{"id":30893,"date":"2024-10-28T06:04:25","date_gmt":"2024-10-28T06:04:25","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=30893"},"modified":"2024-11-26T06:47:05","modified_gmt":"2024-11-26T06:47:05","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-%ec%9d%b4%eb%8f%99%ed%8f%89%ea%b7%a0%ec%84%a0-%ea%b5%ac%ed%95%98%ea%b8%b0","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/30893\/","title":{"rendered":"\ud30c\uc774\uc36c \uc790\ub3d9\ub9e4\ub9e4 \uac1c\ubc1c, \uc774\ub3d9\ud3c9\uade0\uc120 \uad6c\ud558\uae30"},"content":{"rendered":"<p>\uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc740 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\uc758 \uac70\ub798 \uacb0\uc815\uc744 \uc790\ub3d9\uc73c\ub85c \uc218\ud589\ud560 \uc218 \uc788\ub294 \ud504\ub85c\uadf8\ub7a8\uc73c\ub85c, \ub9ce\uc740 \ud22c\uc790\uc790\ub4e4\uc774 \uc7ac\uc815\uc801 \uacb0\uc815\uc744 \ub0b4\ub9ac\ub294 \ub370 \ub3c4\uc6c0\uc744 \uc90d\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 \ud30c\uc774\uc36c\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc774\ub3d9\ud3c9\uade0\uc120\uc744 \uacc4\uc0b0\ud558\uace0, \uc774\ub97c \uae30\ubc18\uc73c\ub85c \uac04\ub2e8\ud55c \uc790\ub3d9\ub9e4\ub9e4 \uc804\ub7b5\uc744 \uad6c\ud604\ud574 \ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \uc790\ub3d9\ub9e4\ub9e4\ub97c \uc704\ud55c \uae30\ucd08 \uac1c\ub150\ubd80\ud130 \uc2dc\uc791\ud558\uc5ec, \uc2e4\uc81c\ub85c \ucf54\ub4dc\uc640 \ud568\uaed8 \uc124\uba85\ud558\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>\ubaa9\ucc28<\/h2>\n<ol>\n<li><a href=\"#section1\">\uc774\ub3d9\ud3c9\uade0\uc120 \uc774\ud574\ud558\uae30<\/a><\/li>\n<li><a href=\"#section2\">\ud30c\uc774\uc36c \ud658\uacbd \uc124\uc815\ud558\uae30<\/a><\/li>\n<li><a href=\"#section3\">\uc774\ub3d9\ud3c9\uade0\uc120 \uacc4\uc0b0\ud558\uae30<\/a><\/li>\n<li><a href=\"#section4\">\uc790\ub3d9\ub9e4\ub9e4 \uc804\ub7b5 \uad6c\ud604\ud558\uae30<\/a><\/li>\n<li><a href=\"#section5\">\uacb0\ub860<\/a><\/li>\n<\/ol>\n<h2 id=\"section1\">\uc774\ub3d9\ud3c9\uade0\uc120 \uc774\ud574\ud558\uae30<\/h2>\n<p>\uc774\ub3d9\ud3c9\uade0\uc120\uc740 \uc8fc\uc2dd\uc774\ub098 \ub2e4\ub978 \uc790\uc0b0\uc758 \uac00\uaca9 \uc6c0\uc9c1\uc784\uc744 \ubd80\ub4dc\ub7fd\uac8c \ud558\uace0 \ucd94\uc138\ub97c \ud655\uc778\ud558\ub294 \ub370 \uc0ac\uc6a9\ub418\ub294 \ud1b5\uacc4\uc801 \ub3c4\uad6c\uc785\ub2c8\ub2e4. \uac00\uc7a5 \ub9ce\uc774 \uc0ac\uc6a9\ub418\ub294 \uc774\ub3d9\ud3c9\uade0\uc120\uc740 \ub2e8\uc21c \uc774\ub3d9\ud3c9\uade0(SMA)\uacfc \uc9c0\uc218 \uc774\ub3d9\ud3c9\uade0(EMA)\uc785\ub2c8\ub2e4.<\/p>\n<ul>\n<li><b>\ub2e8\uc21c \uc774\ub3d9\ud3c9\uade0(SMA)<\/b>: \ud2b9\uc815 \uae30\uac04 \ub3d9\uc548\uc758 \uc885\uac00\ub97c \ud3c9\uade0\ud558\uc5ec \uacc4\uc0b0\ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, 5\uc77c SMA\ub294 \ucd5c\uadfc 5\uc77c \ub3d9\uc548\uc758 \uc885\uac00\ub97c \ud569\uc0b0\ud55c \ud6c4 5\ub85c \ub098\ub208 \uac12\uc785\ub2c8\ub2e4.<\/li>\n<li><b>\uc9c0\uc218 \uc774\ub3d9\ud3c9\uade0(EMA)<\/b>: \ucd5c\uadfc \uac00\uaca9\uc5d0 \ub354 \ub9ce\uc740 \uac00\uc911\uce58\ub97c \ub450\uc5b4 \uc2dc\uc2a4\ud15c\uc774 \u0446\u0435\u043d\u0435\uc758 \ubcc0\ud654\ub97c \ub354 \ubbfc\uac10\ud558\uac8c \ubc18\uc601\ud558\ub3c4\ub85d \ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h3>\uc774\ub3d9\ud3c9\uade0\uc120\uc758 \uc911\uc694\uc131<\/h3>\n<p>\uc774\ub3d9\ud3c9\uade0\uc120\uc740 \uc8fc\uc2dd \uac70\ub798\uc5d0\uc11c \ube44\uc988\ub2c8\uc2a4 \ubc0f \ub9e4\ub9e4 \uc2e0\ud638\ub97c \uc0dd\uc131\ud558\ub294 \ub370 \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4. \ub9ce\uc740 \ud22c\uc790\uc790\ub4e4\uc740 \uac00\uaca9\uc774 \uc774\ub3d9\ud3c9\uade0\uc120\uc744 \ub3cc\ud30c\ud588\uc744 \ub54c \ub9e4\ub9e4 \uacb0\uc815\uc744 \ub0b4\ub9ac\ub294 \uacbd\ud5a5\uc774 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h2 id=\"section2\">\ud30c\uc774\uc36c \ud658\uacbd \uc124\uc815\ud558\uae30<\/h2>\n<p>\uc774\uc804 \ub2e8\uacc4\uc5d0\uc11c \uc124\uba85\ud55c \ub0b4\uc6a9\uc744 \ubc14\ud0d5\uc73c\ub85c, \ud30c\uc774\uc36c \ud658\uacbd\uc744 \uc124\uc815\ud558\ub294 \uac83\uc774 \uccab \ubc88\uc9f8 \ub2e8\uacc4\uc785\ub2c8\ub2e4. \ud544\uc694\ud55c \ud328\ud0a4\uc9c0\uc778 <code>pandas<\/code>, <code>numpy<\/code>, <code>matplotlib<\/code>, <code>yfinance<\/code>\ub97c \uc124\uce58\ud569\uc2dc\ub2e4. \uc544\ub798\uc758 \uba85\ub839\uc5b4\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc774\ub97c \uc124\uce58\ud569\ub2c8\ub2e4.<\/p>\n<pre>\n<code>pip install pandas numpy matplotlib yfinance<\/code>\n<\/pre>\n<h2 id=\"section3\">\uc774\ub3d9\ud3c9\uade0\uc120 \uacc4\uc0b0\ud558\uae30<\/h2>\n<p>\uc774\uc81c \uc2e4\uc81c \ub370\uc774\ud130\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc774\ub3d9\ud3c9\uade0\uc120\uc744 \uacc4\uc0b0\ud574 \ubcf4\uaca0\uc2b5\ub2c8\ub2e4. <code>yfinance<\/code>\ub97c \uc0ac\uc6a9\ud558\uc5ec Yahoo Finance\uc5d0\uc11c \uc8fc\uc2dd \ub370\uc774\ud130\ub97c \ub2e4\uc6b4\ub85c\ub4dc\ud558\uace0, <code>pandas<\/code>\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc774\ub3d9\ud3c9\uade0\uc120\uc744 \uacc4\uc0b0\ud560 \uac83\uc785\ub2c8\ub2e4. \uc544\ub798\uc758 \ucf54\ub4dc\ub97c \uc0ac\uc6a9\ud558\uc5ec \ud2b9\uc815 \uc8fc\uc2dd\uc758 \uc774\ub3d9\ud3c9\uade0\uc120\uc744 \uad6c\ud574 \ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<pre>\n<code>import yfinance as yf\nimport pandas as pd\nimport matplotlib.pyplot as plt\n\n# \ud2b9\uc815 \uc8fc\uc2dd \ub370\uc774\ud130 \ub2e4\uc6b4\ub85c\ub4dc\nstock_symbol = 'AAPL'  # \uc560\ud50c \uc8fc\uc2dd \uae30\ud638\nstart_date = '2020-01-01'\nend_date = '2023-01-01'\ndata = yf.download(stock_symbol, start=start_date, end=end_date)\n\n# \uc774\ub3d9\ud3c9\uade0\uc120 \uacc4\uc0b0\ndata['SMA_20'] = data['Close'].rolling(window=20).mean()\ndata['SMA_50'] = data['Close'].rolling(window=50).mean()\n\n# \uc774\ub3d9\ud3c9\uade0\uc120 \uc2dc\uac01\ud654\nplt.figure(figsize=(12,6))\nplt.plot(data['Close'], label='Close Price', linewidth=1)\nplt.plot(data['SMA_20'], label='20-Day SMA', linestyle='--', linewidth=1)\nplt.plot(data['SMA_50'], label='50-Day SMA', linestyle='--', linewidth=1)\nplt.title(f'{stock_symbol} Price and Moving Averages')\nplt.xlabel('Date')\nplt.ylabel('Price')\nplt.legend()\nplt.show()\n<\/code>\n<\/pre>\n<p>\uc704 \ucf54\ub4dc\uc5d0\uc11c\ub294 \uc560\ud50c(AAPL) \uc8fc\uc2dd\uc758 \uc885\uac00\ub97c \uac00\uc838\uc624\uace0, 20\uc77c\uacfc 50\uc77c \ub2e8\uc21c \uc774\ub3d9\ud3c9\uade0\uc120\uc744 \uacc4\uc0b0\ud569\ub2c8\ub2e4. \uc774\ud6c4 \uc774\ub97c \uc2dc\uac01\ud654\ud558\uc5ec \uac00\uaca9\uacfc \uc774\ub3d9\ud3c9\uade0\uc120\uc744 \ud55c\ub208\uc5d0 \ubcfc \uc218 \uc788\uac8c \ud569\ub2c8\ub2e4.<\/p>\n<h2 id=\"section4\">\uc790\ub3d9\ub9e4\ub9e4 \uc804\ub7b5 \uad6c\ud604\ud558\uae30<\/h2>\n<p>\uc774\uc81c \uc774\ub3d9\ud3c9\uade0\uc120\uc744 \uc774\uc6a9\ud55c \uac04\ub2e8\ud55c \uc790\ub3d9\ub9e4\ub9e4 \uc804\ub7b5\uc744 \uad6c\ud604\ud558\uaca0\uc2b5\ub2c8\ub2e4. \uc774 \uc804\ub7b5\uc740 \uc774\ub3d9\ud3c9\uade0\uc120\uc758 \uad50\ucc28\uc810\uc744 \uae30\uc900\uc73c\ub85c \ub9e4\uc218 \ubc0f \ub9e4\ub3c4 \uc2e0\ud638\ub97c \uc0dd\uc131\ud569\ub2c8\ub2e4.<\/p>\n<h3>\uc804\ub7b5 \uc124\uba85<\/h3>\n<ul>\n<li><b>\ub9e4\uc218 \uc2e0\ud638<\/b>: \ub2e8\uae30 \uc774\ub3d9\ud3c9\uade0\uc120(SMA_20)\uc774 \uc7a5\uae30 \uc774\ub3d9\ud3c9\uade0\uc120(SMA_50)\uc744 \uc544\ub798\uc5d0\uc11c \uc704\ub85c \uad50\ucc28\ud560 \ub54c.<\/li>\n<li><b>\ub9e4\ub3c4 \uc2e0\ud638<\/b>: \ub2e8\uae30 \uc774\ub3d9\ud3c9\uade0\uc120(SMA_20)\uc774 \uc7a5\uae30 \uc774\ub3d9\ud3c9\uade0\uc120(SMA_50)\uc744 \uc704\uc5d0\uc11c \uc544\ub798\ub85c \uad50\ucc28\ud560 \ub54c.<\/li>\n<\/ul>\n<h3>\uc790\ub3d9\ub9e4\ub9e4 \uad6c\ud604 \ucf54\ub4dc<\/h3>\n<pre>\n<code>def generate_signals(data):\n    signals = pd.DataFrame(index=data.index)\n    signals['price'] = data['Close']\n    signals['SMA_20'] = data['SMA_20']\n    signals['SMA_50'] = data['SMA_50']\n    \n    # \uc2e0\ud638 \ucd08\uae30\ud654\n    signals['signal'] = 0.0\n    signals['signal'][20:] = np.where(signals['SMA_20'][20:] &gt; signals['SMA_50'][20:], 1.0, 0.0)\n    \n    # \ud3ec\uc9c0\uc158 \ucd94\ucd9c\n    signals['positions'] = signals['signal'].diff()\n    \n    return signals\n\nsignals = generate_signals(data)\n\n# \uc2e0\ud638 \uc2dc\uac01\ud654\nplt.figure(figsize=(12,6))\nplt.plot(data['Close'], label='Close Price', alpha=0.5)\nplt.plot(data['SMA_20'], label='20-Day SMA', linestyle='--', alpha=0.7)\nplt.plot(data['SMA_50'], label='50-Day SMA', linestyle='--', alpha=0.7)\n\n# \ub9e4\uc218 \uc2e0\ud638\nplt.plot(signals[signals['positions'] == 1].index, \n         signals['SMA_20'][signals['positions'] == 1],\n         '^', markersize=10, color='g', lw=0, label='Buy Signal')\n\n# \ub9e4\ub3c4 \uc2e0\ud638\nplt.plot(signals[signals['positions'] == -1].index, \n         signals['SMA_20'][signals['positions'] == -1],\n         'v', markersize=10, color='r', lw=0, label='Sell Signal')\n\nplt.title(f'{stock_symbol} Trading Signals')\nplt.xlabel('Date')\nplt.ylabel('Price')\nplt.legend()\nplt.show()\n<\/code>\n<\/pre>\n<p>\uc704\uc758 \ucf54\ub4dc\ub294 \ub9e4\uc218 \ubc0f \ub9e4\ub3c4 \uc2e0\ud638\ub97c \uc0dd\uc131\ud558\uace0, \uc774\ub97c \uc2dc\uac01\ud654\ud558\uc5ec \uadf8\ub798\ud504\uc5d0 \ud45c\uc2dc\ud569\ub2c8\ub2e4. \ub9e4\uc218 \uc2e0\ud638\ub294 \ub179\uc0c9 \ud654\uc0b4\ud45c\ub85c, \ub9e4\ub3c4 \uc2e0\ud638\ub294 \ube68\uac04\uc0c9 \ud654\uc0b4\ud45c\ub85c \ub098\ud0c0\ub0a9\ub2c8\ub2e4.<\/p>\n<h2 id=\"section5\">\uacb0\ub860<\/h2>\n<p>\uc774\ubc88 \uae00\uc5d0\uc11c\ub294 \ud30c\uc774\uc36c\uc744 \uc774\uc6a9\ud558\uc5ec \uc774\ub3d9\ud3c9\uade0\uc120\uc744 \uacc4\uc0b0\ud558\uace0 \uc774\ub97c \uae30\ubc18\uc73c\ub85c \ud55c \uac04\ub2e8\ud55c \uc790\ub3d9\ub9e4\ub9e4 \uc804\ub7b5\uc744 \uad6c\ud604\ud574 \ubcf4\uc558\uc2b5\ub2c8\ub2e4. \uc774\ub3d9\ud3c9\uade0\uc120\uc740 \uac00\uaca9\uc758 \ucd94\uc138\ub97c \ud30c\uc545\ud558\ub294 \ub370 \uc911\uc694\ud55c \ub3c4\uad6c\uc774\uba70, \uc774\ub97c \ud65c\uc6a9\ud558\uc5ec \ube44\uc988\ub2c8\uc2a4 \uae30\ud68c\ub97c \ud3ec\ucc29\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc790\ub3d9\ub9e4\ub9e4\ub294 \uac1c\ubcc4 \ud22c\uc790\uc790\uc758 \uc704\ud5d8\uc744 \uc904\uc774\uace0, \uc2dc\uac04\uacfc \ub178\ub825\uc744 \uc808\uc57d\ud574\uc904 \uc218 \uc788\ub294 \uac15\ub825\ud55c \uc194\ub8e8\uc158\uc785\ub2c8\ub2e4. \uc55e\uc73c\ub85c \ub354 \ubcf5\uc7a1\ud558\uace0 \uace0\ub3c4\ud654\ub41c \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud558\uae30 \uc704\ud55c \uae30\ucd08\ub97c \ub2e4\uc84c\ub2e4\uace0 \ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uc9c0\uc18d\uc801\uc778 \ud559\uc2b5\uacfc \uc2e4\ud5d8\uc744 \ud1b5\ud574 \ub354\uc6b1 \uc815\uad50\ud55c \ub9e4\ub9e4 \uc804\ub7b5\uc744 \uac1c\ubc1c\ud574 \ub098\uac00\uc2dc\uae30 \ubc14\ub78d\ub2c8\ub2e4. \uc8fc\uc2dd \uc2dc\uc7a5\uc740 \ubcf5\uc7a1\ud558\uace0 \ubcc0\ub3d9\uc131\uc774 \ud06c\uc9c0\ub9cc, \uccb4\uacc4\uc801\uc778 \uc804\ub7b5\uacfc \uc54c\uace0\ub9ac\uc998\uc744 \ud1b5\ud574 \uc131\uacf5 \uac00\ub2a5\uc131\uc744 \ub192\uc77c \uc218 \uc788\uc744 \uac83\uc785\ub2c8\ub2e4.<\/p>\n<footer>\n<p>\u00a9 2023 \uc790\ub3d9\ub9e4\ub9e4 \uac1c\ubc1c \ube14\ub85c\uadf8<\/p>\n<\/footer>\n","protected":false},"excerpt":{"rendered":"<p>\uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc740 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\uc758 \uac70\ub798 \uacb0\uc815\uc744 \uc790\ub3d9\uc73c\ub85c \uc218\ud589\ud560 \uc218 \uc788\ub294 \ud504\ub85c\uadf8\ub7a8\uc73c\ub85c, \ub9ce\uc740 \ud22c\uc790\uc790\ub4e4\uc774 \uc7ac\uc815\uc801 \uacb0\uc815\uc744 \ub0b4\ub9ac\ub294 \ub370 \ub3c4\uc6c0\uc744 \uc90d\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 \ud30c\uc774\uc36c\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc774\ub3d9\ud3c9\uade0\uc120\uc744 \uacc4\uc0b0\ud558\uace0, \uc774\ub97c \uae30\ubc18\uc73c\ub85c \uac04\ub2e8\ud55c \uc790\ub3d9\ub9e4\ub9e4 \uc804\ub7b5\uc744 \uad6c\ud604\ud574 \ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \uc790\ub3d9\ub9e4\ub9e4\ub97c 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