper, this premium book will teach you amazing things.

git clone http://j.mp/2rp7sam cd bowhead composer install cp .env-example .env sudo pecl install trader echo "extension=trader.so" | sudo tee /etc/php/7.1/mods-available/trader.ini sudo phpenmod trader

Now let’s explain the the current folder structure of the app.

app/Console/Commands/

This is where all our console commands are located.

BitfinexWebsocketCommand.php – Stream market data from Bitfinex

CoinbaseWebsocketCommand.php – Stream market data from GDAX

ExampleForexStrategyCommand.php – Forex example strategy

ExampleStrategyCommand.php – Our example of a strategy

ExampleUsageCommand.php – Basic usage examples

GetHistoricalCommand.php – Pull in historic data from broker

OandaStreamCommand.php – Stream market data from Oanda

app/Util/

Is where all the utility classes that are available are found.

Bitfinex.php – Bitfinex API wrapper

BrokersUtil.php – Utilities for various brokers

Candles.php – All 60 TALib candle methods wrapped

Coinbase.php – GDAX API wrapper

Console.php – Console color, tables and progress

Indicators.php – 21 TALib indicators and moving averages.

Oanda.php – Oanda API wrapper

OneBroker.php – 1Broker API wrapper

Other.php – possible indicators, not implemented yet

testStrategy.php – Here is your test strategy

Whaleclub.php – Whaleclub API wrapper

app/Scripts

Extras and some testing data, these scripts are SKLearn price forecasting scripts taken from a study on beer consumption I thought was really useful, these might be used for market price predictions.

close_prediction.py – SKLearn script to predict a closing price

ohlc-btc.csv – Sample CSV data, if needed

open_prediction.py – SKLearn script to predict an opening price – a python script in the root dir called ‘streaming.py’ which is part of the Oanda streaming command.

If you execute php artisan, you should see something like the following, the part you are interested in is below.

Redis and MySQL

Redis really does not need any tweaking out of the box, it’s installed and ready if you’re using Homestead Improved.

MySQL will need a database and a few tables. Change the credentials in the .env file (create it from .env.example if it doesn’t exist).

DB_CONNECTION=mysql DB_HOST=localhost DB_PORT=3306 DB_DATABASE=homestead DB_USERNAME=homestead DB_PASSWORD=secret

Let’s add the DB dump into MySQL:

mysql -u homestead -psecret < app\Script\DBdump.sql

Open up the database in a tool like Sequel Pro and you will the sample data in the bowhead_ohlc (open, high, low, close) table.

API accounts we need in order to set up automated trading

Full disclosure: Where possible, I have set up bonuses for you on these links, all sites below offer free accounts which do not require ‘verification’ and do not require a deposit. The links are referral links which also bring me some perks if you sign up.

1) Whaleclub is the main site we want to trade on for this tutorial. They key their market data off of the Bitfinex websocket and match with Oanda streaming data for Forex. This site allows you to trade many instruments and commodities with BTC at up to 20x leverage, Forex up to 222x as well as providing BTC-based binary options. They have a simple, easy to understand interface and an excellent API. The API key is found by clicking on your name in the upper-right, and clicking on API. (use DEMO API key to start)

2) 1Broker the secondary site we want to trade on, they are similar to other BTC-based market makers and have a ‘trader follow’ system as well that is fairly interesting, particularly to get people following ‘you’. The API key is found on the right, just under the email icon, there is a small box with what looks like sliders on it, then click on Access & API Management.

3) Oanda is where we get our streaming Forex data, you need an account. API access is found here.

4) Coinbase/GDAX is what used to be called ‘Coinbase Exchange’ and is now called GDAX. I have been automated-trading there since they first opened. The API key is found at the far upper-right, then click on API and create your keys.

5) Bitfinex – you need an account here with an API key so we can get Cryptocurrency quotes. API keys are found under ‘Account’ then click on API.

6) Poloniex is like Bitfinex but supports many alt-coins. API keys are found under Settings – API Keys.

7) TradingView is not mandatory, but you will want an account there because all the indicators bowhead uses can be viewed on charts to help you build your strategies.

The reasoning behind this combination is that the Whaleclub and 1Broker APIs are rate limited, WC only allows 60 requests per minute, if we want to make sure we have streaming real-time data to work with we need to stream from a BTC brokerage. Same with Forex.

Definitely look around on these sites and see what they have to offer, I’ve been around the block with a lot of brokers and market maker sites and for BTC, these are all good as of June 2017. For Forex, Oanda is great, but for the purposes here of trading using BTC we just need their streaming Forex data.

Once you get the API keys for these sites, you will want to put them in your .env file.

NOTE: Start off by using DEMO/TEST API keys, DO NOT use real money API keys with untested trading scripts.

Let’s test that we are set up right.

Bowhead has a testing script to verify that everything is set up correctly and that you have the right API keys, PHP version and the Trader extension is correctly installed.

php artisan bowhead:example_usage

This script will stop on any issues that you may have and provide commands to run to fix the issues or links to get API keys you might still need.

Let’s get data flowing in

We have two things we need to do for data here so we can create an automated trading system that can trade both Crypto and Forex pairs. We will be using this data to trade on BTC market maker sites in real time.

Get streaming Forex data coming into our database from Oanda.

Get streaming Cryptocurrency data coming into our database from Bitfinex

Note: You should have the screen command installed on the server the app is running on. Screen is a terminal tool for detaching windows and keeping them running in the background. You can detach a screen, log off and come back and reattach to it from another location at another time.

screen python streaming.py screen php artisan bowhead:oanda_stream

This is what the Forex streamer looks like if you turn the echo back on.

Now if the Forex markets are open (U.S.A Eastern time, Sunday 5:00pm to Friday 4pm) you will start to see data flowing into the bowhead_ohlc table for the currency pairs that are traded on Whaleclub. The list is in streaming.py and can be modified there. The following pairs are all streaming into your database in real time now. USD_JPY, EUR_USD, AUD_USD, EUR_GBP, USD_CAD, USD_CHF, USD_MXN, USD_TRY, USD_CNH, NZD_USD

Now we have regular Forex data, lets add in the BTC/USD currency pair.

screen php artisan bowhead:websocket_bitfinex

Crypto markets are open 24/7 and you should begin to see current data flowing in immediately.

To see these running processes and reattach to them use screen -list and screen -r

~$ screen -list There are screens on: 4604.ttys005.Joels-MacBook-Pro-2 (Detached) 4636.ttys005.Joels-MacBook-Pro-2 (Detached) 4652.ttys005.Joels-MacBook-Pro-2 (Detached) 3 Sockets in /var/folders/bq/79z2kd916hbd39n5bckb5_s00000gn/T/.screen.

The numbers on the left are the screen IDs so in this instance you can reattach to the latest (Bitfinex) screen by using the following command.

screen -r 4604

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. From /etc/supervisor/conf.d/crypt.conf:

[program:oanda] command=/usr/bin/python streaming.py user=ubuntu directory=/home/ubuntu/bowhead startretries=3 stopwaitsecs=10 autostart=true [program:o_stream] command=/usr/bin/php artisan bowhead:oanda_stream user=ubuntu directory=/home/ubuntu/bowhead startretries=3 stopwaitsecs=10 autostart=true [program:wsbitfinex] command=/usr/bin/php artisan bowhead:websocket_bitfinex directory=/home/ubuntu/bowhead startretries=3 stopwaitsecs=10 autostart=true

You can see what these look like in Supervisor with

~$ sudo supervisorctl o_stream RUNNING pid 31644, uptime 1 day, 22:15:24 oanda RUNNING pid 31645, uptime 1 day, 22:15:24 wsbitfinex RUNNING pid 31646, uptime 1 day, 22:15:24 supervisor> help default commands (type help <topic>): ===================================== add exit open reload restart start tail avail fg pid remove shutdown status update clear maintail quit reread signal stop version supervisor>

note: Currently, bowhead only supports BTC/USD from Bitfinex, I will be adding ETH and LTC in future revisions. You can create an ETH version of this if you want by copying and modifying the BitfinexWebsockCommand.php file to use ETHUSD and renaming the class. You will need to add any new commands class to the $commands array in app/Console/Kernel.php

Finding strategies

So, we have our boilerplate/framework set up. We have accounts and we have data flowing into our database. We also have our indicator/signals and candles working. Let’s jump in and see how to create a very simple strategy.

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.

For instance, two that I was recently looking at: “Stocks On The Move” and “Trading on multiple TA-Lib signals” are both interesting, however saying we use TALib methods in bowhead, lets go with the latter, additionally this will only be for BTC as Oanda does not return Volume with forex pairs.

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).

Money flow index (mfi)

Commodity channel index (cci)

Chande momentum oscillator (cmo)

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.

$indicators = new \Bowhead\Util\Indicators(); $recentData = $util->getRecentData('BTC/USD'); $cci = $indicators->cci($instrument, $recentData); $cmo = $indicators->cmo($instrument, $recentData); $mfi = $indicators->mfi($instrument, $recentData); /** instrument is overbought, we will short */ if ($cci == -1 && $cmo == -1 && $mfi == -1) { $overbought = 1; } /** It is underbought, we will go LONG */ if ($cci == 1 && $cmo == 1 && $mfi == 1) { $underbought = 1; }

Don’t worry about putting this anywhere, this strategy is included in bowhead as a console command

php artisan bowhead:example_strategy

NOTE: DO NOT RUN THIS ON YOUR LIVE ACCOUNT UNTIL YOU HAVE TESTED IT, USE YOUR DEMO API KEY TO START.

The output will look like this!

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.

Bowhead Indicators and Candles

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. Where ‘1’ will always be the buy or ‘bullish’ side and ‘-1’ will always be the sell or ‘bearish’ side, where applicable. There are a couple which return -100 and 100 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.

Candles.php — the allCandles() method will check for the presence of 60 specific candles across your dataset. 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.

Indicators.php —Provides multiple indicators over a dataset, these are all the common technical indicators such as Bollinger bands, RSI and many types of moving averages. 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.

SMA methods are typically called by themselves as they cannot respond with a buy or sell signal

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. Combining MA cross overs with Bearish/Bullish candle patterns (which would not be apparent to a moving average), you can pinpoint your entries and exits much better.

Packaging these trader methods in this way provides a lot of flexibility to you to be able to use them very easily and as you notice above, translating a strategy is very simple when you have only buy(1)/hold(0)/sell(-1) signals.

Code it up

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 0–100. 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 40. 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.

When ADX registers a trend (over 50), and our SMA(40) down-crosses the SMA(6) we can buy as the trend is now moving up.

When ADX registers a trend and our SMA (40) up-crosses the SMA(6) we can sell as the trend is now moving down.

Here is what this looks like on TradingView, orange in the bottom is the ADX, the green line is the SMA(6) and the blue line is the SMA(40). 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.

$recentData = $util->getRecentData($instrument); $adx = $indicators->adx($instrument, $recentData); $_sma6 = trader_sma($recentData['close'], 6); $sma6 = array_pop($_sma6); $prior_sma6 = array_pop($_sma6); $_sma40 = trader_sma($recentData['close'], 40); $sma40 = array_pop($_sma40); $prior_sma40 = array_pop($_sma40); /** have the lines crossed? */ $down_cross = (($prior_sma6 <= $sma40 && $sma6 > $sma40) ? 1 : 0); $up_cross = (($prior_sma40 <= $sma6 && $sma40 > $sma6) ? 1 : 0); Now you can just if ($adx == 1 && $down_cross) { $buy = 1; } if ($adx == 1 && $up_cross) { $sell = 1; }

Testing it

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.

app/Console/Commands/ExampleForexStrategyCommand.php ~$ php artisan bowhead:example_forex_strategy

This is what it looks like.

Closing words and a note about risk

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. You can use the queues and jobs system to have strategy ‘workers’ (I will be adding this as I update it), broadcasts, and so on.

Now to talk about risk.

I would like to point out that there is SUBSTANTIAL risk involved in cryptocurrency trading and you need to make sure you are in demo mode when testing and working out your strategies. 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. I use Bowhead to do WC ‘Turbo’ trading (which is Forex Binary options), these are a ‘guess’ if the price will be up or be down in 1 minute and 5 minute contracts. If you guess right then win up to 75% return, if you guess wrong then you lose your entire bet. There are some Forex strategies specifically for Turbo trading that I have had some good luck with. However, be aware that most require you are in a trending market. So an indicator like ADX on a longer period is not a bad choice.

Here is an example of one strategy that was working.

Final note

Part 2 will go over making your bot talk to all the exchanges and even attempt to discern price discrepancies, building real-time GDAX straddle-bot using about five Forex strategies and even setting up Bowhead as an API.

If you notice any errors here or have any issues with the code, please let me know, make a comment here or open an issue in the Github repository and I will address it.

— Keep in mind that this project is under active development.

http://j.mp/2roF3kZ via SitePoint URL : http://j.mp/2c7PqoM

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t-baba · 8 years ago

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How to Build a Cryptocurrency Auto-Trader Bot with PHP? 💰

This tutorial will walk you through the full process of building a bitcoin bot with PHP - from setup, on to your first execution of an automated trade, and beyond.

Cryptocurrencies

But, you say, I am a coder who likes to automate things, surely we can fire up some BTCbot and we can have it just do the work for us, it will make us millions in our sleep, right?

Probably not.

My solution

Also, I don’t want to create this in a new or arcane language, I want this written in PHP which the biggest number of people are familiar with and in a framework (Laravel - here's a great premium course for sale, and a bunch of free articles if you're not familiar with it) that is simple to use but powerful enough to let you can create what you need. If you think PHP is just for web pages, read on, this should surprise you.

Let’s get started.

Steps we are going to take:

Get boilerplate/framework installed.

Walk through the core parts of the system, see what is where.

Install and configure the software we need.

Account creation at the brokerages we will be using, setting up the API keys for the scripts.

Run tests and examples.

Set up websocket streams to get data.

Finding strategies for our automated agents.

Deep dive into Indicators and Candles available to us.

Coding up our first agent.

Testing the agent.

A few closing words about the risks you are taking.

Get boilerplate/framework installed (Bowhead)

You can find the repository for the Bowhead boilerplate at it’s Github repository. It's a full application already, but we'll be using its functionality to get the stuff in this post done.

It is recommended you use the extremely Laravel-friendly Homestead Improved Vagrant box for a good, isolated development environment you can get started with in under 5 minutes. If you're unfamiliar with Vagrant, here's an excellent re-introduction, and if you'd like to dig deeper, this premium book will teach you amazing things.

git clone http://ift.tt/2rhggPO cd bowhead composer install cp .env-example .env sudo pecl install trader echo "extension=trader.so" | sudo tee /etc/php/7.1/mods-available/trader.ini sudo phpenmod trader

Now let's explain the the current folder structure of the app.

app/Console/Commands/

This is where all our console commands are located.

BitfinexWebsocketCommand.php - Stream market data from Bitfinex

CoinbaseWebsocketCommand.php - Stream market data from GDAX

ExampleForexStrategyCommand.php - Forex example strategy

ExampleStrategyCommand.php - Our example of a strategy

ExampleUsageCommand.php - Basic usage examples

GetHistoricalCommand.php - Pull in historic data from broker

OandaStreamCommand.php - Stream market data from Oanda

app/Util/

Is where all the utility classes that are available are found.

Bitfinex.php - Bitfinex API wrapper

BrokersUtil.php - Utilities for various brokers

Candles.php - All 60 TALib candle methods wrapped

Coinbase.php - GDAX API wrapper

Console.php - Console color, tables and progress

Indicators.php - 21 TALib indicators and moving averages.

Oanda.php - Oanda API wrapper

OneBroker.php - 1Broker API wrapper

Other.php - possible indicators, not implemented yet

testStrategy.php - Here is your test strategy

Whaleclub.php - Whaleclub API wrapper

app/Scripts

Extras and some testing data, these scripts are SKLearn price forecasting scripts taken from a study on beer consumption I thought was really useful, these might be used for market price predictions.

close_prediction.py - SKLearn script to predict a closing price

ohlc-btc.csv - Sample CSV data, if needed

open_prediction.py - SKLearn script to predict an opening price - a python script in the root dir called ‘streaming.py’ which is part of the Oanda streaming command.

If you execute php artisan, you should see something like the following, the part you are interested in is below.

Redis and MySQL

Redis really does not need any tweaking out of the box, it's installed and ready if you're using Homestead Improved.

MySQL will need a database and a few tables. Change the credentials in the .env file (create it from .env.example if it doesn't exist).

DB_CONNECTION=mysql DB_HOST=localhost DB_PORT=3306 DB_DATABASE=homestead DB_USERNAME=homestead DB_PASSWORD=secret

Let's add the DB dump into MySQL:

mysql -u homestead -psecret < app\Script\DBdump.sql

Open up the database in a tool like Sequel Pro and you will the sample data in the bowhead_ohlc (open, high, low, close) table.

API accounts we need in order to set up automated trading

3) Oanda is where we get our streaming Forex data, you need an account. API access is found here.

5) Bitfinex - you need an account here with an API key so we can get Cryptocurrency quotes. API keys are found under ‘Account’ then click on API.

6) Poloniex is like Bitfinex but supports many alt-coins. API keys are found under Settings - API Keys.

7) TradingView is not mandatory, but you will want an account there because all the indicators bowhead uses can be viewed on charts to help you build your strategies.

Once you get the API keys for these sites, you will want to put them in your .env file.

Continue reading %How to Build a Cryptocurrency Auto-Trader Bot with PHP? 💰%

by Joel Degan via SitePoint http://ift.tt/2s1Qbaa

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