v0.0.5
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48
app.py
48
app.py
@ -1,14 +1,23 @@
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import krakenex
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import os
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import pandas
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import time
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from dotenv import load_dotenv
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from pykrakenapi import KrakenAPI
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from scipy.stats import linregress
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from time import sleep
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k = krakenex.API()
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k.load_key('kraken.key')
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load_dotenv()
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R_VALUE_TARGET = float(os.getenv('R_VALUE_TARGET'))
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INVESTMENT_COUNT = int(os.getenv('INVESTMENT_COUNT'))
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INVESTMENT_VOLUME = float(os.getenv('INVESTMENT_VOLUME'))
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k = krakenex.API(
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os.getenv('KRAKEN_API_TOKEN'),
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os.getenv('KRAKEN_API_SEC')
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)
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kraken = KrakenAPI(k, tier='Pro')
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def filter_asset_pairs(tradable_asset_pairs):
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@ -18,8 +27,8 @@ def filter_asset_pairs(tradable_asset_pairs):
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]
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def model_asset_pair(asset_pair):
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sleep(1)
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ohlc = kraken.get_ohlc_data(asset_pair)[0]
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sleep(kraken.factor)
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model = pandas.DataFrame({
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'open': linregress(ohlc['time'].astype(float), ohlc['open'].astype(float)),
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'high': linregress(ohlc['time'].astype(float), ohlc['high'].astype(float)),
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@ -39,7 +48,10 @@ def grade_models(models):
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'stderr': models[model].stderr.mean()
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} for model in models
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}).transpose()
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filtered_models = model_averages[model_averages['r_value'] >= os.getenv('R_VALUE_TARGET')]
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filtered_models = model_averages[
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(model_averages['r_value'] >= R_VALUE_TARGET) &
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(model_averages['slope'] > 0)
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]
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return filtered_models.sort_values(by='slope', ascending=False)
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def sell_asset(market, volume):
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@ -47,21 +59,26 @@ def sell_asset(market, volume):
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ordertype = 'market',
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type = 'sell',
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pair = market,
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volume = volume
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volume = volume,
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validate = False
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)
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sleep(kraken.factor)
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print(f"Sold {volume} on {market}")
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def buy_asset(market, volume):
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kraken.add_standard_order(
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ordertype = 'market',
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type = 'buy',
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pair = market,
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volume = volume
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volume = volume,
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validate = False
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)
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print(f"Purchased {volume} on {market}")
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sleep(kraken.factor)
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if __name__ == '__main__':
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load_dotenv()
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def main():
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asset_pairs = filter_asset_pairs(kraken.get_tradable_asset_pairs())
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sleep(kraken.factor)
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graded_models = grade_models(
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{asset_pair: model_asset_pair(asset_pair) for asset_pair in asset_pairs.index}
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)
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@ -72,10 +89,15 @@ if __name__ == '__main__':
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if market.index[0] not in graded_models[:5].index:
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sell_asset(market, account_balance.loc[asset].vol)
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while len(account_balance := kraken.get_account_balance()) - 1 < os.getenv('INVESTMENT_COUNT'):
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if account_balance.loc['ZUSD'] <= os.getenv('INVESTMENT_VOLUME'):
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while len(account_balance := kraken.get_account_balance()) - 1 < INVESTMENT_COUNT:
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if account_balance.loc['ZUSD'].vol <= INVESTMENT_VOLUME:
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break
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for market in graded_models:
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for market in graded_models.index:
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if asset_pairs.loc[market].base not in account_balance.index:
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buy_asset(market, os.getenv('INVESTMENT_VOLUME'))
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ohlc, last = kraken.get_ohlc_data(market)
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volume = INVESTMENT_VOLUME/ohlc.iloc[-1].close
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buy_asset(market, volume)
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break
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if __name__ == '__main__':
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main()
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