{"id":30795,"date":"2024-10-28T06:03:55","date_gmt":"2024-10-28T06:03:55","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=30795"},"modified":"2024-11-26T06:47:24","modified_gmt":"2024-11-26T06:47:24","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-%eb%8b%a4%ec%96%91%ed%95%9c-%ea%b7%b8%eb%9e%98%ed%94%84-%ea%b7%b8%eb%a6%ac%ea%b8%b0","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/30795\/","title":{"rendered":"\ud30c\uc774\uc36c \uc790\ub3d9\ub9e4\ub9e4 \uac1c\ubc1c, matplotlib \ub2e4\uc591\ud55c \uadf8\ub798\ud504 \uadf8\ub9ac\uae30"},"content":{"rendered":"<p><body><\/p>\n<p>\n        \ucd5c\uadfc \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\ub294 \uc54c\uace0\ub9ac\uc998 \ub9e4\ub9e4\uc640 \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc758 \uc911\uc694\uc131\uc774 \ub0a0\ub85c \uc99d\uac00\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4.<br \/>\n        \uc774\ub7ec\ud55c \uc2dc\uc2a4\ud15c\uc758 \ud575\uc2ec \uae30\ub2a5 \uc911 \ud558\ub098\ub294 \ub370\uc774\ud130\ub97c \ud6a8\uacfc\uc801\uc73c\ub85c \uc2dc\uac01\ud654\ud558\ub294 \ubc29\ubc95\uc785\ub2c8\ub2e4. Python\uc758<br \/>\n        <code>matplotlib<\/code> \ub77c\uc774\ube0c\ub7ec\ub9ac\ub294 \ub370\uc774\ud130 \uc2dc\uac01\ud654\ub97c \uc704\ud55c \uac15\ub825\ud558\uace0 \uc720\uc5f0\ud55c \ub3c4\uad6c\ub85c \ub110\ub9ac \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<br \/>\n        \uc774 \ud3ec\uc2a4\ud2b8\uc5d0\uc11c\ub294 \uc790\ub3d9 \ub9e4\ub9e4 \uc2dc\uc2a4\ud15c \uac1c\ubc1c\uc758 \uae30\ubcf8\uc801\uc778 \uc544\uc774\ub514\uc5b4\uc640 \ud568\uaed8 <code>matplotlib<\/code>\uc744 \uc0ac\uc6a9\ud55c<br \/>\n        \ub2e4\uc591\ud55c \uadf8\ub798\ud504 \uadf8\ub9ac\uae30 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.\n    <\/p>\n<h2>1. \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c \uc18c\uac1c<\/h2>\n<p>\n        \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc740 \ubbf8\ub9ac \uc815\uc758\ub41c \uc804\ub7b5\uc5d0 \ub530\ub77c \uc2dc\uc7a5\uc5d0 \uac70\ub798\ub97c \uc790\ub3d9\uc73c\ub85c \uc2e4\ud589\ud558\ub294 \uc18c\ud504\ud2b8\uc6e8\uc5b4\uc785\ub2c8\ub2e4.<br \/>\n        \uc774 \uc2dc\uc2a4\ud15c\uc740 \ucc28\ud2b8 \ubd84\uc11d, \uac00\uaca9 \ubcc0\ub3d9, \uac70\ub798\ub7c9 \ub4f1 \uc5ec\ub7ec \uac00\uc9c0 \uc694\uc18c\ub97c \uae30\ubc18\uc73c\ub85c \ub9e4\uc785 \ubc0f \ub9e4\ub3c4\ub97c \uacb0\uc815\ud569\ub2c8\ub2e4.<br \/>\n        \ud30c\uc774\uc36c\uc740 \uc774\ub7ec\ud55c \uc18c\ud504\ud2b8\uc6e8\uc5b4 \uac1c\ubc1c\uc744 \uc704\ud55c \ub9e4\uc6b0 \ubc94\uc6a9\uc801\uc778 \ud504\ub85c\uadf8\ub798\ubc0d \uc5b8\uc5b4\ub85c, \ub2e4\uc591\ud55c \ub77c\uc774\ube0c\ub7ec\ub9ac\uc640 API\ub97c \uc81c\uacf5\ud558\uc5ec<br \/>\n        \uc27d\uac8c \uac1c\ubc1c\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n    <\/p>\n<h3>1.1. \uc54c\uace0\ub9ac\uc998 \uac70\ub798\uc758 \uc7a5\uc810<\/h3>\n<ul>\n<li>\uac10\uc815 \ubc30\uc81c: \uc2dc\uac04\uc5d0 \ub530\ub978 \uc77c\uad00\ub41c \uacb0\uc815 \uae30\uc900\uc744 \uc720\uc9c0\ud569\ub2c8\ub2e4.<\/li>\n<li>\uc18d\ub3c4: \uc2dc\uc7a5\uc758 \ubcc0\ub3d9\uc5d0 \uc989\uac01\uc801\uc73c\ub85c \ubc18\uc751\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li>\ubc31\ud14c\uc2a4\ud305: \uacfc\uac70 \ub370\uc774\ud130\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc804\ub7b5\uc744 \uac80\ud1a0\ud558\uace0 \uac1c\uc120\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h2>2. \ub370\uc774\ud130 \uc218\uc9d1 \ubc0f \uc804\ucc98\ub9ac<\/h2>\n<p>\n        \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc5d0\uc11c Excel, CSV, \ub610\ub294 API\ub97c \ud1b5\ud574 \ub370\uc774\ud130 \uc218\uc9d1\uc774 \uac00\uc7a5 \uae30\ubcf8\uc801\uc778 \ub2e8\uacc4\uc785\ub2c8\ub2e4.<br \/>\n        \uc8fc\uc2dd \ub370\uc774\ud130\ub294 Yahoo Finance API\ub098 Alpha Vantage API \ub4f1\uc744 \ud1b5\ud574 \uc27d\uac8c \uc77d\uc5b4\uc62c \uc218 \uc788\uc2b5\ub2c8\ub2e4.<br \/>\n        \uc5ec\uae30\uc11c\ub294 Yahoo Finance API\ub97c \ud65c\uc6a9\ud558\uc5ec \uc8fc\uc2dd \ub370\uc774\ud130\ub97c \uc5bb\ub294 \ubc29\ubc95\uc744 \uc18c\uac1c\ud558\uaca0\uc2b5\ub2c8\ub2e4.\n    <\/p>\n<h3>2.1. \ud544\uc694\ud55c \ub77c\uc774\ube0c\ub7ec\ub9ac \uc124\uce58<\/h3>\n<p>\ub2e4\uc74c \uba85\ub839\uc5b4\ub85c \ud544\uc694\ud55c \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \uc124\uce58\ud569\ub2c8\ub2e4:<\/p>\n<pre><code>pip install yfinance matplotlib pandas<\/code><\/pre>\n<h3>2.2. \uc8fc\uc2dd \ub370\uc774\ud130 \uac00\uc838\uc624\uae30<\/h3>\n<p>\n        \uc544\ub798\ub294 <code>yfinance<\/code> \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \uc774\uc6a9\ud558\uc5ec \uc8fc\uc2dd \ub370\uc774\ud130\ub97c \uac00\uc838\uc624\ub294 \uc608\uc81c \ucf54\ub4dc\uc785\ub2c8\ub2e4.\n    <\/p>\n<pre><code>import yfinance as yf\n\nsymbol = 'AAPL'\ndata = yf.download(symbol, start='2020-01-01', end='2023-01-01')\nprint(data.head())<\/code><\/pre>\n<h2>3. matplotlib\uc744 \uc0ac\uc6a9\ud55c \ub370\uc774\ud130 \uc2dc\uac01\ud654<\/h2>\n<p>\n<code>matplotlib<\/code>\ub294 \ub370\uc774\ud130 \uc2dc\uac01\ud654\ub97c \uc704\ud574 \uac00\uc7a5 \ub9ce\uc774 \uc0ac\uc6a9\ub418\ub294 Python \ub77c\uc774\ube0c\ub7ec\ub9ac\uc785\ub2c8\ub2e4.<br \/>\n        \ub2e4\uc591\ud55c \ucc28\ud2b8 \ubc0f \uadf8\ub798\ud504\ub97c \uc0dd\uc131\ud560 \uc218 \uc788\uc73c\uba70, \uadf8\ub9ac\uae30 \uc704\ud55c \uac04\ub2e8\ud55c \ucf54\ub4dc \uc791\uc131\uc73c\ub85c \uac00\ub2a5\ud569\ub2c8\ub2e4.\n    <\/p>\n<h3>3.1. \uae30\ubcf8\uc801\uc778 \uc120 \uadf8\ub798\ud504 \uadf8\ub9ac\uae30<\/h3>\n<p>\n        \uc2dc\uac04\uc5d0 \ub530\ub978 \uc8fc\uac00\uc758 \ubcc0\ud654\ub97c \ub098\ud0c0\ub0b4\uae30 \uc704\ud574 \uc120 \uadf8\ub798\ud504\ub97c \uadf8\ub9b4 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc544\ub798\ub294<br \/>\n        \uc2dc\uac04\ubcc4 \uc8fc\uac00\ub97c \uc2dc\uac01\ud654\ud558\ub294 \uc608\uc81c\uc785\ub2c8\ub2e4.\n    <\/p>\n<pre><code>import matplotlib.pyplot as plt\n\nplt.figure(figsize=(14, 7))\nplt.plot(data['Close'], label='AAPL \uc885\uac00', color='blue')\nplt.title('AAPL \uc8fc\uac00 \ucd94\uc138')\nplt.xlabel('\ub0a0\uc9dc')\nplt.ylabel('\uc8fc\uac00')\nplt.legend()\nplt.grid()\nplt.show()<\/code><\/pre>\n<h3>3.2. \uc774\ub3d9\ud3c9\uade0\uc120 \uadf8\ub9ac\uae30<\/h3>\n<p>\n        \uc8fc\uac00\uc758 \ucd94\uc138\ub97c \ub354\uc6b1 \uba85\ud655\ud558\uac8c \ud30c\uc545\ud558\uae30 \uc704\ud574 \uc774\ub3d9\ud3c9\uade0\uc120\uc744 \ucd94\uac00\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<br \/>\n        \uc774\ub3d9\ud3c9\uade0\uc120\uc740 \ud2b9\uc815 \uae30\uac04 \ub3d9\uc548\uc758 \ud3c9\uade0 \uc8fc\uac00\ub97c \ub098\ud0c0\ub0b4\uc5b4 \uc2dc\uc7a5\uc758 \ud750\ub984\uc744 \ud30c\uc545\ud558\ub294 \ub370 \ub3c4\uc6c0\uc774 \ub429\ub2c8\ub2e4.\n    <\/p>\n<pre><code>data['SMA_20'] = data['Close'].rolling(window=20).mean()\n\nplt.figure(figsize=(14, 7))\nplt.plot(data['Close'], label='AAPL \uc885\uac00', color='blue')\nplt.plot(data['SMA_20'], label='20\uc77c \uc774\ub3d9\ud3c9\uade0\uc120', color='orange')\nplt.title('AAPL \uc8fc\uac00\uc640 \uc774\ub3d9\ud3c9\uade0\uc120')\nplt.xlabel('\ub0a0\uc9dc')\nplt.ylabel('\uc8fc\uac00')\nplt.legend()\nplt.grid()\nplt.show()<\/code><\/pre>\n<h3>3.3. Candlestick \ucc28\ud2b8 \uadf8\ub9ac\uae30<\/h3>\n<p>\n<code>matplotlib<\/code>\ub97c \uc774\uc6a9\ud55c Candlestick \ucc28\ud2b8\ub97c \uadf8\ub9ac\uae30 \uc704\ud574\uc11c\ub294 \ubcc4\ub3c4\uc758 \ub77c\uc774\ube0c\ub7ec\ub9ac\uac00 \ud544\uc694\ud569\ub2c8\ub2e4.<br \/>\n        <code>mplfinance<\/code>\ub97c \uc0ac\uc6a9\ud558\uc5ec Candlestick \ucc28\ud2b8\ub97c \uadf8\ub9ac\ub294 \ubc29\ubc95\uc744 \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \uc774 \ucc28\ud2b8\ub294<br \/>\n        \uac1c\ubcc4 \uac70\ub798\uc77c\uc758 \uc2dc\uac00, \uc885\uac00, \uace0\uac00 \ubc0f \uc800\uac00 \uc815\ubcf4\ub97c \uc2dc\uac01\uc801\uc73c\ub85c \ud45c\ud604\ud558\uc5ec \uc2dc\uc7a5\uc758 \ubcc0\ub3d9\uc131\uc744 \uc27d\uac8c \ud30c\uc545\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n    <\/p>\n<pre><code>pip install mplfinance<\/code><\/pre>\n<pre><code>import mplfinance as mpf\n\nmpf.plot(data, type='candle', volume=True, title='AAPL Candlestick \ucc28\ud2b8', \n         ylabel='\uc8fc\uac00', style='charles')<\/code><\/pre>\n<h2>4. \uc790\ub3d9\ub9e4\ub9e4 \uc804\ub7b5 \uac1c\ubc1c<\/h2>\n<p>\uc774\uc81c \ub370\uc774\ud130\ub97c \uc2dc\uac01\ud654\ud588\uc73c\ub2c8, \uc774\ub97c \ubc14\ud0d5\uc73c\ub85c \uac04\ub2e8\ud55c \uc790\ub3d9\ub9e4\ub9e4 \uc804\ub7b5\uc744 \uac1c\ubc1c\ud574 \ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>4.1. \uc804\ub7b5: \uc774\ub3d9\ud3c9\uade0 \uad50\ucc28<\/h3>\n<p>\uc774\ub3d9\ud3c9\uade0 \uad50\ucc28 \uc804\ub7b5\uc740 \ub2e8\uae30 \uc774\ub3d9\ud3c9\uade0\uc120\uc774 \uc7a5\uae30 \uc774\ub3d9\ud3c9\uade0\uc120 \uc704\ub85c \uad50\ucc28\ud560 \ub54c \ub9e4\uc218\ud558\uace0,<br \/>\n    \uc544\ub798\ub85c \uad50\ucc28\ud560 \ub54c \ub9e4\ub3c4\ud558\ub294 \uc804\ub7b5\uc785\ub2c8\ub2e4. \uc544\ub798\ub294 \uc774\ub97c \uad6c\ud604\ud55c \uc608\uc81c \ucf54\ub4dc\uc785\ub2c8\ub2e4.<\/p>\n<pre><code>data['SMA_50'] = data['Close'].rolling(window=50).mean()\n\n# \ub9e4\uc218 \uc2e0\ud638 \ubc0f \ub9e4\ub3c4 \uc2e0\ud638 \uc0dd\uc131\ndata['Signal'] = 0\ndata['Signal'][20:] = np.where(data['SMA_20'][20:] &gt; data['SMA_50'][20:], 1, 0)\ndata['Position'] = data['Signal'].diff()\n\nplt.figure(figsize=(14, 7))\nplt.plot(data['Close'], label='AAPL \uc885\uac00', alpha=0.5)\nplt.plot(data['SMA_20'], label='20\uc77c \uc774\ub3d9\ud3c9\uade0\uc120', alpha=0.75)\nplt.plot(data['SMA_50'], label='50\uc77c \uc774\ub3d9\ud3c9\uade0\uc120', alpha=0.75)\n\n# \ub9e4\uc218 \uc2e0\ud638 \uc810\nplt.plot(data[data['Position'] == 1].index, \n         data['SMA_20'][data['Position'] == 1], \n         '^', markersize=10, color='g', label='\ub9e4\uc218 \uc2e0\ud638')\n# \ub9e4\ub3c4 \uc2e0\ud638 \uc810\nplt.plot(data[data['Position'] == -1].index, \n         data['SMA_20'][data['Position'] == -1], \n         'v', markersize=10, color='r', label='\ub9e4\ub3c4 \uc2e0\ud638')\n\nplt.title('\uc774\ub3d9\ud3c9\uade0 \uad50\ucc28 \uc804\ub7b5 - AAPL')\nplt.xlabel('\ub0a0\uc9dc')\nplt.ylabel('\uc8fc\uac00')\nplt.legend()\nplt.grid()\nplt.show()<\/code><\/pre>\n<h2>5. \uacb0\ub860<\/h2>\n<p>\n        \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc758 \uac1c\ubc1c\uc740 \ub370\uc774\ud130 \uc218\uc9d1\uacfc \uc2dc\uac01\ud654, \uadf8\ub9ac\uace0 \uc720\ud6a8\ud55c \ub9e4\ub9e4 \uc804\ub7b5\uc5d0 \ub300\ud55c \uae4a\uc740 \uc774\ud574\ub97c<br \/>\n        \uc694\uad6c\ud569\ub2c8\ub2e4. <code>matplotlib<\/code>\uc740 \uc774\ub7ec\ud55c \uacfc\uc815\uc5d0\uc11c \ub9e4\uc6b0 \uc720\uc6a9\ud55c \ub3c4\uad6c\ub85c, \ub370\uc774\ud130\uc758 \ud750\ub984\uacfc<br \/>\n        \ud328\ud134\uc744 \ud55c\ub208\uc5d0 \ud655\uc778\ud560 \uc218 \uc788\ub3c4\ub85d \ub3c4\uc640\uc90d\ub2c8\ub2e4. \ub2e4\uc591\ud55c \uadf8\ub798\ud504\ub97c \ud1b5\ud574 \uc2dc\uc7a5\uc758 \ub3d9\ud5a5\uc744 \ud30c\uc545\ud558\uace0,<br \/>\n        \uc774\ub97c \ubc14\ud0d5\uc73c\ub85c \ud6a8\uacfc\uc801\uc778 \ud22c\uc790 \uacb0\uc815\uc744 \ub0b4\ub9b4 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc55e\uc73c\ub85c\ub3c4 \uacc4\uc18d\ud574\uc11c \ub2e4\uc591\ud55c \uc790\ub3d9\ub9e4\ub9e4 \uc804\ub7b5\uc744<br \/>\n        \uac1c\ubc1c\ud558\uace0, \ub370\uc774\ud130 \uc2dc\uac01\ud654 \uae30\uc220\uc744 \ud65c\uc6a9\ud558\uc5ec \uc131\uacfc\ub97c \ub192\uc774\ub294 \ubc29\ubc95\uc744 \uc5f0\uad6c\ud574 \ubcf4\uae38 \ubc14\ub78d\ub2c8\ub2e4.\n    <\/p>\n<h2>6. \ucc38\uace0\uc790\ub8cc<\/h2>\n<ul>\n<li><a href=\"https:\/\/matplotlib.org\/stable\/index.html\">Matplotlib Documentation<\/a><\/li>\n<li><a href=\"https:\/\/pandas.pydata.org\/docs\/\">Pandas Documentation<\/a><\/li>\n<li><a href=\"https:\/\/pypi.org\/project\/mplfinance\/\">Mplfinance Documentation<\/a><\/li>\n<li><a href=\"https:\/\/pypi.org\/project\/yfinance\/\">Yfinance Documentation<\/a><\/li>\n<\/ul>\n<p><\/body><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\ucd5c\uadfc \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\ub294 \uc54c\uace0\ub9ac\uc998 \ub9e4\ub9e4\uc640 \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc758 \uc911\uc694\uc131\uc774 \ub0a0\ub85c \uc99d\uac00\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc2dc\uc2a4\ud15c\uc758 \ud575\uc2ec \uae30\ub2a5 \uc911 \ud558\ub098\ub294 \ub370\uc774\ud130\ub97c \ud6a8\uacfc\uc801\uc73c\ub85c \uc2dc\uac01\ud654\ud558\ub294 \ubc29\ubc95\uc785\ub2c8\ub2e4. Python\uc758 matplotlib \ub77c\uc774\ube0c\ub7ec\ub9ac\ub294 \ub370\uc774\ud130 \uc2dc\uac01\ud654\ub97c \uc704\ud55c \uac15\ub825\ud558\uace0 \uc720\uc5f0\ud55c \ub3c4\uad6c\ub85c \ub110\ub9ac \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \uc774 \ud3ec\uc2a4\ud2b8\uc5d0\uc11c\ub294 \uc790\ub3d9 \ub9e4\ub9e4 \uc2dc\uc2a4\ud15c \uac1c\ubc1c\uc758 \uae30\ubcf8\uc801\uc778 \uc544\uc774\ub514\uc5b4\uc640 \ud568\uaed8 matplotlib\uc744 \uc0ac\uc6a9\ud55c \ub2e4\uc591\ud55c \uadf8\ub798\ud504 \uadf8\ub9ac\uae30 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. 1. \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c \uc18c\uac1c \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc740 &hellip; <a href=\"https:\/\/atmokpo.com\/w\/30795\/\" class=\"more-link\">\ub354 \ubcf4\uae30<span class=\"screen-reader-text\"> &#8220;\ud30c\uc774\uc36c \uc790\ub3d9\ub9e4\ub9e4 \uac1c\ubc1c, matplotlib \ub2e4\uc591\ud55c \uadf8\ub798\ud504 \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-30795","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 \ub2e4\uc591\ud55c \uadf8\ub798\ud504 \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\/30795\/\" \/>\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, matplotlib \ub2e4\uc591\ud55c \uadf8\ub798\ud504 \uadf8\ub9ac\uae30 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"og:description\" content=\"\ucd5c\uadfc \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\ub294 \uc54c\uace0\ub9ac\uc998 \ub9e4\ub9e4\uc640 \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc758 \uc911\uc694\uc131\uc774 \ub0a0\ub85c \uc99d\uac00\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc2dc\uc2a4\ud15c\uc758 \ud575\uc2ec \uae30\ub2a5 \uc911 \ud558\ub098\ub294 \ub370\uc774\ud130\ub97c \ud6a8\uacfc\uc801\uc73c\ub85c \uc2dc\uac01\ud654\ud558\ub294 \ubc29\ubc95\uc785\ub2c8\ub2e4. Python\uc758 matplotlib \ub77c\uc774\ube0c\ub7ec\ub9ac\ub294 \ub370\uc774\ud130 \uc2dc\uac01\ud654\ub97c \uc704\ud55c \uac15\ub825\ud558\uace0 \uc720\uc5f0\ud55c \ub3c4\uad6c\ub85c \ub110\ub9ac \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \uc774 \ud3ec\uc2a4\ud2b8\uc5d0\uc11c\ub294 \uc790\ub3d9 \ub9e4\ub9e4 \uc2dc\uc2a4\ud15c \uac1c\ubc1c\uc758 \uae30\ubcf8\uc801\uc778 \uc544\uc774\ub514\uc5b4\uc640 \ud568\uaed8 matplotlib\uc744 \uc0ac\uc6a9\ud55c \ub2e4\uc591\ud55c \uadf8\ub798\ud504 \uadf8\ub9ac\uae30 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. 1. \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c \uc18c\uac1c \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc740 &hellip; \ub354 \ubcf4\uae30 &quot;\ud30c\uc774\uc36c \uc790\ub3d9\ub9e4\ub9e4 \uac1c\ubc1c, matplotlib \ub2e4\uc591\ud55c \uadf8\ub798\ud504 \uadf8\ub9ac\uae30&quot;\" \/>\n<meta property=\"og:url\" content=\"https:\/\/atmokpo.com\/w\/30795\/\" \/>\n<meta property=\"og:site_name\" content=\"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"article:published_time\" content=\"2024-10-28T06:03:55+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-11-26T06:47:24+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\/30795\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/atmokpo.com\/w\/30795\/\"},\"author\":{\"name\":\"root\",\"@id\":\"https:\/\/atmokpo.com\/w\/#\/schema\/person\/91b6b3b138fbba0efb4ae64b1abd81d7\"},\"headline\":\"\ud30c\uc774\uc36c \uc790\ub3d9\ub9e4\ub9e4 \uac1c\ubc1c, matplotlib \ub2e4\uc591\ud55c \uadf8\ub798\ud504 \uadf8\ub9ac\uae30\",\"datePublished\":\"2024-10-28T06:03:55+00:00\",\"dateModified\":\"2024-11-26T06:47:24+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/atmokpo.com\/w\/30795\/\"},\"wordCount\":28,\"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\/30795\/\",\"url\":\"https:\/\/atmokpo.com\/w\/30795\/\",\"name\":\"\ud30c\uc774\uc36c \uc790\ub3d9\ub9e4\ub9e4 \uac1c\ubc1c, matplotlib \ub2e4\uc591\ud55c \uadf8\ub798\ud504 \uadf8\ub9ac\uae30 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\",\"isPartOf\":{\"@id\":\"https:\/\/atmokpo.com\/w\/#website\"},\"datePublished\":\"2024-10-28T06:03:55+00:00\",\"dateModified\":\"2024-11-26T06:47:24+00:00\",\"breadcrumb\":{\"@id\":\"https:\/\/atmokpo.com\/w\/30795\/#breadcrumb\"},\"inLanguage\":\"ko-KR\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/atmokpo.com\/w\/30795\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/atmokpo.com\/w\/30795\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\ud648\",\"item\":\"https:\/\/atmokpo.com\/w\/en\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\ud30c\uc774\uc36c \uc790\ub3d9\ub9e4\ub9e4 \uac1c\ubc1c, matplotlib \ub2e4\uc591\ud55c \uadf8\ub798\ud504 \uadf8\ub9ac\uae30\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/atmokpo.com\/w\/#website\",\"url\":\"https:\/\/atmokpo.com\/w\/\",\"name\":\"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\",\"description\":\"\",\"publisher\":{\"@id\":\"https:\/\/atmokpo.com\/w\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/atmokpo.com\/w\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"ko-KR\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/atmokpo.com\/w\/#organization\",\"name\":\"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\",\"url\":\"https:\/\/atmokpo.com\/w\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"ko-KR\",\"@id\":\"https:\/\/atmokpo.com\/w\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/atmokpo.com\/w\/wp-content\/uploads\/2024\/11\/logo.png\",\"contentUrl\":\"https:\/\/atmokpo.com\/w\/wp-content\/uploads\/2024\/11\/logo.png\",\"width\":400,\"height\":400,\"caption\":\"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\"},\"image\":{\"@id\":\"https:\/\/atmokpo.com\/w\/#\/schema\/logo\/image\/\"},\"sameAs\":[\"https:\/\/x.com\/bebubo4\"]},{\"@type\":\"Person\",\"@id\":\"https:\/\/atmokpo.com\/w\/#\/schema\/person\/91b6b3b138fbba0efb4ae64b1abd81d7\",\"name\":\"root\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"ko-KR\",\"@id\":\"https:\/\/atmokpo.com\/w\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/708197b41fc6435a7ce22d951b25d4a47e9e904270cb1f04682d4f025066f80c?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/708197b41fc6435a7ce22d951b25d4a47e9e904270cb1f04682d4f025066f80c?s=96&d=mm&r=g\",\"caption\":\"root\"},\"sameAs\":[\"http:\/\/atmokpo.com\/w\"],\"url\":\"https:\/\/atmokpo.com\/w\/author\/root\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\ud30c\uc774\uc36c \uc790\ub3d9\ub9e4\ub9e4 \uac1c\ubc1c, matplotlib \ub2e4\uc591\ud55c \uadf8\ub798\ud504 \uadf8\ub9ac\uae30 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/atmokpo.com\/w\/30795\/","og_locale":"ko_KR","og_type":"article","og_title":"\ud30c\uc774\uc36c \uc790\ub3d9\ub9e4\ub9e4 \uac1c\ubc1c, matplotlib \ub2e4\uc591\ud55c \uadf8\ub798\ud504 \uadf8\ub9ac\uae30 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8","og_description":"\ucd5c\uadfc \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\ub294 \uc54c\uace0\ub9ac\uc998 \ub9e4\ub9e4\uc640 \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc758 \uc911\uc694\uc131\uc774 \ub0a0\ub85c \uc99d\uac00\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc2dc\uc2a4\ud15c\uc758 \ud575\uc2ec \uae30\ub2a5 \uc911 \ud558\ub098\ub294 \ub370\uc774\ud130\ub97c \ud6a8\uacfc\uc801\uc73c\ub85c \uc2dc\uac01\ud654\ud558\ub294 \ubc29\ubc95\uc785\ub2c8\ub2e4. Python\uc758 matplotlib \ub77c\uc774\ube0c\ub7ec\ub9ac\ub294 \ub370\uc774\ud130 \uc2dc\uac01\ud654\ub97c \uc704\ud55c \uac15\ub825\ud558\uace0 \uc720\uc5f0\ud55c \ub3c4\uad6c\ub85c \ub110\ub9ac \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \uc774 \ud3ec\uc2a4\ud2b8\uc5d0\uc11c\ub294 \uc790\ub3d9 \ub9e4\ub9e4 \uc2dc\uc2a4\ud15c \uac1c\ubc1c\uc758 \uae30\ubcf8\uc801\uc778 \uc544\uc774\ub514\uc5b4\uc640 \ud568\uaed8 matplotlib\uc744 \uc0ac\uc6a9\ud55c \ub2e4\uc591\ud55c \uadf8\ub798\ud504 \uadf8\ub9ac\uae30 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. 1. \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c \uc18c\uac1c \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc740 &hellip; \ub354 \ubcf4\uae30 \"\ud30c\uc774\uc36c \uc790\ub3d9\ub9e4\ub9e4 \uac1c\ubc1c, matplotlib \ub2e4\uc591\ud55c \uadf8\ub798\ud504 \uadf8\ub9ac\uae30\"","og_url":"https:\/\/atmokpo.com\/w\/30795\/","og_site_name":"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8","article_published_time":"2024-10-28T06:03:55+00:00","article_modified_time":"2024-11-26T06:47:24+00:00","author":"root","twitter_card":"summary_large_image","twitter_creator":"@bebubo4","twitter_site":"@bebubo4","twitter_misc":{"\uae00\uc4f4\uc774":"root","\uc608\uc0c1 \ub418\ub294 \ud310\ub3c5 \uc2dc\uac04":"1\ubd84"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/atmokpo.com\/w\/30795\/#article","isPartOf":{"@id":"https:\/\/atmokpo.com\/w\/30795\/"},"author":{"name":"root","@id":"https:\/\/atmokpo.com\/w\/#\/schema\/person\/91b6b3b138fbba0efb4ae64b1abd81d7"},"headline":"\ud30c\uc774\uc36c \uc790\ub3d9\ub9e4\ub9e4 \uac1c\ubc1c, matplotlib \ub2e4\uc591\ud55c \uadf8\ub798\ud504 \uadf8\ub9ac\uae30","datePublished":"2024-10-28T06:03:55+00:00","dateModified":"2024-11-26T06:47:24+00:00","mainEntityOfPage":{"@id":"https:\/\/atmokpo.com\/w\/30795\/"},"wordCount":28,"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\/30795\/","url":"https:\/\/atmokpo.com\/w\/30795\/","name":"\ud30c\uc774\uc36c \uc790\ub3d9\ub9e4\ub9e4 \uac1c\ubc1c, matplotlib \ub2e4\uc591\ud55c \uadf8\ub798\ud504 \uadf8\ub9ac\uae30 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8","isPartOf":{"@id":"https:\/\/atmokpo.com\/w\/#website"},"datePublished":"2024-10-28T06:03:55+00:00","dateModified":"2024-11-26T06:47:24+00:00","breadcrumb":{"@id":"https:\/\/atmokpo.com\/w\/30795\/#breadcrumb"},"inLanguage":"ko-KR","potentialAction":[{"@type":"ReadAction","target":["https:\/\/atmokpo.com\/w\/30795\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/atmokpo.com\/w\/30795\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\ud648","item":"https:\/\/atmokpo.com\/w\/en\/"},{"@type":"ListItem","position":2,"name":"\ud30c\uc774\uc36c \uc790\ub3d9\ub9e4\ub9e4 \uac1c\ubc1c, matplotlib \ub2e4\uc591\ud55c \uadf8\ub798\ud504 \uadf8\ub9ac\uae30"}]},{"@type":"WebSite","@id":"https:\/\/atmokpo.com\/w\/#website","url":"https:\/\/atmokpo.com\/w\/","name":"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8","description":"","publisher":{"@id":"https:\/\/atmokpo.com\/w\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/atmokpo.com\/w\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"ko-KR"},{"@type":"Organization","@id":"https:\/\/atmokpo.com\/w\/#organization","name":"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8","url":"https:\/\/atmokpo.com\/w\/","logo":{"@type":"ImageObject","inLanguage":"ko-KR","@id":"https:\/\/atmokpo.com\/w\/#\/schema\/logo\/image\/","url":"https:\/\/atmokpo.com\/w\/wp-content\/uploads\/2024\/11\/logo.png","contentUrl":"https:\/\/atmokpo.com\/w\/wp-content\/uploads\/2024\/11\/logo.png","width":400,"height":400,"caption":"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8"},"image":{"@id":"https:\/\/atmokpo.com\/w\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/x.com\/bebubo4"]},{"@type":"Person","@id":"https:\/\/atmokpo.com\/w\/#\/schema\/person\/91b6b3b138fbba0efb4ae64b1abd81d7","name":"root","image":{"@type":"ImageObject","inLanguage":"ko-KR","@id":"https:\/\/atmokpo.com\/w\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/708197b41fc6435a7ce22d951b25d4a47e9e904270cb1f04682d4f025066f80c?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/708197b41fc6435a7ce22d951b25d4a47e9e904270cb1f04682d4f025066f80c?s=96&d=mm&r=g","caption":"root"},"sameAs":["http:\/\/atmokpo.com\/w"],"url":"https:\/\/atmokpo.com\/w\/author\/root\/"}]}},"jetpack_featured_media_url":"","jetpack_sharing_enabled":true,"jetpack-related-posts":[],"_links":{"self":[{"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/posts\/30795","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/comments?post=30795"}],"version-history":[{"count":1,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/posts\/30795\/revisions"}],"predecessor-version":[{"id":30796,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/posts\/30795\/revisions\/30796"}],"wp:attachment":[{"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/media?parent=30795"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/categories?post=30795"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/tags?post=30795"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}