{"id":30799,"date":"2024-10-28T06:03:56","date_gmt":"2024-10-28T06:03:56","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=30799"},"modified":"2024-11-26T06:47:23","modified_gmt":"2024-11-26T06:47:23","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-matplotlib-%ec%ba%94%eb%93%a4-%ec%8a%a4%ed%8b%b1-%ec%b0%a8%ed%8a%b8-%ea%b7%b8%eb%a6%ac%ea%b8%b0","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/30799\/","title":{"rendered":"\ud30c\uc774\uc36c \uc790\ub3d9\ub9e4\ub9e4 \uac1c\ubc1c, matplotlib \uce94\ub4e4 \uc2a4\ud2f1 \ucc28\ud2b8 \uadf8\ub9ac\uae30"},"content":{"rendered":"<p><body><\/p>\n<p>\ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \ud30c\uc774\uc36c\uc744 \uc774\uc6a9\ud558\uc5ec \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc744 \uac1c\ubc1c\ud558\ub294 \uacfc\uc815 \uc911\uc5d0\uc11c <strong>\uce94\ub4e4 \uc2a4\ud2f1 \ucc28\ud2b8<\/strong>\ub97c \uc2dc\uac01\ud654\ud558\ub294 \ubc29\ubc95\uc744 \ub2e4\ub8f0 \uac83\uc785\ub2c8\ub2e4. \uce94\ub4e4 \uc2a4\ud2f1 \ucc28\ud2b8\ub294 \uc8fc\uc2dd\uc774\ub098 \uc554\ud638\ud654\ud3d0\uc758 \uac00\uaca9 \uc6c0\uc9c1\uc784\uc744 \ub098\ud0c0\ub0b4\ub294 \ub370 \ub9e4\uc6b0 \uc720\uc6a9\ud55c \ub3c4\uad6c\uc785\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uac00\uaca9\uc758 \ud328\ud134\uc744 \uc27d\uac8c \uc774\ud574\ud558\uace0, \ub9e4\ub9e4 \uacb0\uc815\uc744 \ub0b4\ub9b4 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>1. \uce94\ub4e4 \uc2a4\ud2f1 \ucc28\ud2b8\ub780?<\/h2>\n<p>\uce94\ub4e4 \uc2a4\ud2f1 \ucc28\ud2b8\ub294 \ud2b9\uc815 \uae30\uac04 \ub3d9\uc548\uc758 \uac00\uaca9 \uc815\ubcf4(\uc2dc\uac00, \uace0\uac00, \uc800\uac00, \uc885\uac00)\ub97c \uc2dc\uac01\uc801\uc73c\ub85c \ub098\ud0c0\ub0b8 \uac83\uc785\ub2c8\ub2e4. \uac01 \uce94\ub4e4\uc740 \ub2e4\uc74c\uacfc \uac19\uc740 \uc815\ubcf4\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4:<\/p>\n<ul>\n<li><strong>\uc2dc\uac00(Open):<\/strong> \ud574\ub2f9 \uae30\uac04\uc758 \uc2dc\uc791 \uac00\uaca9.<\/li>\n<li><strong>\uc885\uac00(Close):<\/strong> \ud574\ub2f9 \uae30\uac04\uc758 \uc885\ub8cc \uac00\uaca9.<\/li>\n<li><strong>\uace0\uac00(High):<\/strong> \ud574\ub2f9 \uae30\uac04 \ub3d9\uc548\uc758 \ucd5c\uace0 \uac00\uaca9.<\/li>\n<li><strong>\uc800\uac00(Low):<\/strong> \ud574\ub2f9 \uae30\uac04 \ub3d9\uc548\uc758 \ucd5c\uc800 \uac00\uaca9.<\/li>\n<\/ul>\n<p>\uce94\ub4e4 \uc0c9\uc0c1\uc740 \uc77c\ubc18\uc801\uc73c\ub85c \uc0c1\uc2b9\uc138(\uc885\uac00\uac00 \uc2dc\uac00\ubcf4\ub2e4 \ub192\uc74c)\ub294 <strong>\ub179\uc0c9<\/strong> \ub610\ub294 <strong>\ud770\uc0c9<\/strong>\uc73c\ub85c, \ud558\ub77d\uc138(\uc885\uac00\uac00 \uc2dc\uac00\ubcf4\ub2e4 \ub0ae\uc74c)\ub294 <strong>\ube68\uac04\uc0c9<\/strong> \ub610\ub294 <strong>\uac80\uc815\uc0c9<\/strong>\uc73c\ub85c \ud45c\ud604\ub429\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc2dc\uac01\uc801 \uc694\uc18c\ub294 \ud2b8\ub808\uc774\ub354\uac00 \uc2dc\uc7a5 \uc0c1\ud0dc\ub97c \ube60\ub974\uac8c \ud310\ub2e8\ud558\ub294 \ub370 \ub3c4\uc6c0\uc744 \uc90d\ub2c8\ub2e4.<\/p>\n<h2>2. \ud658\uacbd \uc124\uc815<\/h2>\n<p>\uce94\ub4e4 \uc2a4\ud2f1 \ucc28\ud2b8\ub97c \uadf8\ub9ac\uae30 \uc704\ud574 \ud544\uc694\ud55c \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \uc124\uce58\ud569\ub2c8\ub2e4. \uc8fc\ub85c \uc0ac\uc6a9\ub418\ub294 \ub77c\uc774\ube0c\ub7ec\ub9ac\ub294 <strong>Matplotlib<\/strong>, <strong>Pandas<\/strong>, \uadf8\ub9ac\uace0 <strong>mplfinance<\/strong>\uc785\ub2c8\ub2e4. \uc774\ub97c \uc124\uce58\ud558\uae30 \uc704\ud574 \uc544\ub798\uc758 \uba85\ub839\uc5b4\ub97c \uc0ac\uc6a9\ud569\ub2c8\ub2e4:<\/p>\n<pre><code>pip install matplotlib pandas mplfinance<\/code><\/pre>\n<h2>3. \ub370\uc774\ud130 \uc900\ube44\ud558\uae30<\/h2>\n<p>\ub2e4\uc74c \ub2e8\uacc4\ub294 \uce94\ub4e4 \uc2a4\ud2f1 \ucc28\ud2b8\ub97c \uadf8\ub9b4 \ub370\uc774\ud130\ub97c \uc900\ube44\ud558\ub294 \uac83\uc785\ub2c8\ub2e4. \ub300\uac1c \uc8fc\uc2dd \ub370\uc774\ud130\ub294 CSV \ud30c\uc77c\ub85c \uc81c\uacf5\ub418\uac70\ub098 API\ub97c \ud1b5\ud574 \uc218\uc9d1\ud569\ub2c8\ub2e4. \uc774 \uc608\uc81c\uc5d0\uc11c\ub294 <strong>Yahoo Finance<\/strong>\ub85c\ubd80\ud130 \ub370\uc774\ud130\ub97c \uac00\uc838\uc62c \uac83\uc785\ub2c8\ub2e4. &#8216;yfinance&#8217; \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \uc0ac\uc6a9\ud558\uc5ec \ub370\uc774\ud130\ub97c \ub2e4\uc6b4\ub85c\ub4dc\ud569\ub2c8\ub2e4.<\/p>\n<pre><code>pip install yfinance<\/code><\/pre>\n<h3>3.1 \ub370\uc774\ud130 \ub2e4\uc6b4\ub85c\ub4dc \uc608\uc81c<\/h3>\n<p>\ub2e4\uc74c\uc758 \ucf54\ub4dc\ub294 Apple(\uc560\ud50c)\uc758 \uc8fc\uc2dd \ub370\uc774\ud130\ub97c 2023\ub144 1\uc6d4 1\uc77c\ubd80\ud130 2023\ub144 9\uc6d4 30\uc77c\uae4c\uc9c0 \ub2e4\uc6b4\ub85c\ub4dc\ud558\ub294 \uc608\uc81c\uc785\ub2c8\ub2e4.<\/p>\n<pre><code>import yfinance as yf\n\n# \ub370\uc774\ud130 \ub2e4\uc6b4\ub85c\ub4dc\ndata = yf.download('AAPL', start='2023-01-01', end='2023-09-30')\nprint(data.head())\n<\/code><\/pre>\n<h2>4. \uce94\ub4e4 \uc2a4\ud2f1 \ucc28\ud2b8 \uadf8\ub9ac\uae30<\/h2>\n<p>\uc774\uc81c \uc218\uc9d1\ud55c \ub370\uc774\ud130\ub97c \uc0ac\uc6a9\ud558\uc5ec \uce94\ub4e4 \uc2a4\ud2f1 \ucc28\ud2b8\ub97c \uadf8\ub824\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<pre><code>import mplfinance as mpf\n\n# \uce94\ub4e4 \uc2a4\ud2f1 \ucc28\ud2b8 \uadf8\ub9ac\uae30\nmpf.plot(data, type='candle', style='charles', title='AAPL Candle Stick Chart',\n         ylabel='Price', volume=True)\n<\/code><\/pre>\n<h3>4.1 \ucc28\ud2b8 \uc2a4\ud0c0\uc77c \ucee4\uc2a4\ud130\ub9c8\uc774\uc9d5<\/h3>\n<p>mplfinance\ub294 \ub2e4\uc591\ud55c \ucc28\ud2b8 \uc2a4\ud0c0\uc77c\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \uae30\ubcf8 \uc2a4\ud0c0\uc77c\uc744 \ubcc0\uacbd\ud558\uace0, \ucd94\uac00 \uc694\uc18c\ub4e4\uc744 \ud3ec\ud568\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc544\ub798\ub294 \ucee4\uc2a4\ud130\ub9c8\uc774\uc9d5\ub41c \ucc28\ud2b8\ub97c \uadf8\ub9ac\ub294 \uc608\uc81c\uc785\ub2c8\ub2e4.<\/p>\n<pre><code>ap = [mpf.make_addplot(data['Volume'])]\n\n# \ucee4\uc2a4\ud130\ub9c8\uc774\uc9d5\ub41c \uce94\ub4e4 \uc2a4\ud2f1 \ucc28\ud2b8 \uadf8\ub9ac\uae30\nmpf.plot(data, type='candle', style='yahoo', title='AAPL Candle Stick Chart',\n         ylabel='Price', addplot=ap)\n<\/code><\/pre>\n<h2>5. \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c \ud1b5\ud569\ud558\uae30<\/h2>\n<p>\uce94\ub4e4 \uc2a4\ud2f1 \ucc28\ud2b8\ub97c \uc2dc\uac01\ud654\ud55c \ud6c4, \uc774\uc81c \uc774 \uc815\ubcf4\ub97c \ubc14\ud0d5\uc73c\ub85c \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc758 \uc758\uc0ac\uacb0\uc815 \uacfc\uc815\uc5d0 \ud1b5\ud569\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uc608\ub97c \ub4e4\uc5b4, \uc774\ub3d9 \ud3c9\uade0\uc120\uc744 \ucd94\uac00\ud558\uc5ec \ub9e4\uc218 \ubc0f \ub9e4\ub3c4 \uc2dc\uc810\uc744 \uacb0\uc815\ud558\ub294 \ubc29\ubc95\uc744 \uad6c\ud604\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<pre><code>data['SMA_50'] = data['Close'].rolling(window=50).mean()\ndata['SMA_200'] = data['Close'].rolling(window=200).mean()\n\nap = [\n    mpf.make_addplot(data['SMA_50'], color='blue'),\n    mpf.make_addplot(data['SMA_200'], color='red')\n]\n\nmpf.plot(data, type='candle', style='yahoo', \n         title='AAPL Candle Stick Chart with SMA',\n         ylabel='Price', addplot=ap)\n<\/code><\/pre>\n<p>\uc704 \ucf54\ub4dc\uc5d0\uc11c\ub294 50\uc77c \ubc0f 200\uc77c \uc774\ub3d9 \ud3c9\uade0\uc120\uc744 \ucc28\ud2b8\uc5d0 \ucd94\uac00\ud558\uc5ec \uc7a5\uae30\uc801\uc778 \ud2b8\ub80c\ub4dc \ubd84\uc11d\uc744 \ub3c4\uc640\uc90d\ub2c8\ub2e4. \uc774\ub97c \uae30\ubc18\uc73c\ub85c \ub9e4\uc218 \ubc0f \ub9e4\ub3c4 \uc2dc\uc810\uc744 \ucc3e\ub294 \uc54c\uace0\ub9ac\uc998\uc744 \uac1c\ubc1c\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>6. \uacb0\ub860<\/h2>\n<p>\uc774 \uac15\uc88c\ub97c \ud1b5\ud574 \ud30c\uc774\uc36c\uc744 \uc0ac\uc6a9\ud558\uc5ec \uce94\ub4e4 \uc2a4\ud2f1 \ucc28\ud2b8\ub97c \ub9cc\ub4dc\ub294 \ubc29\ubc95\uacfc \uc774 \ub370\uc774\ud130\ub97c \uc790\ub3d9\ub9e4\ub9e4 \uc54c\uace0\ub9ac\uc998\uc5d0 \ud1b5\ud569\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc54c\uc544\ubcf4\uc558\uc2b5\ub2c8\ub2e4. \ud5a5\ud6c4 \ucd94\uac00\uc801\uc778 \uae30\ub2a5(\uc608: \ub9ac\uc2a4\ud06c \uad00\ub9ac, \ud2b8\ub808\uc774\ub529 \uc804\ub7b5 \uac1c\ubc1c \ub4f1)\uc744 \uad6c\ud604\ud558\uc5ec \ubcf8\uc778\uc758 \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc744 \ub354\uc6b1 \ubc1c\uc804\uc2dc\ud0ac \uc218 \uc788\uc744 \uac83\uc785\ub2c8\ub2e4.<\/p>\n<div class=\"note\">\n<strong>\ucc38\uace0:<\/strong> \ubcf8 \uac15\uc88c\uc5d0 \uc0ac\uc6a9\ud55c \ub77c\uc774\ube0c\ub7ec\ub9ac\uc5d0 \ub300\ud55c \ubb38\uc11c\ub294 \uc544\ub798 \ub9c1\ud06c\ub97c \ucc38\uace0\ud558\uc2dc\uae30 \ubc14\ub78d\ub2c8\ub2e4.<br \/>\n<a href=\"https:\/\/pypi.org\/project\/mplfinance\/\" target=\"_blank\" rel=\"noopener\">mplfinance<\/a><br \/>\n<a href=\"https:\/\/pypi.org\/project\/yfinance\/\" target=\"_blank\" rel=\"noopener\">yfinance<\/a>\n<\/div>\n<h3>7. \ucd94\uac00 \uc790\ub8cc \ubc0f \ud559\uc2b5 \ucc38\uace0<\/h3>\n<p>\ub354 \ub098\uc544\uac00 \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc758 \uad6c\ud604\uc5d0 \uad00\uc2ec\uc774 \uc788\ub294 \ubd84\ub4e4\uc740 \ub2e4\uc74c \uc790\ub8cc\ub97c \ucd94\ucc9c\ub4dc\ub9bd\ub2c8\ub2e4:<\/p>\n<ul>\n<li><a href=\"https:\/\/algotrading101.com\/learn\/candlestick-patterns\/\" target=\"_blank\" rel=\"noopener\">\uce94\ub4e4\uc2a4\ud2f1 \ud328\ud134\uc5d0 \ub300\ud55c \uc774\ud574<\/a><\/li>\n<li><a href=\"https:\/\/www.quantinsti.com\/\" target=\"_blank\" rel=\"noopener\">QuantInsti: \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529 \uad50\uc721<\/a><\/li>\n<li><a href=\"https:\/\/www.udemy.com\/course\/algorithmic-trading-in-python\/\" target=\"_blank\" rel=\"noopener\">Udemy: \ud30c\uc774\uc36c\uc73c\ub85c \ud558\ub294 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529<\/a><\/li>\n<\/ul>\n<p><\/body><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \ud30c\uc774\uc36c\uc744 \uc774\uc6a9\ud558\uc5ec \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc744 \uac1c\ubc1c\ud558\ub294 \uacfc\uc815 \uc911\uc5d0\uc11c \uce94\ub4e4 \uc2a4\ud2f1 \ucc28\ud2b8\ub97c \uc2dc\uac01\ud654\ud558\ub294 \ubc29\ubc95\uc744 \ub2e4\ub8f0 \uac83\uc785\ub2c8\ub2e4. \uce94\ub4e4 \uc2a4\ud2f1 \ucc28\ud2b8\ub294 \uc8fc\uc2dd\uc774\ub098 \uc554\ud638\ud654\ud3d0\uc758 \uac00\uaca9 \uc6c0\uc9c1\uc784\uc744 \ub098\ud0c0\ub0b4\ub294 \ub370 \ub9e4\uc6b0 \uc720\uc6a9\ud55c \ub3c4\uad6c\uc785\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uac00\uaca9\uc758 \ud328\ud134\uc744 \uc27d\uac8c \uc774\ud574\ud558\uace0, \ub9e4\ub9e4 \uacb0\uc815\uc744 \ub0b4\ub9b4 \uc218 \uc788\uc2b5\ub2c8\ub2e4. 1. \uce94\ub4e4 \uc2a4\ud2f1 \ucc28\ud2b8\ub780? \uce94\ub4e4 \uc2a4\ud2f1 \ucc28\ud2b8\ub294 \ud2b9\uc815 \uae30\uac04 \ub3d9\uc548\uc758 \uac00\uaca9 \uc815\ubcf4(\uc2dc\uac00, \uace0\uac00, \uc800\uac00, \uc885\uac00)\ub97c \uc2dc\uac01\uc801\uc73c\ub85c &hellip; <a href=\"https:\/\/atmokpo.com\/w\/30799\/\" class=\"more-link\">\ub354 \ubcf4\uae30<span class=\"screen-reader-text\"> &#8220;\ud30c\uc774\uc36c \uc790\ub3d9\ub9e4\ub9e4 \uac1c\ubc1c, matplotlib \uce94\ub4e4 \uc2a4\ud2f1 \ucc28\ud2b8 \uadf8\ub9ac\uae30&#8221;<\/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-30799","post","type-post","status-publish","format-standard","hentry","category-37"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.2 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\ud30c\uc774\uc36c \uc790\ub3d9\ub9e4\ub9e4 \uac1c\ubc1c, matplotlib \uce94\ub4e4 \uc2a4\ud2f1 \ucc28\ud2b8 \uadf8\ub9ac\uae30 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, 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