{"id":30899,"date":"2024-10-28T06:04:27","date_gmt":"2024-10-28T06:04:27","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=30899"},"modified":"2024-11-26T06:47:04","modified_gmt":"2024-11-26T06:47:04","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%b0%a8%ed%8a%b8-%ea%b7%b8%eb%a6%ac%ea%b8%b0","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/30899\/","title":{"rendered":"\ud30c\uc774\uc36c \uc790\ub3d9\ub9e4\ub9e4 \uac1c\ubc1c, \ucc28\ud2b8 \uadf8\ub9ac\uae30"},"content":{"rendered":"<h2>\ud30c\uc774\uc36c \uc790\ub3d9\ub9e4\ub9e4 \uac1c\ubc1c: \ucc28\ud2b8 \uadf8\ub9ac\uae30<\/h2>\n<p>\uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc744 \uac1c\ubc1c\ud558\ub294 \uacfc\uc815\uc5d0\uc11c\ub294 \uc2dc\uc7a5 \ub370\uc774\ud130\ub97c \ud6a8\uacfc\uc801\uc73c\ub85c \uc2dc\uac01\ud654\ud558\ub294 \uac83\uc774 \ub9e4\uc6b0 \uc911\uc694\ud569\ub2c8\ub2e4. \ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \ud30c\uc774\uc36c\uc744 \uc774\uc6a9\ud558\uc5ec \ucc28\ud2b8\ub97c \uadf8\ub9ac\ub294 \ubc29\ubc95\uacfc \uc774\ub97c \ud1b5\ud574 \uc790\ub3d9\ub9e4\ub9e4 \uc804\ub7b5\uc744 \uad6c\ud604\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc0c1\uc138\ud788 \uc124\uba85\ud558\ub3c4\ub85d \ud558\uaca0\uc2b5\ub2c8\ub2e4. \uc5ec\uae30\uc11c \ub2e4\ub8f0 \ub0b4\uc6a9\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n<ul>\n<li>\ucc28\ud2b8\uc758 \uc911\uc694\uc131<\/li>\n<li>\ucc28\ud2b8\ub97c \uadf8\ub9ac\uae30 \uc704\ud55c \ud544\uc218 \ub77c\uc774\ube0c\ub7ec\ub9ac \uc124\uce58<\/li>\n<li>\uc2dc\uac04\uc5d0 \ub530\ub978 \uac00\uaca9 \ub370\uc774\ud130 \uc2dc\uac01\ud654<\/li>\n<li>\uc790\ub3d9\ub9e4\ub9e4 \uc804\ub7b5 \uc801\uc6a9\uc744 \uc704\ud55c \ucc28\ud2b8 \ucee4\uc2a4\ud130\ub9c8\uc774\uc9d5<\/li>\n<li>\uc2e4\uc2dc\uac04 \ucc28\ud2b8 \uc5c5\ub370\uc774\ud2b8 \ubc29\ubc95<\/li>\n<\/ul>\n<h3>1. \ucc28\ud2b8\uc758 \uc911\uc694\uc131<\/h3>\n<p>\uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud560 \ub54c \ucc28\ud2b8\ub294 \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4. \ucc28\ud2b8\ub294 \uac00\uaca9 \ubcc0\ud654 \ud328\ud134\uc744 \uc2dc\uac01\uc801\uc73c\ub85c \ud45c\ud604\ud558\uc5ec \uac70\ub798\uc790\uac00 \uc2dc\uc7a5\uc758 \uc0c1\ud0dc\ub97c \uc27d\uac8c \uc774\ud574\ud558\uace0, \ud2b8\ub80c\ub4dc\ub97c \ud30c\uc545\ud558\ub294 \ub370 \ub3c4\uc6c0\uc744 \uc90d\ub2c8\ub2e4. \ub610\ud55c \ub2e4\uc591\ud55c \uae30\uc220\uc801 \ubd84\uc11d \uc9c0\ud45c\ub97c \ud1b5\ud55c \ub9e4\ub9e4 \uc2e0\ud638\ub97c \uc0dd\uc131\ud558\ub294 \ub370 \ud544\uc218\uc801\uc778 \uc694\uc18c\uc785\ub2c8\ub2e4.<\/p>\n<h3>2. \ucc28\ud2b8\ub97c \uadf8\ub9ac\uae30 \uc704\ud55c \ud544\uc218 \ub77c\uc774\ube0c\ub7ec\ub9ac \uc124\uce58<\/h3>\n<p>Python\uc5d0\uc11c\ub294 \ub2e4\uc591\ud55c \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \uc774\uc6a9\ud574 \ucc28\ud2b8\ub97c \uadf8\ub9b4 \uc218 \uc788\uc73c\uba70, \uac00\uc7a5 \ub9ce\uc774 \uc0ac\uc6a9\ub418\ub294 \ub77c\uc774\ube0c\ub7ec\ub9ac\ub294 <b>Matplotlib<\/b>\uc640 <b>Pandas<\/b>\uc785\ub2c8\ub2e4. \ub2e4\uc74c\uacfc \uac19\uc774 \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \uc124\uce58\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n<pre><code>pip install matplotlib pandas<\/code><\/pre>\n<h3>3. \uc2dc\uac04\uc5d0 \ub530\ub978 \uac00\uaca9 \ub370\uc774\ud130 \uc2dc\uac01\ud654<\/h3>\n<p>\uc774\uc81c \uc2e4\uc81c \uc608\uc81c \ucf54\ub4dc\ub97c \ud1b5\ud574 \uc2dc\uac04\uc5d0 \ub530\ub978 \uac00\uaca9 \ub370\uc774\ud130\ub97c \uc2dc\uac01\ud654\ud574\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \uc544\ub798 \ucf54\ub4dc\ub294 \uc8fc\uc2dd \uac00\uaca9 \ub370\uc774\ud130\ub97c \ubd88\ub7ec\uc640 \ucc28\ud2b8\ub97c \uadf8\ub9ac\ub294 \uc608\uc81c\uc785\ub2c8\ub2e4.<\/p>\n<pre><code>import pandas as pd\nimport matplotlib.pyplot as plt\n\n# \ub370\uc774\ud130 \ubd88\ub7ec\uc624\uae30 (CSV \ud30c\uc77c \uac00\uc815)\ndata = pd.read_csv('stock_data.csv')\ndata['Date'] = pd.to_datetime(data['Date'])  # \ub0a0\uc9dc \ud615\uc2dd \ubcc0\ud658\ndata.set_index('Date', inplace=True)  # \ub0a0\uc9dc\ub97c \uc778\ub371\uc2a4\ub85c \uc124\uc815\n\n# \ucc28\ud2b8 \uadf8\ub9ac\uae30\nplt.figure(figsize=(12, 6))\nplt.plot(data['Close'], label='\uc885\uac00', color='blue')\nplt.title('\uc8fc\uc2dd \uc885\uac00 \ubcc0\ud654')\nplt.xlabel('\ub0a0\uc9dc')\nplt.ylabel('\uac00\uaca9')\nplt.legend()\nplt.grid()\nplt.show()<\/code><\/pre>\n<p>\uc704 \ucf54\ub4dc\uc5d0\uc11c &#8216;stock_data.csv&#8217; \ud30c\uc77c\uc5d0\ub294 \uc8fc\uc2dd\uc758 \uac00\uaca9 \ub370\uc774\ud130\uac00 \ub4e4\uc5b4 \uc788\uc2b5\ub2c8\ub2e4. &#8216;Close&#8217; \uceec\ub7fc\uc740 \uc885\uac00\ub97c \ub098\ud0c0\ub0b4\uba70, \uc774\ub97c \uc2dc\uac04\uc5d0 \ub530\ub77c \uc2dc\uac01\ud654\ud569\ub2c8\ub2e4.<\/p>\n<h3>4. \uc790\ub3d9\ub9e4\ub9e4 \uc804\ub7b5 \uc801\uc6a9\uc744 \uc704\ud55c \ucc28\ud2b8 \ucee4\uc2a4\ud130\ub9c8\uc774\uc9d5<\/h3>\n<p>\ucc28\ud2b8\ub97c \ub2e8\uc21c\ud788 \uac00\uaca9 \ub370\uc774\ud130\ub9cc \ubcf4\ub294 \uac83\ubcf4\ub2e4, \uae30\uc220\uc801 \ubd84\uc11d \uc9c0\ud45c\uc640 \ub9e4\ub9e4 \uc2e0\ud638\ub97c \ucd94\uac00\ud558\uc5ec \uc2dc\uc7a5\uc758 \uc0c1\ud0dc\ub97c \ub354 \uc798 \uc774\ud574\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc774\ub3d9\ud3c9\uade0\uc120(MA)\uc744 \ucd94\uac00\ud558\uc5ec \ub9e4\ub9e4 \uc2dc\uc810\uc744 \uacb0\uc815\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc544\ub798\uc640 \uac19\uc774 \ucf54\ub4dc\uc5d0 \uc774\ub3d9\ud3c9\uade0\uc744 \ucd94\uac00\ud574 \ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<pre><code># \uc774\ub3d9\ud3c9\uade0\uc120 \ucd94\uac00\ndata['MA20'] = data['Close'].rolling(window=20).mean()  # 20\uc77c \uc774\ub3d9\ud3c9\uade0\n\n# \ucc28\ud2b8 \uadf8\ub9ac\uae30 (\uc774\ub3d9\ud3c9\uade0\uc120 \ud3ec\ud568)\nplt.figure(figsize=(12, 6))\nplt.plot(data['Close'], label='\uc885\uac00', color='blue')\nplt.plot(data['MA20'], label='20\uc77c \uc774\ub3d9\ud3c9\uade0', color='orange', linestyle='--')\nplt.title('\uc8fc\uc2dd \uc885\uac00 \ubc0f \uc774\ub3d9\ud3c9\uade0')\nplt.xlabel('\ub0a0\uc9dc')\nplt.ylabel('\uac00\uaca9')\nplt.legend()\nplt.grid()\nplt.show()<\/code><\/pre>\n<p>\uc704\uc758 \ucf54\ub4dc\uc5d0\uc11c\ub294 20\uc77c \uae30\uac04\uc758 \uc774\ub3d9\ud3c9\uade0\uc120\uc744 \ucd94\uac00\ud558\uc5ec \ucc28\ud2b8\ub97c \ubaa8\uc591\uc744 \ubcc0\ud654\uc2dc\ucf30\uc2b5\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uac00\uaca9\uc774 \uc774\ub3d9\ud3c9\uade0\uc120 \uc704\uc5d0 \uc788\uc744 \ub54c \ub9e4\uc218 \uc2e0\ud638, \uc544\ub798\uc5d0 \uc788\uc744 \ub54c \ub9e4\ub3c4 \uc2e0\ud638 \ub4f1\uc744 \uad6c\ud604\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>5. \uc2e4\uc2dc\uac04 \ucc28\ud2b8 \uc5c5\ub370\uc774\ud2b8 \ubc29\ubc95<\/h3>\n<p>\uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc740 \uc2e4\uc2dc\uac04\uc73c\ub85c \uc2dc\uc7a5 \ub370\uc774\ud130\ub97c \ubc1b\uc544\uc57c \ud558\ubbc0\ub85c, \ucc28\ud2b8\ub97c \uc2e4\uc2dc\uac04\uc73c\ub85c \uc5c5\ub370\uc774\ud2b8\ud558\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4. \uc774\ub97c \uc704\ud574 <b>Matplotlib<\/b>\uc758 \uc560\ub2c8\uba54\uc774\uc158 \uae30\ub2a5\uc744 \ud65c\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc544\ub798\ub294 \uc2e4\uc2dc\uac04 \uac00\uaca9 \ub370\uc774\ud130\ub97c \uc5c5\ub370\uc774\ud2b8\ud558\ub294 \uc608\uc81c\uc785\ub2c8\ub2e4:<\/p>\n<pre><code>import numpy as np\nfrom matplotlib.animation import FuncAnimation\n\n# \ucd08\uae30 \ub370\uc774\ud130 \uc124\uc815\nx_data = []\ny_data = []\n\nfig, ax = plt.subplots()\nline, = ax.plot([], [], label='\uc2e4\uc2dc\uac04 \uac00\uaca9', color='blue')\nax.set_xlim(0, 100)  # x\ucd95 \ubc94\uc704 \uc124\uc815\nax.set_ylim(0, 100)  # y\ucd95 \ubc94\uc704 \uc124\uc815\nax.legend()\nax.grid()\n\ndef init():\n    line.set_data([], [])\n    return line,\n\ndef update(frame):\n    x_data.append(frame)\n    y_data.append(np.random.randint(0, 100))  # \ub79c\ub364 \ub370\uc774\ud130\ub85c \uac00\uaca9 \uac00\uc815\n    line.set_data(x_data, y_data)\n    return line,\n\nani = FuncAnimation(fig, update, frames=np.arange(0, 100), init_func=init, blit=True)\nplt.show()<\/code><\/pre>\n<p>\uc704 \ucf54\ub4dc\ub294 \ub79c\ub364\uc73c\ub85c \uc0dd\uc131\ub41c \uac00\uaca9 \ub370\uc774\ud130\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc2e4\uc2dc\uac04 \ucc28\ud2b8\ub97c \uc5c5\ub370\uc774\ud2b8\ud558\ub294 \uac04\ub2e8\ud55c \uc608\uc2dc\uc785\ub2c8\ub2e4. \uc2e4\uc81c \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc5d0\uc11c\ub294 API\ub97c \ud1b5\ud574 \uc218\uc2e0\ub41c \uc2e4\uc2dc\uac04 \uac00\uaca9 \ub370\uc774\ud130\ub97c \ud65c\uc6a9\ud558\uc5ec \ucc28\ud2b8\ub97c \uc5c5\ub370\uc774\ud2b8\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>\uacb0\ub860<\/h3>\n<p>\ud30c\uc774\uc36c\uc744 \uc774\uc6a9\ud55c \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c \uac1c\ubc1c\uc5d0\uc11c \ucc28\ud2b8 \uadf8\ub9ac\uae30\ub294 \ube44\uc8fc\uc5bc \ud655\uc778 \ubc0f \ub9e4\ub9e4 \uc804\ub7b5 \uc218\ub9bd\uc5d0 \ub9e4\uc6b0 \uc911\uc694\ud55c \uc694\uc18c\uc785\ub2c8\ub2e4. \uc774\ubc88 \uac15\uc88c\uc5d0\uc11c \ub2e4\ub8ec \ub0b4\uc6a9\uc740 \uc8fc\uc2dd \ub370\uc774\ud130 \ucc28\ud2b8 \uadf8\ub9ac\uae30, \uc774\ub3d9\ud3c9\uade0\uc120 \ucd94\uac00, \uc2e4\uc2dc\uac04 \ub370\uc774\ud130 \uc5c5\ub370\uc774\ud2b8 \ubc29\ubc95 \ub4f1\uc785\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uae30\ucd08\uc801\uc778 \ucc28\ud2b8 \uc81c\uc791 \uae30\uc220\uc744 \ubc14\ud0d5\uc73c\ub85c \uc5ec\ub7ec\ubd84\uc758 \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc744 \ub354\uc6b1 \ubc1c\uc804\uc2dc\ud0ac \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uc774\uc81c \uc5ec\ub7ec\ubd84\uc740 \ud30c\uc774\uc36c\uc744 \uc774\uc6a9\ud574 \uae30\ubcf8\uc801\uc778 \ucc28\ud2b8\ub97c \uadf8\ub9b4 \uc218 \uc788\uc73c\uba70, \uc774\ub97c \ud1b5\ud574 \uc790\ub3d9\ub9e4\ub9e4 \uc804\ub7b5\uc744 \uad6c\ucd95\ud558\ub294 \ub370 \ud544\uc694\ud55c \uae30\ucd08 \uc9c0\uc2dd\uc744 \uac16\ucd94\uac8c \ub418\uc5c8\uc2b5\ub2c8\ub2e4. \ub354 \ub098\uc544\uac00 \ub2e4\uc591\ud55c \uae30\uc220\uc801 \uc9c0\ud45c\uc640 \ud568\uaed8 \ubcf5\uc7a1\ud55c \ub9e4\ub9e4 \uc804\ub7b5\uc744 \uad6c\ud604\ud574 \ubcf4\ub294 \uac83\ub3c4 \uc88b\uc740 \uacbd\ud5d8\uc774 \ub420 \uac83\uc785\ub2c8\ub2e4. \uc55e\uc73c\ub85c\uc758 \uc791\uc5c5\uc744 \ud1b5\ud574 \ub354\uc6b1 \ubc1c\uc804\ub41c \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc744 \ub9cc\ub4e4\uc5b4\uac00\uc2dc\uae38 \ubc14\ub78d\ub2c8\ub2e4.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\ud30c\uc774\uc36c \uc790\ub3d9\ub9e4\ub9e4 \uac1c\ubc1c: \ucc28\ud2b8 \uadf8\ub9ac\uae30 \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc744 \uac1c\ubc1c\ud558\ub294 \uacfc\uc815\uc5d0\uc11c\ub294 \uc2dc\uc7a5 \ub370\uc774\ud130\ub97c \ud6a8\uacfc\uc801\uc73c\ub85c \uc2dc\uac01\ud654\ud558\ub294 \uac83\uc774 \ub9e4\uc6b0 \uc911\uc694\ud569\ub2c8\ub2e4. \ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \ud30c\uc774\uc36c\uc744 \uc774\uc6a9\ud558\uc5ec \ucc28\ud2b8\ub97c \uadf8\ub9ac\ub294 \ubc29\ubc95\uacfc \uc774\ub97c \ud1b5\ud574 \uc790\ub3d9\ub9e4\ub9e4 \uc804\ub7b5\uc744 \uad6c\ud604\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc0c1\uc138\ud788 \uc124\uba85\ud558\ub3c4\ub85d \ud558\uaca0\uc2b5\ub2c8\ub2e4. \uc5ec\uae30\uc11c \ub2e4\ub8f0 \ub0b4\uc6a9\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4: \ucc28\ud2b8\uc758 \uc911\uc694\uc131 \ucc28\ud2b8\ub97c \uadf8\ub9ac\uae30 \uc704\ud55c \ud544\uc218 \ub77c\uc774\ube0c\ub7ec\ub9ac \uc124\uce58 \uc2dc\uac04\uc5d0 \ub530\ub978 \uac00\uaca9 \ub370\uc774\ud130 \uc2dc\uac01\ud654 \uc790\ub3d9\ub9e4\ub9e4 \uc804\ub7b5 \uc801\uc6a9\uc744 \uc704\ud55c &hellip; <a href=\"https:\/\/atmokpo.com\/w\/30899\/\" class=\"more-link\">\ub354 \ubcf4\uae30<span class=\"screen-reader-text\"> &#8220;\ud30c\uc774\uc36c \uc790\ub3d9\ub9e4\ub9e4 \uac1c\ubc1c, \ucc28\ud2b8 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