\n \uc790\ub3d9\ub9e4\ub9e4\ub294 \uae08\uc735\uc2dc\uc7a5\uc5d0\uc11c \uc54c\uace0\ub9ac\uc998\uc744 \uae30\ubc18\uc73c\ub85c \uac70\ub798\ub97c \uc790\ub3d9\uc73c\ub85c \uc218\ud589\ud558\ub294 \uc2dc\uc2a4\ud15c\uc785\ub2c8\ub2e4.
\n \uc774\ub294 \ud22c\uc790\uc790\uc758 \uac10\uc815\uc801 \ud310\ub2e8\uc744 \ubc30\uc81c\ud558\uace0, \ub354 \ube60\ub974\uace0 \uc815\ud655\ud55c \uac70\ub798\ub97c \uac00\ub2a5\ud558\uac8c \ud569\ub2c8\ub2e4.
\n \ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \ud30c\uc774\uc36c\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc744 \uac1c\ubc1c\ud558\ub294 \ubc29\ubc95\uc744 \ub2e4\ub8e8\uace0,
\n \uc0ac\uc6a9\uc790 \uc778\ud130\ud398\uc774\uc2a4(UI)\ub97c \uad6c\ucd95\ud558\uae30 \uc704\ud574 PyQt\uc640 Qt Designer\ub97c \ud65c\uc6a9\ud558\ub294 \ubc29\ubc95\uc744 \uc18c\uac1c\ud569\ub2c8\ub2e4.\n <\/p>\n
\n \ud30c\uc774\uc36c\uc740 \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c \uac1c\ubc1c\uc5d0 \ub9e4\uc6b0 \uc801\ud569\ud55c \uc5b8\uc5b4\uc785\ub2c8\ub2e4.
\n \ub2e4\uc591\ud55c \uae08\uc735 \ub370\uc774\ud130\uc5d0 \uc811\uadfc\ud560 \uc218 \uc788\ub294 \ub77c\uc774\ube0c\ub7ec\ub9ac\uc640 \uac15\ub825\ud55c \uc54c\uace0\ub9ac\uc998\uc801 \uacc4\uc0b0 \uae30\ub2a5\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.
\n \ub610\ud55c, Python\uc758 \ucee4\ubba4\ub2c8\ud2f0\uc640 \uc790\ub8cc \uad6c\ucd95 \ub355\ubd84\uc5d0 \ub9ce\uc740 \uc608\uc81c\uc640 \ub3c4\uc6c0\uc744 \ucc3e\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n <\/p>\n
\n \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc758 \uae30\ubcf8 \uc6d0\ub9ac\ub294 \uc2e0\ud638\ub97c \ubc1c\uc0dd\uc2dc\ud0a4\ub294 \uc54c\uace0\ub9ac\uc998\uc744 \ub9cc\ub4e4\uace0,
\n \uc774 \uc2e0\ud638\ub97c \uae30\ubc18\uc73c\ub85c \ub9e4\ub9e4\ub97c \uc2e4\ud589\ud558\ub294 \uac83\uc785\ub2c8\ub2e4.
\n \uc77c\ubc18\uc801\uc73c\ub85c \uc2e0\ud638 \ubc1c\uc0dd\uae30\ub294 \ucc28\ud2b8 \ud328\ud134, \uae30\uc220\uc801 \uc9c0\ud45c, \ub274\uc2a4 \ubd84\uc11d \ub4f1\uc744 \uae30\ubc18\uc73c\ub85c \ud569\ub2c8\ub2e4.\n <\/p>\n
\n \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc744 \uac1c\ubc1c\ud558\uae30 \uc704\ud574 \ub2e4\uc74c\uacfc \uac19\uc740 \ub77c\uc774\ube0c\ub7ec\ub9ac\uac00 \ud544\uc694\ud569\ub2c8\ub2e4:\n <\/p>\n
pandas<\/code>: \ub370\uc774\ud130 \ucc98\ub9ac\ub97c \uc704\ud55c \ub77c\uc774\ube0c\ub7ec\ub9ac<\/li>\nnumpy<\/code>: \uc218\ud559\uc801 \uacc4\uc0b0\uc744 \uc704\ud55c \ub77c\uc774\ube0c\ub7ec\ub9ac<\/li>\nmatplotlib<\/code>: \ub370\uc774\ud130 \uc2dc\uac01\ud654\ub97c \uc704\ud55c \ub77c\uc774\ube0c\ub7ec\ub9ac<\/li>\nTA-Lib<\/code>: \uae30\uc220\uc801 \ubd84\uc11d\uc744 \uc704\ud55c \ub77c\uc774\ube0c\ub7ec\ub9ac<\/li>\nccxt<\/code>: \ub2e4\uc591\ud55c \uac70\ub798\uc18c\uc640\uc758 \ub370\uc774\ud130 \ud1b5\uc2e0\uc744 \uc704\ud55c \ub77c\uc774\ube0c\ub7ec\ub9ac<\/li>\n<\/ul>\n2. \uac1c\ubc1c \ud658\uacbd \uc124\uc815<\/h2>\n
\uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc744 \uac1c\ubc1c\ud558\uae30 \uc704\ud574 \ud544\uc694\ud55c \ud658\uacbd\uc744 \uc124\uc815\ud558\ub294 \ubc29\ubc95\uc744 \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n
2.1. Python \ubc0f \ub77c\uc774\ube0c\ub7ec\ub9ac \uc124\uce58<\/h3>\n
\n \uba3c\uc800, Python\uc774 \uc124\uce58\ub418\uc5b4 \uc788\uc5b4\uc57c \ud569\ub2c8\ub2e4. Python \uacf5\uc2dd \uc6f9\uc0ac\uc774\ud2b8<\/a>\uc5d0\uc11c \ucd5c\uc2e0 \ubc84\uc804\uc744 \ub2e4\uc6b4\ub85c\ub4dc\ud558\uace0 \uc124\uce58\ud558\uc138\uc694.\n <\/p>\n\n \n pip install pandas numpy matplotlib ta-lib ccxt\n <\/code>\n <\/pre>\n2.2. IDE \uc124\uce58<\/h3>\n
\n \ucf54\ub4dc\ub97c \ud3b8\ub9ac\ud558\uac8c \uc791\uc131\ud558\uae30 \uc704\ud574 \ud1b5\ud569 \uac1c\ubc1c \ud658\uacbd(IDE)\uc778 PyCharm, VSCode \ub610\ub294 Jupyter Notebook\uc744 \uc0ac\uc6a9\ud560 \uac83\uc744 \uad8c\uc7a5\ud569\ub2c8\ub2e4.\n <\/p>\n
3. \uc790\ub3d9\ub9e4\ub9e4 \uc54c\uace0\ub9ac\uc998 \uad6c\ud604<\/h2>\n
\uc774\ubc88 \uc139\uc158\uc5d0\uc11c\ub294 \uac04\ub2e8\ud55c \uc774\ub3d9 \ud3c9\uade0 \ud06c\ub85c\uc2a4 \uc624\ubc84 \uc804\ub7b5\uc744 \uad6c\ud604\ud574 \ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n
3.1. \ub370\uc774\ud130 \uc218\uc9d1<\/h3>\n
\n CCXT \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \uc0ac\uc6a9\ud558\uc5ec \uac70\ub798\uc18c\uc5d0\uc11c \uc2e4\uc2dc\uac04 \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud558\ub294 \ubc29\ubc95\uc744 \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.
\n \uc608\ub97c \ub4e4\uc5b4 \ubc14\uc774\ub0b8\uc2a4\uc5d0\uc11c \ube44\ud2b8\ucf54\uc778 \uac00\uaca9\uc744 \uac00\uc838\uc624\ub294 \ucf54\ub4dc\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.\n <\/p>\n
\n \n import ccxt\n import pandas as pd\n\n # \ubc14\uc774\ub0b8\uc2a4 \uc778\uc2a4\ud134\uc2a4 \uc0dd\uc131\n binance = ccxt.binance()\n\n # \ube44\ud2b8\ucf54\uc778 \ub370\uc774\ud130 \uac00\uc838\uc624\uae30\n ohlcv = binance.fetch_ohlcv('BTC\/USDT', timeframe='1d')\n df = pd.DataFrame(ohlcv, columns=['timestamp', 'open', 'high', 'low', 'close', 'volume'])\n df['timestamp'] = pd.to_datetime(df['timestamp'], unit='ms')\n print(df.head())\n <\/code>\n <\/pre>\n3.2. \uc774\ub3d9 \ud3c9\uade0 \uacc4\uc0b0<\/h3>\n
\n \uc218\uc9d1\ud55c \ub370\uc774\ud130\ub97c \uae30\ubc18\uc73c\ub85c \uc774\ub3d9 \ud3c9\uade0\uc744 \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.\n <\/p>\n
\n \n # 50\uc77c \ubc0f 200\uc77c \uc774\ub3d9 \ud3c9\uade0 \uacc4\uc0b0\n df['MA50'] = df['close'].rolling(window=50).mean()\n df['MA200'] = df['close'].rolling(window=200).mean()\n\n # \uc2e0\ud638 \uc0dd\uc131\n df['signal'] = 0\n df.loc[df['MA50'] > df['MA200'], 'signal'] = 1\n df.loc[df['MA50'] < df['MA200'], 'signal'] = -1\n <\/code>\n <\/pre>\n3.3. \ub9e4\ub9e4 \uc2e4\ud589<\/h3>\n
\n \uc2e0\ud638\uc5d0 \ub530\ub77c \ub9e4\ub9e4\ub97c \uc2e4\ud589\ud558\ub294 \ucf54\ub4dc\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.
\n \uc2e4\uc81c \uac70\ub798\uac00 \uc774\ub8e8\uc5b4\uc9c0\uae30 \ub54c\ubb38\uc5d0 \uc2e0\uc911\ud788 \ud14c\uc2a4\ud2b8 \ud6c4 \uc0ac\uc6a9\ud574\uc57c \ud569\ub2c8\ub2e4.\n <\/p>\n
\n \n # \ub9e4\ub9e4 \uc2e4\ud589 \ud568\uc218\n def execute_trade(signal):\n if signal == 1:\n print(\"\ub9e4\uc218 \uc2e4\ud589\")\n # binance.create_market_buy_order('BTC\/USDT', amount)\n elif signal == -1:\n print(\"\ub9e4\ub3c4 \uc2e4\ud589\")\n # binance.create_market_sell_order('BTC\/USDT', amount)\n\n # \ub9c8\uc9c0\ub9c9 \uc2e0\ud638\uc5d0 \ub530\ub77c \ub9e4\ub9e4 \uc2e4\ud589\n last_signal = df.iloc[-1]['signal']\n execute_trade(last_signal)\n <\/code>\n <\/pre>\n4. PyQt\uc640 Qt Designer \uc18c\uac1c<\/h2>\n
\n PyQt\ub294 Python\uc5d0\uc11c Qt \ud504\ub808\uc784\uc6cc\ud06c\ub97c \uc0ac\uc6a9\ud560 \uc218 \uc788\ub3c4\ub85d \ud574\uc8fc\ub294 \ub77c\uc774\ube0c\ub7ec\ub9ac\uc785\ub2c8\ub2e4.
\n Qt Designer\ub294 GUI(\uadf8\ub798\ud53d \uc0ac\uc6a9\uc790 \uc778\ud130\ud398\uc774\uc2a4)\ub97c \uc27d\uac8c \ub9cc\ub4e4 \uc218 \uc788\ub3c4\ub85d \ub3c4\uc640\uc8fc\ub294 \ub3c4\uad6c\uc785\ub2c8\ub2e4.
\n \uc774\ub294 \uc0ac\uc6a9\uc790\uac00 \uc785\ub825\ud560 \uc218 \uc788\ub294 \ud544\ub4dc\ub97c \ud3ec\ud568\ud558\uc5ec \uc2dc\uac01\uc801\uc778 \uc778\ud130\ud398\uc774\uc2a4\ub97c \uc190\uc27d\uac8c \uc124\uacc4\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n <\/p>\n
4.1. PyQt \uc124\uce58<\/h3>\n
\n PyQt\ub97c \uc124\uce58\ud558\ub824\uba74 \ub2e4\uc74c \uba85\ub839\uc5b4\ub97c \uc785\ub825\ud569\ub2c8\ub2e4.\n <\/p>\n
\n \n pip install PyQt5\n <\/code>\n <\/pre>\n4.2. Qt Designer \uc124\uce58<\/h3>\n
\n Qt Designer\ub294 PyQt\uc758 \uc77c\ubd80\ubd84\uc73c\ub85c, PyQt\uc640 \ud568\uaed8 \uc124\uce58\ub429\ub2c8\ub2e4.
\n IDE \ub0b4\uc5d0\uc11c \uc0ac\uc6a9\ud560 \uc218 \uc788\uc73c\uba70, GUI \ub514\uc790\uc778\uc744 \uc704\ud55c \uc9c1\uad00\uc801\uc778 \uc2dc\uac01\uc801 \ub3c4\uad6c\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4.\n <\/p>\n
4.3. GUI \uae30\ubcf8 \uad6c\uc870 \ub9cc\ub4e4\uae30<\/h3>\n
\n Qt Designer\ub97c \ud1b5\ud574 UI \ud30c\uc77c\uc744 \uc0dd\uc131 -> \uc774\ub97c \ud30c\uc774\uc36c \ucf54\ub4dc\ub85c \ubcc0\ud658\ud558\uc5ec \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.
\n \ub2e4\uc74c \uc608\uc2dc\ub294 \uae30\ubcf8 \ucc3d\uc744 \ub9cc\ub4dc\ub294 \ubc29\ubc95\uc744 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4.\n <\/p>\n
\n \n from PyQt5.QtWidgets import QApplication, QMainWindow\n import sys\n\n class MyWindow(QMainWindow):\n def __init__(self):\n super(MyWindow, self).__init__()\n self.setWindowTitle(\"\uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\")\n\n app = QApplication(sys.argv)\n window = MyWindow()\n window.show()\n sys.exit(app.exec_())\n <\/code>\n <\/pre>\n5. \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c UI\uc640 \uc5f0\ub3d9<\/h2>\n
\n \uc774\uc81c \uc55e\uc11c \ub9cc\ub4e0 \uc790\ub3d9\ub9e4\ub9e4 \uc54c\uace0\ub9ac\uc998\uc744 GUI\uc640 \uc5f0\ub3d9\ud574 \ubcf4\uaca0\uc2b5\ub2c8\ub2e4.
\n UI\uc5d0\uc11c \ubc84\ud2bc \ud074\ub9ad \uc2dc \ub9e4\ub9e4\ub97c \uc2e4\ud589\ud558\ub294 \uae30\ub2a5\uc744 \ucd94\uac00\ud558\uaca0\uc2b5\ub2c8\ub2e4.\n <\/p>\n
\n \n from PyQt5.QtWidgets import QApplication, QMainWindow, QPushButton, QLabel\n import sys\n\n class MyWindow(QMainWindow):\n def __init__(self):\n super(MyWindow, self).__init__()\n self.setWindowTitle(\"\uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\")\n\n self.label = QLabel(\"\uc0c1\ud0dc: \ub300\uae30\", self)\n self.label.setGeometry(50, 50, 200, 50)\n\n self.btn_execute = QPushButton(\"\ub9e4\ub9e4 \uc2e4\ud589\", self)\n self.btn_execute.setGeometry(50, 100, 200, 50)\n self.btn_execute.clicked.connect(self.execute_trade)\n\n def execute_trade(self):\n # \uc5ec\uae30\uc5d0\uc11c \ub9e4\ub9e4 \uc54c\uace0\ub9ac\uc998\uc744 \uc2e4\ud589\ud569\ub2c8\ub2e4.\n self.label.setText(\"\uc0c1\ud0dc: \ub9e4\ub9e4 \uc2e4\ud589 \uc911\")\n\n app = QApplication(sys.argv)\n window = MyWindow()\n window.show()\n sys.exit(app.exec_())\n <\/code>\n <\/pre>\n6. \uacb0\ub860<\/h2>\n
\n \uc624\ub298\uc740 Python\uc744 \uc0ac\uc6a9\ud55c \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c \uac1c\ubc1c\uacfc UI \uc124\uacc4\ub97c \uc704\ud55c PyQt \ubc0f Qt Designer\uc5d0 \ub300\ud574 \uc54c\uc544\ubcf4\uc558\uc2b5\ub2c8\ub2e4.
\n \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc744 \ud65c\uc6a9\ud558\uba74 \ud6a8\uc728\uc801\uc778 \ud2b8\ub808\uc774\ub529\uc774 \uac00\ub2a5\ud558\uba70, PyQt\ub97c \ud1b5\ud574 \uc0ac\uc6a9\uc790 \uce5c\ud654\uc801\uc778 \uc778\ud130\ud398\uc774\uc2a4\ub97c \uc27d\uac8c \uc124\uacc4\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.
\n \uc55e\uc73c\ub85c \ub354 \ub098\uc544\uac00 \ub2e4\uc591\ud55c \uc804\ub7b5\uacfc \uace0\uae09 \uae30\ub2a5\uc744 \uc801\uc6a9\ud574 \ubcf4\uc2dc\uae38 \ubc14\ub78d\ub2c8\ub2e4.\n <\/p>\n
6.1. \ucd94\uac00 \uc790\ub8cc<\/h3>\n\n- CCXT Documentation<\/a><\/li>\n
- Pandas Documentation<\/a><\/li>\n
- Matplotlib Documentation<\/a><\/li>\n
- Qt for Python Documentation<\/a><\/li>\n<\/ul>\n
6.2. \uc9c8\ubb38 \ubc0f \ud53c\ub4dc\ubc31<\/h3>\n
\uad81\uae08\ud55c \uc810\uc774\ub098 \ud53c\ub4dc\ubc31\uc774 \uc788\uc73c\uc2dc\uba74 \uc5b8\uc81c\ub4e0\uc9c0 \ub313\uae00\ub85c \ub0a8\uaca8\uc8fc\uc138\uc694. \uac10\uc0ac\ud569\ub2c8\ub2e4!<\/p>\n
<\/body><\/p>\n","protected":false},"excerpt":{"rendered":"