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The entire A.I. script rely on multiple APIs source. The main three APIs used are from Binance, Coinbase and Kraken. The script will post transactions converting one currency to another by selling and buying at the right time. The price is retrieve each 5 seconds and data is analysed to output median, and moving averages. This data can form some indicators such as 3 differents RSI base on short term period, 3 different moving averages, 1 past ratio, and 1 median based on a weekly basis. All the indicators work together and are collected each 5 seconds or minute. This data is collected from the API itself.
Another API that is used for the A.I. helps in the process of the median analysis. The data is taken from Alpha-Vantage API and treated to calculate median based on each minutes of the day. The more data there is into the A.I. and the better the result. The date is also moving with a timeline and only a few days are calculated such as a week or a month.
An additional API consist of taking news and analyzing the sentiment behind them. If the news output a positive impression, the script will add +1 point. The opposite is for a negative news, which will return -1. The total is then made with all the news and this becomes a predominant indicator for long term decision on all the other indicators. This news API data is collected to a specific range each 15 minutes to avoid spamming the API. If there is a period of crash, the news will appear red and therefore blocking purchase and start the selling. This feature can be set as predominant or light to allow more movement and calculation.
The whole process works as one which means, when no indicators are fired no action is taken. There is additional indicators such as the top level limit which indicates on a small scale where the price is. For example when it reach a specific set amount and the price has moved enough to cover this amount, the top level limit will indicate the percentage based on current price. If the price is near 100 % of the top level limit the script will be blocked until it reaches the defined percentage to secure an eventual rise.
Another safety indicator can be set to stop the script for the rest of the day when a certain amount is gained during the day. This is crucial to avoid the script from gambling with the profit. Once the set amount is reach the script goes into sleep mode and restart the next day which means it will collect the crypto in form of real currency.
All of these indicators can be set to work on a bullish, bearish, experimental or even detect lowest mode. Mode such as bullish allows the script to wait but still requires indicator to fire to enable transactions. Bearish mode is a lot more risky and will make transaction without limitation. Additionally the RSI is used and tested against transaction timing. Which means a low RSI will only allow purchase and a high RSI will allow selling. This functionality is crucial for a bearish mode since we do not want to waste the small profit collected over time.
Source : tradingapi
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The news section containing all the latest post from each section.
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Article date: 2022-07-13
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Modified the 2022-07-13 at 23:33:37
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Article date: 2022-06-29
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Article date: 2022-07-07
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Modified the 2022-07-07 at 19:03:37