\n \uc790\ub3d9\ub9e4\ub9e4\ub294 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c \uc790\ub3d9\uc73c\ub85c \uac70\ub798\ub97c \uc218\ud589\ud558\ub294 \uc2dc\uc2a4\ud15c\uc744 \uc758\ubbf8\ud569\ub2c8\ub2e4. \ud30c\uc774\uc36c\uc740 \uadf8 \uac15\ub825\ud55c \ub77c\uc774\ube0c\ub7ec\ub9ac\uc640 \n \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc740 \uc8fc\uc2dd, \uc678\ud658, \uc554\ud638\ud654\ud3d0 \ub4f1\uc758 \uc2dc\uc7a5\uc5d0\uc11c \ud2b9\uc815 \uc54c\uace0\ub9ac\uc998\uc5d0 \ub530\ub77c \uc790\ub3d9\uc73c\ub85c \uc8fc\ubb38\uc744 \uc2e4\ud589\ud558\ub294 \uc18c\ud504\ud2b8\uc6e8\uc5b4\uc785\ub2c8\ub2e4. \n PyQt\ub294 \ud30c\uc774\uc36c\uc5d0\uc11c Qt \ud504\ub808\uc784\uc6cc\ud06c\ub97c \uc774\uc6a9\ud55c GUI \uc5b4\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \uac1c\ubc1c\ud560 \uc218 \uc788\ub3c4\ub85d \ud574\uc8fc\ub294 \ub77c\uc774\ube0c\ub7ec\ub9ac\uc785\ub2c8\ub2e4. \n Python\uacfc PyQt5\ub97c \uc0ac\uc6a9\ud558\uae30 \uc704\ud574\uc11c\ub294 \uba3c\uc800 \uac1c\ubc1c \ud658\uacbd\uc744 \uc124\uc815\ud574\uc57c \ud569\ub2c8\ub2e4. \ub2e4\uc74c \ub2e8\uacc4\ub97c \ub530\ub77c \ud658\uacbd\uc744 \uc124\uc815\ud574\ubcf4\uc138\uc694.\n <\/p>\n \n \uac04\ub2e8\ud55c \uc774\ub3d9 \ud3c9\uade0 \uad50\ucc28 \uc804\ub7b5\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc790\ub3d9\ub9e4\ub9e4 \uc54c\uace0\ub9ac\uc998\uc744 \uad6c\ud604\ud574 \ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \uc774\ub3d9 \ud3c9\uade0(Moving Average, \n \ub2e4\uc74c\uc73c\ub85c PyQt\ub97c \uc774\uc6a9\ud558\uc5ec GUI\ub97c \uad6c\uc131\ud574 \ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \uc0ac\uc6a9\uc790\uac00 \ub9e4\ub9e4 \uc804\ub7b5\uc744 \uc124\uc815\ud558\uace0, \ub370\uc774\ud130 \uc2dc\uac01\ud654\ub97c \n \uae08\uc735 \ub370\uc774\ud130\ub294 \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc758 \ud575\uc2ec\uc785\ub2c8\ub2e4. Yahoo Finance, Alpha Vantage \ub4f1\uc758 API\ub97c \uc0ac\uc6a9\ud558\uc5ec \n \uac00\uc838\uc628 \ub370\uc774\ud130\ub97c \uc2dc\uac01\ud654\ud558\ub824\uba74 `matplotlib`\ub97c \ud65c\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub2e4\uc74c\uc740 \uc8fc\uac00 \ub370\uc774\ud130\ub97c \uc2dc\uac01\ud654\ud558\ub294 \ucf54\ub4dc\uc785\ub2c8\ub2e4.\n <\/p>\n \n \uc774\uc81c\uae4c\uc9c0 \uc791\uc131\ud55c \uc790\ub3d9\ub9e4\ub9e4 \uc54c\uace0\ub9ac\uc998\uacfc GUI\ub97c \ud1b5\ud569\ud558\ub294 \ubc29\ubc95\uc744 \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \uc0ac\uc6a9\uc790\uac00 \ubc84\ud2bc\uc744 \ud074\ub9ad\ud558\uba74 \n \uc774\ub807\uac8c \ud1b5\ud569\ub41c \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc740 \uc0ac\uc6a9\uc790\uac00 \uc6d0\ud558\ub294 \uc8fc\uc2dd\uc758 \ub9e4\ub9e4 \uc2e0\ud638\ub97c \uc2e4\uc2dc\uac04\uc73c\ub85c \uc2dc\uac01\ud654\ud558\uace0, \uc0ac\uc6a9\uc790\uac00 \uc9c1\uc811 \n \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud560 \ub54c\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \uc0ac\ud56d\ub4e4\uc744 \uace0\ub824\ud574\uc57c \ud569\ub2c8\ub2e4.\n <\/p>\n \n \uc774\ubc88 \uac15\uc88c\ub97c \ud1b5\ud574 \ud30c\uc774\uc36c\uc744 \uc0ac\uc6a9\ud55c \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c \uac1c\ubc1c\uc758 \uae30\ucd08\uc640 PyQt\ub97c \uc774\uc6a9\ud55c GUI \ud504\ub85c\uadf8\ub798\ubc0d\uc5d0 \ub300\ud574 \ubc30\uc6e0\uc2b5\ub2c8\ub2e4.
\n \uac04\ub2e8\ud55c \ubb38\ubc95 \ub355\ubd84\uc5d0 \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c \uac1c\ubc1c\uc5d0 \ub110\ub9ac \uc0ac\uc6a9\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \ud30c\uc774\uc36c\uc744 \uc774\uc6a9\ud55c \uc790\ub3d9\ub9e4\ub9e4
\n \uac1c\ubc1c\uc758 \uae30\ucd08\ubd80\ud130 \uc2dc\uc791\ud558\uc5ec, \uc0ac\uc6a9\uc790\uac00 \ubcf4\ub2e4 \uc27d\uac8c \uc778\ud130\ud398\uc774\uc2a4\ub97c \ub2e4\ub8f0 \uc218 \uc788\ub3c4\ub85d PyQt \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \ud65c\uc6a9\ud558\uc5ec
\n GUI(\uadf8\ub798\ud53d \uc0ac\uc6a9\uc790 \uc778\ud130\ud398\uc774\uc2a4)\ub97c \uad6c\ucd95\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc124\uba85\ud558\uaca0\uc2b5\ub2c8\ub2e4.\n <\/p>\n1. \ud30c\uc774\uc36c \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c \uac1c\uc694<\/h2>\n
\n \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc758 \uc8fc\uc694 \uc7a5\uc810\uc740 \uac10\uc815\uc5d0 \uc88c\uc6b0\ub418\uc9c0 \uc54a\uace0, \ub370\uc774\ud130 \uae30\ubc18\uc73c\ub85c \uacb0\uc815\uc744 \ub0b4\ub9ac\uba70, \uc2e0\uc18d\ud558\uac8c \uc2dc\uc7a5\uc5d0 \ub300\uc751\ud560 \uc218 \uc788\ub2e4\ub294 \uc810\uc785\ub2c8\ub2e4.
\n \uc774\ub7ec\ud55c \uc2dc\uc2a4\ud15c\uc740 \uae30\uc220\uc801 \ubd84\uc11d, \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \uace0\ube48\ub3c4 \uac70\ub798 \ub4f1 \uc5ec\ub7ec \uac00\uc9c0 \uc804\ub7b5\uc744 \uad6c\ud604\ud560 \uc218 \uc788\uac8c \ud574\uc90d\ub2c8\ub2e4.\n <\/p>\n<\/section>\n2. PyQt\ub780?<\/h2>\n
\n Qt\ub294 \uac15\ub825\ud558\uace0 \uc720\uc5f0\ud55c GUI \ud234\ud0b7\uc73c\ub85c, \ub2e4\uc591\ud55c \ud50c\ub7ab\ud3fc\uc5d0\uc11c \ub3d9\uc791\ud558\ub294 \ub370\uc2a4\ud06c\ud0d1 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \uad6c\ucd95\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.
\n PyQt\ub97c \uc0ac\uc6a9\ud558\uba74 \uc9c1\uad00\uc801\uc774\uace0 \uc0ac\uc6a9\ud558\uae30 \uc26c\uc6b4 \uc778\ud130\ud398\uc774\uc2a4\ub97c \uc81c\uc791\ud560 \uc218 \uc788\uc5b4, \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc758 \uc0ac\uc6a9\uc790 \uacbd\ud5d8\uc744
\n \ub9ce\uc774 \ud5a5\uc0c1\uc2dc\ud0ac \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n <\/p>\n<\/section>\n3. \ud658\uacbd \uc124\uc815<\/h2>\n
\n
\n pip install PyQt5\n pip install pandas numpy matplotlib\n <\/pre>\n<\/li>\n<\/ul>\n<\/section>\n
4. \uc790\ub3d9\ub9e4\ub9e4 \uc54c\uace0\ub9ac\uc998 \uad6c\ud604<\/h2>\n
\n MA)\uc740 \uc8fc\uac00\uc758 \ud3c9\uade0\uc744 \ub098\ud0c0\ub0b4\uba70, \uae30\uc220\uc801 \ubd84\uc11d\uc5d0\uc11c \ub110\ub9ac \uc0ac\uc6a9\ub418\ub294 \uc9c0\ud45c\uc785\ub2c8\ub2e4. \uc774\ubc88 \uad6c\ud604\uc5d0\uc11c\ub294 \ub2e8\uae30 \uc774\ub3d9 \ud3c9\uade0\uc774
\n \uc7a5\uae30 \uc774\ub3d9 \ud3c9\uade0\uc744 \uc0c1\ud5a5 \ub3cc\ud30c\ud560 \uacbd\uc6b0 \ub9e4\uc218 \uc2e0\ud638\ub97c \ubc1c\uc0dd\uc2dc\ud0a4\uace0, \ud558\ud5a5 \ub3cc\ud30c\ud560 \uacbd\uc6b0 \ub9e4\ub3c4 \uc2e0\ud638\ub97c \ubc1c\uc0dd\uc2dc\ud0a4\ub294
\n \ub85c\uc9c1\uc744 \uc0ac\uc6a9\ud569\ub2c8\ub2e4. \ub2e4\uc74c\uc740 \uc774 \uc54c\uace0\ub9ac\uc998\uc758 \uad6c\ud604 \ucf54\ub4dc\uc785\ub2c8\ub2e4.\n <\/p>\n\n import pandas as pd\n import numpy as np\n\n class MovingAverageCrossStrategy:\n def __init__(self, short_window=40, long_window=100):\n self.short_window = short_window\n self.long_window = long_window\n\n def generate_signals(self, data):\n signals = pd.DataFrame(index=data.index)\n signals['price'] = data['Close']\n signals['short_mavg'] = data['Close'].rolling(window=self.short_window, min_periods=1).mean()\n signals['long_mavg'] = data['Close'].rolling(window=self.long_window, min_periods=1).mean()\n signals['signal'] = 0.0\n signals['signal'][self.short_window:] = np.where(signals['short_mavg'][self.short_window:] \n > signals['long_mavg'][self.short_window:], 1.0, 0.0) \n signals['positions'] = signals['signal'].diff()\n\n return signals\n <\/pre>\n<\/section>\n
5. PyQt\ub97c \uc774\uc6a9\ud55c GUI \uc81c\uc791<\/h2>\n
\n \uc218\ud589\ud560 \uc218 \uc788\ub3c4\ub85d \uc778\ud130\ud398\uc774\uc2a4\ub97c \uc124\uacc4\ud569\ub2c8\ub2e4. \uc544\ub798\ub294 \uae30\ubcf8\uc801\uc778 PyQt5 \uc560\ud50c\ub9ac\ucf00\uc774\uc158 \ud2c0\uacfc GUI \uc694\uc18c\ub97c \uc124\uc815\ud558\ub294
\n \uc608\uc81c \ucf54\ub4dc\uc785\ub2c8\ub2e4.\n <\/p>\n\n import sys\n from PyQt5.QtWidgets import QApplication, QMainWindow, QPushButton, QLabel, QVBoxLayout, QWidget\n\n class TradingApp(QMainWindow):\n def __init__(self):\n super().__init__()\n self.setWindowTitle('\uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c')\n self.setGeometry(100, 100, 600, 400)\n\n # \uae30\ubcf8 \ub808\uc774\uc544\uc6c3 \uc124\uc815\n self.layout = QVBoxLayout()\n self.label = QLabel('\uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc5d0 \uc624\uc2e0 \uac83\uc744 \ud658\uc601\ud569\ub2c8\ub2e4!')\n self.start_button = QPushButton('\ub9e4\ub9e4 \uc2dc\uc791')\n\n # \ubc84\ud2bc \ud074\ub9ad \uc2dc \uc774\ubca4\ud2b8 \uc5f0\uacb0\n self.start_button.clicked.connect(self.start_trading)\n\n self.layout.addWidget(self.label)\n self.layout.addWidget(self.start_button)\n\n container = QWidget()\n container.setLayout(self.layout)\n self.setCentralWidget(container)\n\n def start_trading(self):\n print('\ud2b8\ub808\uc774\ub529 \uc2dc\uc791')\n\n if __name__ == '__main__':\n app = QApplication(sys.argv)\n window = TradingApp()\n window.show()\n sys.exit(app.exec_())\n <\/pre>\n<\/section>\n6. \ub370\uc774\ud130 \uac00\uc838\uc624\uae30 \ubc0f \uc2dc\uac01\ud654<\/h2>\n
\n \uc2e4\uc2dc\uac04 \ub610\ub294 \uacfc\uac70\uc758 \uc8fc\uc2dd \ub370\uc774\ud130\ub97c \uac00\uc838\uc62c \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc624\ud508\uc18c\uc2a4 \ub77c\uc774\ube0c\ub7ec\ub9ac\uc778 `yfinance`
\n \ub97c \uc0ac\uc6a9\ud558\uc5ec \ub370\uc774\ud130\ub97c \uac00\uc838\uc62c \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n <\/p>\n\n import yfinance as yf\n\n def get_data(stock_symbol, start_date, end_date):\n data = yf.download(stock_symbol, start=start_date, end=end_date)\n return data\n <\/pre>\n
\n import matplotlib.pyplot as plt\n\n def plot_data(signals):\n plt.figure(figsize=(12,8))\n plt.plot(signals['price'], label='Price')\n plt.plot(signals['short_mavg'], label='Short Moving Average', linestyle='--', color='orange')\n plt.plot(signals['long_mavg'], label='Long Moving Average', linestyle='--', color='red')\n plt.title('\uac00\uaca9\uacfc \uc774\ub3d9 \ud3c9\uade0')\n plt.legend()\n plt.show()\n <\/pre>\n<\/section>\n7. \ud1b5\ud569 \ubc0f \uc2e4\ud589<\/h2>\n
\n \ub9e4\ub9e4\ub97c \uc2dc\uc791\ud558\ub3c4\ub85d \uc124\uc815\ud558\uace0, \uacb0\uacfc\ub97c GUI \ub0b4\uc5d0\uc11c \uc2dc\uac01\uc801\uc73c\ub85c \uc81c\uacf5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n <\/p>\n\n class TradingApp(QMainWindow):\n # ... \uc774\uc804 \ucf54\ub4dc \uc0dd\ub7b5 ...\n\n def start_trading(self):\n stock_symbol = 'AAPL'\n data = get_data(stock_symbol, '2020-01-01', '2022-01-01')\n strategy = MovingAverageCrossStrategy()\n signals = strategy.generate_signals(data)\n plot_data(signals)\n <\/pre>\n
\n \ub9e4\ub9e4 \uc804\ub7b5\uc744 \uc124\uc815\ud560 \uc218 \uc788\ub294 \uac15\ub825\ud55c \ub3c4\uad6c\uac00 \ub429\ub2c8\ub2e4.\n <\/p>\n<\/section>\n8. \ucd94\uac00\uc801\uc73c\ub85c \uace0\ub824\ud574\uc57c \ud560 \uc0ac\ud56d<\/h2>\n
\n
9. \uacb0\ub860<\/h2>\n
\n \uc774 \uc2dc\uc2a4\ud15c\uc744 \ud1b5\ud574 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\uc758 \uc790\ub3d9\ub9e4\ub9e4 \uc54c\uace0\ub9ac\uc998\uc744 \uad6c\ucd95\ud558\uace0, \ub354 \ub098\uc544\uac00 \uc0ac\uc6a9\uc790\uc758 \ud3b8\uc758\uc131\uc744 \uace0\ub824\ud55c
\n \ub0b4\uc7a5\ud615 GUI\ub97c \uc81c\uc791\ud558\uc5ec \ubcf4\ub2e4 \ud6a8\uc728\uc801\uc778 \ud2b8\ub808\uc774\ub529\uc744 \ud560 \uc218 \uc788\ub294 \uae30\ud68c\ub97c \uac00\uc9c0\uac8c \ub429\ub2c8\ub2e4.
\n \uc55e\uc73c\ub85c\ub3c4 \uae08\uc735 \uae30\uc220\uc740 \uacc4\uc18d \ubc1c\uc804\ud560 \uac83\uc774\ubbc0\ub85c, \uc774\ub7ec\ud55c \uae30\ucd08 \uc9c0\uc2dd\ub4e4\uc774 \uc5ec\ub7ec\ubd84\uc758 \ud2b8\ub808\uc774\ub529 \uc2a4\ud0ac \ud5a5\uc0c1\uc5d0 \ub3c4\uc6c0\uc774 \ub418\uae30\ub97c \ubc14\ub78d\ub2c8\ub2e4.\n <\/p>\n<\/section>\n