{"id":30851,"date":"2024-10-28T06:04:12","date_gmt":"2024-10-28T06:04:12","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=30851"},"modified":"2024-11-26T06:47:12","modified_gmt":"2024-11-26T06:47:12","slug":"%ed%8c%8c%ec%9d%b4%ec%8d%ac-%ec%9e%90%eb%8f%99%eb%a7%a4%eb%a7%a4-%ea%b0%9c%eb%b0%9c-pyqt%ec%99%80-matplotlib-%ec%97%b0%eb%8f%99","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/30851\/","title":{"rendered":"\ud30c\uc774\uc36c \uc790\ub3d9\ub9e4\ub9e4 \uac1c\ubc1c, PyQt\uc640 matplotlib \uc5f0\ub3d9"},"content":{"rendered":"<p>\uc790\ub3d9\ub9e4\ub9e4\ub294 \uae08\uc735 \ud22c\uc790\uc790\ub4e4 \uc0ac\uc774\uc5d0\uc11c \uc810\uc810 \ub354 \ub9ce\uc740 \uc778\uae30\ub97c \uc5bb\uace0 \uc788\ub294 \ubd84\uc57c\uc785\ub2c8\ub2e4. \uc778\uacf5\uc9c0\ub2a5\uacfc \uae30\uacc4\ud559\uc2b5\uc758 \ubc1c\uc804\uc73c\ub85c \uc778\ud574 \uac70\ub798 \uc2dc\uc2a4\ud15c\uc744 \uc790\ub3d9\ud654\ud558\uc5ec \ud6a8\uc728\uc131\uacfc \uc218\uc775\uc131\uc744 \ub192\uc77c \uc218 \uc788\ub294 \uae30\ud68c\uac00 \ub298\uc5b4\ub0ac\uc2b5\ub2c8\ub2e4. \ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \ud30c\uc774\uc36c\uc744 \uc0ac\uc6a9\ud558\uc5ec \uae30\ubcf8\uc801\uc778 \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc744 \uac1c\ubc1c\ud558\ub294 \ubc29\ubc95\uc744 \ubc30\uc6b0\uace0, PyQt\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc0ac\uc6a9\uc790 \uc778\ud130\ud398\uc774\uc2a4(UI)\ub97c \uad6c\uc131\ud558\uba70, Matplotlib\uc744 \ud1b5\ud574 \ub370\uc774\ud130 \uc2dc\uac01\ud654\ub97c \uad6c\ud604\ud558\ub294 \ubc29\ubc95\uc744 \uc18c\uac1c\ud558\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>\ubaa9\ucc28<\/h2>\n<ul>\n<li>1. \uc790\ub3d9\ub9e4\ub9e4\uc758 \uc774\ud574<\/li>\n<li>2. \uac1c\ubc1c \ud658\uacbd \uc138\ud305<\/li>\n<li>3. PyQt\ub85c UI \uad6c\uc131\ud558\uae30<\/li>\n<li>4. Matplotlib\ub85c \ub370\uc774\ud130 \uc2dc\uac01\ud654\ud558\uae30<\/li>\n<li>5. \uc790\ub3d9\ub9e4\ub9e4 \uc54c\uace0\ub9ac\uc998 \uad6c\ud604\ud558\uae30<\/li>\n<li>6. \uc885\ud569 \uc608\uc81c<\/li>\n<li>7. \uacb0\ub860<\/li>\n<\/ul>\n<h2>1. \uc790\ub3d9\ub9e4\ub9e4\uc758 \uc774\ud574<\/h2>\n<p>\uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc740 \ubbf8\ub9ac \uc124\uc815\ud55c \ub9e4\ub9e4 \uc804\ub7b5\uc5d0 \ub530\ub77c \uac70\ub798\ub97c \uc790\ub3d9\uc73c\ub85c \uc218\ud589\ud558\ub294 \ud504\ub85c\uadf8\ub7a8\uc785\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc2dc\uc2a4\ud15c\uc740 \uac00\uaca9 \ubcc0\ub3d9, \uac70\ub798\ub7c9, \uae30\uc220\uc801 \uc9c0\ud45c \ub4f1\uc758 \uc5ec\ub7ec \uc2dc\uc7a5 \ub370\uc774\ud130\ub97c \uae30\ubc18\uc73c\ub85c \uac70\ub798 \uacb0\uc815\uc744 \ub0b4\ub9bd\ub2c8\ub2e4. \uc790\ub3d9\ub9e4\ub9e4\uc758 \uac00\uc7a5 \ud070 \uc7a5\uc810\uc740 \uac10\uc815\uc5d0\uc11c \ubc97\uc5b4\ub098 \uac1d\uad00\uc801\uc73c\ub85c \uac70\ub798\ud560 \uc218 \uc788\ub2e4\ub294 \uc810\uc785\ub2c8\ub2e4. \ud558\uc9c0\ub9cc \uc798\ubabb\ub41c \uc54c\uace0\ub9ac\uc998\uc774\ub098 \ub370\uc774\ud130 \ubd84\uc11d\uc73c\ub85c \uc778\ud574 \ud070 \uc190\uc2e4\uc744 \ubcfc \uc218\ub3c4 \uc788\uc73c\ubbc0\ub85c, \uc62c\ubc14\ub978 \uc804\ub7b5\uc744 \uc218\ub9bd\ud558\ub294 \uac83\uc774 \ub9e4\uc6b0 \uc911\uc694\ud569\ub2c8\ub2e4.<\/p>\n<h2>2. \uac1c\ubc1c \ud658\uacbd \uc138\ud305<\/h2>\n<p>\uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc744 \uac1c\ubc1c\ud558\uae30 \uc704\ud574\uc11c\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \uc124\uce58\ud574\uc57c \ud569\ub2c8\ub2e4:<\/p>\n<pre>\npip install PyQt5 matplotlib pandas numpy\n<\/pre>\n<p>\uc704\uc758 \uba85\ub839\uc5b4\ub97c \ud1b5\ud574 PyQt5, Matplotlib, Pandas, NumPy\ub97c \uc124\uce58\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. PyQt5\ub294 GUI \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \ub9cc\ub4e4\uae30 \uc704\ud55c \uac15\ub825\ud55c \ub77c\uc774\ube0c\ub7ec\ub9ac\uc774\uba70, Matplotlib\uc740 \ub370\uc774\ud130\ub97c \uc2dc\uac01\ud654\ud558\ub294 \ub370 \uc720\uc6a9\ud569\ub2c8\ub2e4. NumPy\uc640 Pandas\ub294 \ub370\uc774\ud130 \ucc98\ub9ac\ub97c \uc704\ud55c \ud544\uc218 \ub77c\uc774\ube0c\ub7ec\ub9ac\uc785\ub2c8\ub2e4.<\/p>\n<h2>3. PyQt\ub85c UI \uad6c\uc131\ud558\uae30<\/h2>\n<p>PyQt\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc0ac\uc6a9\uc790 \uc778\ud130\ud398\uc774\uc2a4\ub97c \uad6c\ucd95\ud558\ub294 \ubc29\ubc95\uc744 \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \ub2e4\uc74c\uc740 \uac04\ub2e8\ud55c UI \uad6c\uc131\uc758 \uc608\uc81c \ucf54\ub4dc\uc785\ub2c8\ub2e4:<\/p>\n<pre>\nimport sys\nfrom PyQt5.QtWidgets import QApplication, QWidget, QVBoxLayout, QPushButton, QLabel\n\nclass MyApp(QWidget):\n    def __init__(self):\n        super().__init__()\n        \n        self.initUI()\n\n    def initUI(self):\n        self.setWindowTitle('Automated Trading System')\n        \n        layout = QVBoxLayout()\n        \n        self.label = QLabel('Welcome to Automated Trading System', self)\n        layout.addWidget(self.label)\n\n        self.startButton = QPushButton('Start Trading', self)\n        self.startButton.clicked.connect(self.startTrading)\n        layout.addWidget(self.startButton)\n\n        self.setLayout(layout)\n        self.show()\n\n    def startTrading(self):\n        self.label.setText('Trading Started!')\n\nif __name__ == '__main__':\n    app = QApplication(sys.argv)\n    ex = MyApp()\n    sys.exit(app.exec_())\n<\/pre>\n<p>\uc704 \ucf54\ub4dc\ub294 PyQt5\ub97c \uc0ac\uc6a9\ud558\uc5ec \uac04\ub2e8\ud55c \ucc3d\uc744 \uc0dd\uc131\ud569\ub2c8\ub2e4. \uc0ac\uc6a9\uc790\uac00 &#8220;Start Trading&#8221; \ubc84\ud2bc\uc744 \ud074\ub9ad\ud558\uba74 \ub808\uc774\ube14\uc758 \ud14d\uc2a4\ud2b8\uac00 \ubcc0\uacbd\ub429\ub2c8\ub2e4.<\/p>\n<h2>4. Matplotlib\ub85c \ub370\uc774\ud130 \uc2dc\uac01\ud654\ud558\uae30<\/h2>\n<p>Matplotlib\uc744 \uc0ac\uc6a9\ud558\uc5ec \uac70\ub798 \ub370\uc774\ud130\ub97c \uc2dc\uac01\ud654\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub2e4\uc74c\uc740 \uac04\ub2e8\ud55c \ub370\uc774\ud130 \uc2dc\uac01\ud654 \uc608\uc81c\uc785\ub2c8\ub2e4:<\/p>\n<pre>\nimport matplotlib.pyplot as plt\nimport numpy as np\n\n# \uac00\uc0c1\uc758 \ub370\uc774\ud130 \uc0dd\uc131\nx = np.arange(0, 10, 0.1)\ny = np.sin(x)\n\nplt.plot(x, y)\nplt.title('Sine Wave')\nplt.xlabel('X-axis')\nplt.ylabel('Y-axis')\nplt.grid(True)\nplt.show()\n<\/pre>\n<p>\uc704 \ucf54\ub4dc\ub294 sin(x) \ud568\uc218\ub97c \ud50c\ub85c\ud305\ud558\uc5ec \uac04\ub2e8\ud55c \uadf8\ub798\ud504\ub97c \uc0dd\uc131\ud569\ub2c8\ub2e4. \uc774\ub807\uac8c \uc0dd\uc131\ub41c \uadf8\ub798\ud504\ub97c UI\uc5d0 \ud1b5\ud569\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>5. \uc790\ub3d9\ub9e4\ub9e4 \uc54c\uace0\ub9ac\uc998 \uad6c\ud604\ud558\uae30<\/h2>\n<p>\uc774\uc81c \uc6b0\ub9ac\uac00 \uad6c\ud604\ud560 \uae30\ubcf8\uc801\uc778 \uc790\ub3d9\ub9e4\ub9e4 \uc54c\uace0\ub9ac\uc998\uc744 \uc815\uc758\ud569\ub2c8\ub2e4. \uc5ec\uae30\uc11c\ub294 \uc774\ub3d9 \ud3c9\uade0 \uad50\ucc28 \uc804\ub7b5\uc744 \uc0ac\uc6a9\ud558\uc5ec \ub9e4\ub9e4 \uc2e0\ud638\ub97c \uc9c0\uc815\ud558\uaca0\uc2b5\ub2c8\ub2e4. \uac04\ub2e8\ud55c \uc804\ub7b5\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n<ul>\n<li>\ub2e8\uae30 \uc774\ub3d9 \ud3c9\uade0\uc774 \uc7a5\uae30 \uc774\ub3d9 \ud3c9\uade0\uc744 \uc0c1\ud5a5 \ub3cc\ud30c\ud560 \uacbd\uc6b0 \ub9e4\uc218 \uc2e0\ud638\ub97c \ubc1c\uc0dd\uc2dc\ud0b5\ub2c8\ub2e4.<\/li>\n<li>\ub2e8\uae30 \uc774\ub3d9 \ud3c9\uade0\uc774 \uc7a5\uae30 \uc774\ub3d9 \ud3c9\uade0\uc744 \ud558\ud5a5 \ub3cc\ud30c\ud560 \uacbd\uc6b0 \ub9e4\ub3c4 \uc2e0\ud638\ub97c \ubc1c\uc0dd\uc2dc\ud0b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<pre>\nimport pandas as pd\n\ndef moving_average_crossover(data, short_window=40, long_window=100):\n    \"\"\"\ub9e4\uc218 \ubc0f \ub9e4\ub3c4 \uc2e0\ud638\ub97c \uc0dd\uc131\ud558\ub294 \ud568\uc218\"\"\"\n    signals = pd.DataFrame(index=data.index)\n    signals['signal'] = 0.0\n\n    # \ub2e8\uae30 \ubc0f \uc7a5\uae30 \uc774\ub3d9 \ud3c9\uade0\n    signals['short_mavg'] = data['Close'].rolling(window=short_window, min_periods=1).mean()\n    signals['long_mavg'] = data['Close'].rolling(window=long_window, min_periods=1).mean()\n\n    # \ub9e4\uc218 \uc2e0\ud638\n    signals['signal'][short_window:] = np.where(signals['short_mavg'][short_window:] \n                                                &gt; signals['long_mavg'][short_window:], 1.0, 0.0)   \n\n    # \ub9e4\ub3c4 \uc2e0\ud638\n    signals['positions'] = signals['signal'].diff()\n\n    return signals\n<\/pre>\n<p>\uc704\uc758 \ucf54\ub4dc\ub294 \uc8fc\uac00 \ub370\uc774\ud130\uc5d0\uc11c \uc774\ub3d9 \ud3c9\uade0\uc744 \uacc4\uc0b0\ud558\uace0 \ub9e4\uc218 \ubc0f \ub9e4\ub3c4 \uc2e0\ud638\ub97c \uc0dd\uc131\ud569\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uc804\ub7b5\uc744 \ud14c\uc2a4\ud2b8\ud558\uace0, \uc2e4\uc81c \uac70\ub798\uc5d0 \uc801\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>6. \uc885\ud569 \uc608\uc81c<\/h2>\n<p>\uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc758 \ubaa8\ub4e0 \uc694\uc18c\ub97c \ud1b5\ud569\ud55c \uc885\ud569 \uc608\uc81c\ub97c \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<pre>\nfrom PyQt5.QtWidgets import QApplication, QWidget, QVBoxLayout, QPushButton, QLabel\nimport pandas as pd\nimport matplotlib.pyplot as plt\nimport numpy as np\n\nclass TradingSystem(QWidget):\n    def __init__(self):\n        super().__init__()\n        self.initUI()\n        self.data = None  # \uac70\ub798 \ub370\uc774\ud130\ub97c \uc800\uc7a5\ud560 \ubcc0\uc218\n\n    def initUI(self):\n        self.setWindowTitle('Automated Trading System')\n        \n        layout = QVBoxLayout()\n        \n        self.label = QLabel('Welcome to Automated Trading System', self)\n        layout.addWidget(self.label)\n\n        self.startButton = QPushButton('Start Trading', self)\n        self.startButton.clicked.connect(self.startTrading)\n        layout.addWidget(self.startButton)\n\n        self.setLayout(layout)\n        self.show()\n\n    def startTrading(self):\n        self.label.setText('Fetching market data...')\n        self.fetchMarketData()\n        self.label.setText('Data fetched. Analyzing...')\n        signals = self.analyzeData(self.data)  # \ub370\uc774\ud130 \ubd84\uc11d\n\n        self.label.setText('Trading Strategy executed.')\n        self.visualizeData(signals)  # \ub370\uc774\ud130 \uc2dc\uac01\ud654\n\n    def fetchMarketData(self):\n        # \uac00\uc0c1\uc758 \uac70\ub798 \ub370\uc774\ud130 \uc0dd\uc131\n        dates = pd.date_range(start='2023-01-01', periods=200)\n        prices = np.random.normal(loc=100, scale=10, size=(200,)).cumsum()\n        self.data = pd.DataFrame(data={'Close': prices}, index=dates)\n\n    def analyzeData(self, data):\n        return moving_average_crossover(data)\n\n    def visualizeData(self, signals):\n        plt.figure(figsize=(10, 6))\n        plt.plot(self.data.index, self.data['Close'], label='Close Price')\n        plt.plot(signals['short_mavg'], label='Short Moving Average', alpha=0.7)\n        plt.plot(signals['long_mavg'], label='Long Moving Average', alpha=0.7)\n        \n        plt.title('Stock Price and Moving Averages')\n        plt.xlabel('Date')\n        plt.ylabel('Price')\n        plt.legend()\n        plt.show()\n\ndef moving_average_crossover(data, short_window=40, long_window=100):\n    signals = pd.DataFrame(index=data.index)\n    signals['signal'] = 0.0\n\n    signals['short_mavg'] = data['Close'].rolling(window=short_window, min_periods=1).mean()\n    signals['long_mavg'] = data['Close'].rolling(window=long_window, min_periods=1).mean()\n    signals['signal'][short_window:] = np.where(signals['short_mavg'][short_window:] \n                                                &gt; signals['long_mavg'][short_window:], 1.0, 0.0)   \n    signals['positions'] = signals['signal'].diff()\n\n    return signals\n\nif __name__ == '__main__':\n    app = QApplication(sys.argv)\n    trading_system = TradingSystem()\n    sys.exit(app.exec_())\n<\/pre>\n<p>\uc704 \ucf54\ub4dc\ub294 PyQt \uc778\ud130\ud398\uc774\uc2a4\uc5d0 \ub370\uc774\ud130\ub97c \uac00\uc838\uc624\ub294 \uae30\ub2a5\uacfc \ubd84\uc11d, \uc2dc\uac01\ud654\ub97c \ud3ec\ud568\ud55c \uc804\uccb4\uc801\uc778 \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc744 \ub9cc\ub4ed\ub2c8\ub2e4. &#8220;Start Trading&#8221; \ubc84\ud2bc\uc744 \ud074\ub9ad\ud558\uba74 \uc2dc\uc7a5 \ub370\uc774\ud130\ub97c \uac00\uc838\uc624\uace0 \ubd84\uc11d\ud55c \ud6c4 \uacb0\uacfc\ub97c \uc2dc\uac01\ud654\ud569\ub2c8\ub2e4.<\/p>\n<h2>7. \uacb0\ub860<\/h2>\n<p>\uc774 \uac15\uc88c\uc5d0\uc11c\ub294 PyQt\uc640 Matplotlib\uc744 \uc0ac\uc6a9\ud558\uc5ec \uac04\ub2e8\ud55c \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc744 \uac1c\ubc1c\ud558\ub294 \uacfc\uc815\uc744 \uc18c\uac1c\ud588\uc2b5\ub2c8\ub2e4. \uc0ac\uc6a9\uc790 \uc778\ud130\ud398\uc774\uc2a4\ub97c \ud1b5\ud574 \ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc744 \uc81c\uc5b4\ud558\uace0, Matplotlib\uc744 \ud1b5\ud574 \ub370\uc774\ud130 \uc2dc\uac01\ud654\ub97c \uad6c\ud604\ud568\uc73c\ub85c\uc368 \ub2f9\uc5f0\ud55c \uae30\ub2a5\uc744 \uac16\ucd98 \uae30\ucd08\uc801\uc778 \uc790\ub3d9\ub9e4\ub9e4 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