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i built an institutional grade hyperliquid data layer https://t.co/P16xNQwx3j
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removing paper mode to backtest strategies with real slippage https://t.co/HiLmMUpFYP
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Moon Dev
i learned to code after meeting a billion dollar trader https://t.co/PMpSMoeRzD
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Moon Dev
build ai agents for every little thing you do https://t.co/dMVytEv1WD
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Moon Dev
zoom starting in one hour

our private zoom is starting in one hour

if you want to see me build trading bots and connect with other traders come join us

see if there is still a ticket available

join here https://t.co/JbJdIbW2p9

moondev
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Moon Dev
Stop Paying for Data: The 10-Year Crypto History Loophole Wall Street Hides

the one thing wall street is terrified of is you getting your hands on the same data they use for free. most people think they need a massive bank account and a team of quants to even stand a chance. there is a specific secret to getting years of data that most people never figure out and it is simpler than you think.

the truth is that a single piece of code can give you access to a goldmine of information that most retail traders never even see. i had to learn this the hard way after losing more money than i care to admit through liquidations and over trading. i knew i had to automate my trading so i learned to code.

my name is moon dev and i believe that code is the great equalizer because it levels the playing field for all of us. if you can automate your logic you can finally step away from the screen and let the machines do the heavy lifting. this is how i stopped getting liquidated and started building real systems.

before i learned to code i spent hundreds of thousands of dollars on developers for apps thinking i would not be able to code myself. i was wrong and i want to show you exactly why you can do this yourself for free. there is a mistake that wipes out most accounts and i will show you how to avoid it.

the rbi system is the foundation of everything i do and it stands for research backtest and implement. most traders skip the research and backtesting phases because they just want to build a bot and get rich quick. this is exactly why they end up losing everything in a matter of days.

if you want to become a successful algorithmic trader you need to stop guessing and start following a data driven process. the research phase is where you find your edge and the backtesting phase is where you prove that edge actually works. without data you are just gambling in the dark.

hyperliquid is one of the most powerful exchanges for retail traders because it offers an incredible amount of free data. you can get the open high low close and volume for hundreds of different symbols like bitcoin and ethereum without paying a dime. this is the data that wall street tries to keep behind a paywall.

in the world of equities and futures people pay hundreds of dollars every month for this level of detail. having access to this in crypto is a massive advantage that you need to be using right now. you can change the symbol and the time frame to suit whatever strategy you are building.

most people get stuck because they can only pull about thirty days of data at a time from these exchanges. i spent years trying to figure out how to get around this limitation and the solution is incredibly elegant. you just have to loop the request backwards to build a massive library.

by fetching thirty days at a time and grabbing the prior timestamps you can build a massive library of information for your backtests. this is the secret that lets you test your strategies across every market condition imaginable. you can pull ten years of data for free if you are patient enough to set up the loop.

once you have the data you need to be able to process it quickly and that is where pandas comes into play. i use this library for everything because it allows me to become a true data dog and find patterns that others miss. it only takes a few hundred lines of code to build a world class system.

pandas allows you to create data frames that make it incredibly easy to manipulate large sets of information. you can convert the raw data from the exchange which usually comes in utc time into something you can actually use. being a data dog is the only way to survive in this game over the long run.

using version control like git is essential if you want to keep track of your progress and avoid losing your work. i always push my latest data sources and backtests to my github so i can access them from anywhere. it allows you to see exactly how your systems have evolved over time and where you[...]
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Moon Dev Stop Paying for Data: The 10-Year Crypto History Loophole Wall Street Hides the one thing wall street is terrified of is you getting your hands on the same data they use for free. most people think they need a massive bank account and a team of quants…
can improve.

python is the perfect language for this because it has such a massive ecosystem of libraries designed for data science. libraries like numpy and pathlib help you handle complex math and file paths with ease. you do not need to be a computer scientist to use these tools effectively in your trading.

you can take the code i have already written and feed it into an ai to build complex backtests in minutes. it used to take me eight hours to write a single backtest but now i can do it in seconds. this is how you replace an entire team of expensive developers with just a few lines of python.

imagine having an idea like using the adx and vwap indicators together and being able to test it across years of data instantly. this speed allows you to iterate to success much faster than any manual trader ever could. you can find out exactly what works and what does not before you ever risk a single dollar.

the reason i share all of this is because i know what it feels like to be on the losing side of a trade. i believe that everyone should have the tools to build their own systems and stop relying on luck. code allows you to take your emotions out of the equation and trade with pure logic.

to get started you need a reliable way to fetch historical data without hitting rate limits or paying fees. i have put together a script that connects to the hyperliquid api and pulls everything you need into a clean csv file. you can set the batch size and the number of rows to get exactly the data you need.

this process used to be reserved for the big players on wall street but now it is available to anyone with an internet connection. the secret is to use the requests library in python to make calls to the exchange and then clean the data with pandas. you can be up and running in less than ten minutes.

every exchange has a slightly different way of providing data but the core principles remain the same. once you learn how to connect to hyperliquid you can easily apply the same logic to binance kraken or coinbase. this flexibility allows you to find opportunities across different markets and diversify your risk.

i am still here chasing the legend jim simons and building systems that work while i sleep. the goal is not just to make money but to build something that lasts and gives you back your time. code gives you the freedom to walk away from the computer while your bots handle the stress.

being a data dog means you are constantly looking for new ways to gain an advantage through information. you are not just looking at charts but analyzing the underlying volume and price movements that drive the market. this depth of understanding is what separates the winners from everyone else.

i have put together a complete roadmap that shows you exactly how to go from a beginner to a fully automated trader. it covers everything from finding a strategy to using ai to help you write the code. this is the ultimate tool for anyone who wants to become a serious data dog.

you do not need to join a fancy bootcamp or spend thousands of dollars to get started with this. i am giving away the roadmap for free because i want to see more people succeed in this space. just put your name and email in and you will have everything you need to start your journey.

the path to financial freedom through trading is paved with data and the discipline to follow your own rules. if you can master the code you can master the markets and finally take control of your future. the great equalizer is right in front of you and it is time to start using it.

everything you need is already available if you are willing to put in the work and stay curious. the days of getting liquidated because of emotions and over trading are over for those who choose to automate. i will see you on the other side of the screen as we continue to chase success together
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Just woke up and my bots were trading through the night https://t.co/HjBZBicjPe
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Dollar General has spent over 80 years building one of the most dominant businesses in American retail, going where larger retailers won't.

Here are three visuals from our Dollar General deep dive.

1. Three decades of $DG: https://t.co/FJxwlUproT
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