\uacf5\uc2dd \uc6f9\uc0ac\uc774\ud2b8<\/a>\uc5d0\uc11c \uc124\uce58\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ucd5c\uc2e0 \ubc84\uc804\uc744 \ub2e4\uc6b4\ub85c\ub4dc\ud558\uace0 \uc124\uce58 \uacfc\uc815\uc744 \ub530\ub77c \uc9c4\ud589\ud558\uc138\uc694.<\/p>\n2. \ud544\uc694\ud55c \ub77c\uc774\ube0c\ub7ec\ub9ac \uc124\uce58<\/h3>\n
\uc774\ub3d9\ud3c9\uade0\uc120\uc744 \uacc4\uc0b0\ud558\uace0 \uc2dc\uac01\ud654\ud558\uae30 \uc704\ud574 \ub2e4\uc74c \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \uc124\uce58\ud569\ub2c8\ub2e4:<\/p>\n
pip install pandas matplotlib yfinance<\/code><\/pre>\n\uac01 \ub77c\uc774\ube0c\ub7ec\ub9ac\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4:<\/p>\n
\n- Pandas:<\/strong> \ub370\uc774\ud130 \uc870\uc791 \ubc0f \ubd84\uc11d\uc744 \uc704\ud55c \ub77c\uc774\ube0c\ub7ec\ub9ac.<\/li>\n
- Matplotlib:<\/strong> \ub370\uc774\ud130 \uc2dc\uac01\ud654\ub97c \uc704\ud55c \ub77c\uc774\ube0c\ub7ec\ub9ac.<\/li>\n
- yFinance:<\/strong> \uc8fc\uac00 \ub370\uc774\ud130\ub97c \ub2e4\uc6b4\ub85c\ub4dc\ud558\ub294 \ub77c\uc774\ube0c\ub7ec\ub9ac.<\/li>\n<\/ul>\n
\ub370\uc774\ud130 \uc218\uc9d1 \ubc29\ubc95<\/h2>\n
yFinance \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \uc774\uc6a9\ud558\uc5ec \uc8fc\uac00 \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud558\ub294 \ubc29\ubc95\uc744 \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \ub2e4\uc74c \ucf54\ub4dc\ub97c \ud1b5\ud574 \ud2b9\uc815 \uc8fc\uc2dd\uc758 \uc5ed\uc0ac\uc801 \uac00\uaca9 \ub370\uc774\ud130\ub97c \ub2e4\uc6b4\ub85c\ub4dc\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
import yfinance as yf\n\n# \uc560\ud50c(AAPL) \uc8fc\uc2dd \ub370\uc774\ud130\ub97c \ubd88\ub7ec\uc635\ub2c8\ub2e4.\nticker = 'AAPL'\ndata = yf.download(ticker, start='2020-01-01', end='2023-01-01')\nprint(data.head())<\/code><\/pre>\n\uc704 \ucf54\ub4dc\ub294 2020\ub144 1\uc6d4 1\uc77c\ubd80\ud130 2023\ub144 1\uc6d4 1\uc77c\uae4c\uc9c0\uc758 \uc560\ud50c \uc8fc\uc2dd \ub370\uc774\ud130\ub97c \ub2e4\uc6b4\ub85c\ub4dc\ud558\uc5ec \ucd9c\ub825\ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ub370\uc774\ud130\ub294 \uc8fc\uac00 \ubd84\uc11d\uc5d0 \uc0ac\uc6a9\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
\uc774\ub3d9\ud3c9\uade0\uc120 \uacc4\uc0b0\ud558\uae30<\/h2>\n
\ub370\uc774\ud130\ub97c \uc218\uc9d1\ud55c \ud6c4\uc5d0\ub294 \uc774\ub3d9\ud3c9\uade0\uc120\uc744 \uacc4\uc0b0\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub2e8\uc21c \uc774\ub3d9\ud3c9\uade0(SMA)\uc744 \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n
import pandas as pd\n\n# 20\uc77c \uc774\ub3d9\ud3c9\uade0\uc120 \uacc4\uc0b0\ndata['SMA_20'] = data['Close'].rolling(window=20).mean()\n\n# 50\uc77c \uc774\ub3d9\ud3c9\uade0\uc120 \uacc4\uc0b0\ndata['SMA_50'] = data['Close'].rolling(window=50).mean()\n\nprint(data[['Close', 'SMA_20', 'SMA_50']].tail())<\/code><\/pre>\n\uc704 \ucf54\ub4dc\ub294 \uc885\uac00\ub97c \uae30\uc900\uc73c\ub85c 20\uc77c \ubc0f 50\uc77c \ub2e8\uc21c \uc774\ub3d9\ud3c9\uade0\uc120\uc744 \uacc4\uc0b0\ud558\uc5ec \ub370\uc774\ud130\uc5d0 \ucd94\uac00\ud569\ub2c8\ub2e4. `rolling()` \uba54\uc11c\ub4dc\ub294 \uc9c0\uc815\ud55c \uc708\ub3c4\uc6b0 \ud06c\uae30(20\uc77c \ub610\ub294 50\uc77c)\ub97c \uae30\uc900\uc73c\ub85c \ud3c9\uade0\uc744 \uacc4\uc0b0\ud569\ub2c8\ub2e4.<\/p>\n
\uc774\ub3d9\ud3c9\uade0\uc120 \uc2dc\uac01\ud654\ud558\uae30<\/h2>\n
\uc774\ub3d9\ud3c9\uade0\uc120\uc744 \uc2dc\uac01\ud654\ud558\uc5ec \uc8fc\uac00\uc640\uc758 \uad00\uacc4\ub97c \uc27d\uac8c \ubd84\uc11d\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. Matplotlib\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc2dc\uac01\ud654\ud558\ub294 \ubc29\ubc95\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n
import matplotlib.pyplot as plt\n\n# \uc774\ub3d9\ud3c9\uade0\uc120 \uc2dc\uac01\ud654\nplt.figure(figsize=(14, 7))\nplt.plot(data['Close'], label='Close Price', color='black', alpha=0.5)\nplt.plot(data['SMA_20'], label='20-Day Moving Average', color='blue', linewidth=2)\nplt.plot(data['SMA_50'], label='50-Day Moving Average', color='red', linewidth=2)\nplt.title('AAPL Stock Price and Moving Averages')\nplt.xlabel('Date')\nplt.ylabel('Price')\nplt.legend()\nplt.grid()\nplt.show()<\/code><\/pre>\n\uc704 \ucf54\ub4dc\uc5d0\uc11c\ub294 \uc560\ud50c \uc8fc\uc2dd\uc758 \uc885\uac00\uc640 20\uc77c, 50\uc77c \uc774\ub3d9\ud3c9\uade0\uc120\uc744 \ud568\uaed8 \uc2dc\uac01\ud654\ud569\ub2c8\ub2e4. x\ucd95\uc740 \ub0a0\uc9dc, y\ucd95\uc740 \uac00\uaca9\uc744 \ub098\ud0c0\ub0b4\uba70, \uadf8\ub798\ud504\ub97c \ud1b5\ud574 \uc8fc\uac00\uc640 \uc774\ub3d9\ud3c9\uade0\uc120\uc758 \uad00\uacc4\ub97c \uc9c1\uad00\uc801\uc73c\ub85c \ud655\uc778\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
\uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc5d0 \uc801\uc6a9\ud558\uae30<\/h2>\n
\uc774\ub3d9\ud3c9\uade0\uc120\uc744 \ud65c\uc6a9\ud55c \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \ub2e8\uae30 \uc774\ub3d9\ud3c9\uade0\uc774 \uc7a5\uae30 \uc774\ub3d9\ud3c9\uade0\uc744 \uc0c1\ud5a5 \ub3cc\ud30c\ud560 \ub54c \ub9e4\uc218 \uc2e0\ud638\ub85c, \ud558\ud5a5 \ub3cc\ud30c\ud560 \ub54c \ub9e4\ub3c4 \uc2e0\ud638\ub85c \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
def generate_signals(data):\n signals = pd.DataFrame(index=data.index)\n signals['Signal'] = 0.0\n signals['Signal'][20:] = np.where(data['SMA_20'][20:] > data['SMA_50'][20:], 1.0, 0.0) \n signals['Position'] = signals['Signal'].diff()\n return signals\n\nsignals = generate_signals(data)\n\n# \ub9e4\uc218 \ubc0f \ub9e4\ub3c4 \uc2e0\ud638 \uc2dc\uac01\ud654\nplt.figure(figsize=(14, 7))\nplt.plot(data['Close'], label='Close Price', color='black', alpha=0.5)\nplt.plot(data['SMA_20'], label='20-Day Moving Average', color='blue', linewidth=2)\nplt.plot(data['SMA_50'], label='50-Day Moving Average', color='red', linewidth=2)\n\n# \ub9e4\uc218 \uc2e0\ud638\nplt.plot(signals[signals['Position'] == 1].index,\n data['SMA_20'][signals['Position'] == 1],\n '^', markersize=10, color='g', lw=0, label='Buy Signal')\n\n# \ub9e4\ub3c4 \uc2e0\ud638\nplt.plot(signals[signals['Position'] == -1].index,\n data['SMA_20'][signals['Position'] == -1],\n 'v', markersize=10, color='r', lw=0, label='Sell Signal')\n\nplt.title('Buy and Sell Signals')\nplt.xlabel('Date')\nplt.ylabel('Price')\nplt.legend()\nplt.grid()\nplt.show()<\/code><\/pre>\n\uc704 \ucf54\ub4dc\ub97c \ud1b5\ud574 \uc774\ub3d9\ud3c9\uade0\uc120\uc5d0 \uae30\ubc18\ud55c \ub9e4\uc218 \ubc0f \ub9e4\ub3c4 \uc2e0\ud638\ub97c \uc2dc\uac01\ud654\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub9e4\uc218 \uc2e0\ud638\ub294 \ucd08\ub85d\uc0c9 \uc0bc\uac01\ud615\uc73c\ub85c, \ub9e4\ub3c4 \uc2e0\ud638\ub294 \ube68\uac04\uc0c9 \uc0bc\uac01\ud615\uc73c\ub85c \ud45c\uc2dc\ub429\ub2c8\ub2e4.<\/p>\n
\uacb0\ub860<\/h2>\n
\uc774\ubc88 \uac15\uc88c\uc5d0\uc11c\ub294 \ud30c\uc774\uc36c\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc774\ub3d9\ud3c9\uade0\uc120\uc744 \uacc4\uc0b0\ud558\uace0 \uc2dc\uac01\ud654\ud558\ub294 \ubc29\ubc95\uc744 \uc54c\uc544\ubcf4\uc558\uc2b5\ub2c8\ub2e4. \uc774\ub3d9\ud3c9\uade0\uc120\uc740 \uc8fc\uc2dd \uc2dc\uc7a5\uc5d0\uc11c \uc911\uc694\ud55c \ubd84\uc11d \ub3c4\uad6c\ub85c, \uc774\ub97c \ud65c\uc6a9\ud55c \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud558\ub294 \ub370 \uae30\ucd08\uac00 \ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uae30\ucd08 \uc9c0\uc2dd\uc744 \ubc14\ud0d5\uc73c\ub85c \ubcf4\ub2e4 \ubcf5\uc7a1\ud55c \uc790\ub3d9\ub9e4\ub9e4 \uc804\ub7b5\uc774\ub098 \uc54c\uace0\ub9ac\uc998\uc744 \uac1c\ubc1c\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
\uc774 \uae00\uc774 \ud30c\uc774\uc36c\uc744 \uc774\uc6a9\ud55c \uc790\ub3d9\ub9e4\ub9e4 \uac1c\ubc1c\uc5d0 \ub3c4\uc6c0\uc774 \ub418\uc5c8\uae30\ub97c \ubc14\ub78d\ub2c8\ub2e4. \ucd94\uac00\uc801\uc778 \uc9c8\ubb38\uc774 \uc788\uc73c\uc2dc\uba74 \uc5b8\uc81c\ub4e0\uc9c0 \ub313\uae00\ub85c \ub0a8\uaca8\uc8fc\uc138\uc694!<\/p>\n
<\/body><\/p>\n","protected":false},"excerpt":{"rendered":"
\ubcf8 \uae00\uc5d0\uc11c\ub294 \ud30c\uc774\uc36c\uc744 \uc774\uc6a9\ud558\uc5ec \uc8fc\uac00\uc758 \uc774\ub3d9\ud3c9\uade0\uc120\uc744 \uc2dc\uac01\ud654\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \uc774\ub3d9\ud3c9\uade0\uc120\uc740 \uc8fc\uc2dd \uc2dc\uc7a5\uc5d0\uc11c \uac00\uaca9 \uc6c0\uc9c1\uc784\uc744 \ud30c\uc545\ud558\uace0 \ud2b8\ub80c\ub4dc\ub97c \ubd84\uc11d\ud558\ub294 \ub370 \ub9e4\uc6b0 \uc720\uc6a9\ud569\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc758 \uae30\ucd08\ub97c \ub2e4\uc9c0\ub294 \ub370 \ub3c4\uc6c0\uc774 \ub420 \uac83\uc785\ub2c8\ub2e4. \ubaa9\ucc28 \uc774\ub3d9\ud3c9\uade0\uc120 \uc774\ud574\ud558\uae30 \ud30c\uc774\uc36c \uc124\uce58 \ubc0f \ub77c\uc774\ube0c\ub7ec\ub9ac \uc900\ube44 \ub370\uc774\ud130 \uc218\uc9d1 \ubc29\ubc95 \uc774\ub3d9\ud3c9\uade0\uc120 \uacc4\uc0b0\ud558\uae30 \uc774\ub3d9\ud3c9\uade0\uc120 \uc2dc\uac01\ud654\ud558\uae30 \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc5d0 \uc801\uc6a9\ud558\uae30 \uacb0\ub860 \uc774\ub3d9\ud3c9\uade0\uc120 \uc774\ud574\ud558\uae30 \uc774\ub3d9\ud3c9\uade0\uc120(Moving Average, MA)\uc740 … \ub354 \ubcf4\uae30 “\ud30c\uc774\uc36c \uc790\ub3d9\ub9e4\ub9e4 \uac1c\ubc1c, \uc8fc\uac00\uc774\ub3d9\ud3c9\uade0\uc120 \uadf8\ub9ac\uae30”<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[37],"tags":[],"class_list":["post-30897","post","type-post","status-publish","format-standard","hentry","category-37"],"yoast_head":"\n\ud30c\uc774\uc36c \uc790\ub3d9\ub9e4\ub9e4 \uac1c\ubc1c, \uc8fc\uac00\uc774\ub3d9\ud3c9\uade0\uc120 \uadf8\ub9ac\uae30 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/atmokpo.com\/w\/30897\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\ud30c\uc774\uc36c \uc790\ub3d9\ub9e4\ub9e4 \uac1c\ubc1c, \uc8fc\uac00\uc774\ub3d9\ud3c9\uade0\uc120 \uadf8\ub9ac\uae30 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"og:description\" content=\"\ubcf8 \uae00\uc5d0\uc11c\ub294 \ud30c\uc774\uc36c\uc744 \uc774\uc6a9\ud558\uc5ec \uc8fc\uac00\uc758 \uc774\ub3d9\ud3c9\uade0\uc120\uc744 \uc2dc\uac01\ud654\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \uc774\ub3d9\ud3c9\uade0\uc120\uc740 \uc8fc\uc2dd \uc2dc\uc7a5\uc5d0\uc11c \uac00\uaca9 \uc6c0\uc9c1\uc784\uc744 \ud30c\uc545\ud558\uace0 \ud2b8\ub80c\ub4dc\ub97c \ubd84\uc11d\ud558\ub294 \ub370 \ub9e4\uc6b0 \uc720\uc6a9\ud569\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc758 \uae30\ucd08\ub97c \ub2e4\uc9c0\ub294 \ub370 \ub3c4\uc6c0\uc774 \ub420 \uac83\uc785\ub2c8\ub2e4. \ubaa9\ucc28 \uc774\ub3d9\ud3c9\uade0\uc120 \uc774\ud574\ud558\uae30 \ud30c\uc774\uc36c \uc124\uce58 \ubc0f \ub77c\uc774\ube0c\ub7ec\ub9ac \uc900\ube44 \ub370\uc774\ud130 \uc218\uc9d1 \ubc29\ubc95 \uc774\ub3d9\ud3c9\uade0\uc120 \uacc4\uc0b0\ud558\uae30 \uc774\ub3d9\ud3c9\uade0\uc120 \uc2dc\uac01\ud654\ud558\uae30 \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc5d0 \uc801\uc6a9\ud558\uae30 \uacb0\ub860 \uc774\ub3d9\ud3c9\uade0\uc120 \uc774\ud574\ud558\uae30 \uc774\ub3d9\ud3c9\uade0\uc120(Moving Average, MA)\uc740 … \ub354 \ubcf4\uae30 "\ud30c\uc774\uc36c \uc790\ub3d9\ub9e4\ub9e4 \uac1c\ubc1c, \uc8fc\uac00\uc774\ub3d9\ud3c9\uade0\uc120 \uadf8\ub9ac\uae30"\" \/>\n<meta property=\"og:url\" content=\"https:\/\/atmokpo.com\/w\/30897\/\" \/>\n<meta property=\"og:site_name\" content=\"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"article:published_time\" content=\"2024-10-28T06:04:27+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-11-26T06:47:04+00:00\" \/>\n<meta name=\"author\" content=\"root\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@bebubo4\" \/>\n<meta name=\"twitter:site\" content=\"@bebubo4\" \/>\n<meta name=\"twitter:label1\" content=\"\uae00\uc4f4\uc774\" \/>\n\t<meta name=\"twitter:data1\" content=\"root\" \/>\n\t<meta name=\"twitter:label2\" content=\"\uc608\uc0c1 \ub418\ub294 \ud310\ub3c5 \uc2dc\uac04\" \/>\n\t<meta name=\"twitter:data2\" content=\"1\ubd84\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/atmokpo.com\/w\/30897\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/atmokpo.com\/w\/30897\/\"},\"author\":{\"name\":\"root\",\"@id\":\"https:\/\/atmokpo.com\/w\/#\/schema\/person\/91b6b3b138fbba0efb4ae64b1abd81d7\"},\"headline\":\"\ud30c\uc774\uc36c \uc790\ub3d9\ub9e4\ub9e4 \uac1c\ubc1c, \uc8fc\uac00\uc774\ub3d9\ud3c9\uade0\uc120 \uadf8\ub9ac\uae30\",\"datePublished\":\"2024-10-28T06:04:27+00:00\",\"dateModified\":\"2024-11-26T06:47:04+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/atmokpo.com\/w\/30897\/\"},\"wordCount\":14,\"publisher\":{\"@id\":\"https:\/\/atmokpo.com\/w\/#organization\"},\"articleSection\":[\"\ud30c\uc774\uc36c\uc790\ub3d9\ub9e4\ub9e4\"],\"inLanguage\":\"ko-KR\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/atmokpo.com\/w\/30897\/\",\"url\":\"https:\/\/atmokpo.com\/w\/30897\/\",\"name\":\"\ud30c\uc774\uc36c \uc790\ub3d9\ub9e4\ub9e4 \uac1c\ubc1c, \uc8fc\uac00\uc774\ub3d9\ud3c9\uade0\uc120 \uadf8\ub9ac\uae30 - 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