{"id":30911,"date":"2024-10-28T06:04:30","date_gmt":"2024-10-28T06:04:30","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=30911"},"modified":"2024-11-26T06:47:01","modified_gmt":"2024-11-26T06:47:01","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-%ed%82%a4%ec%9b%80%ec%a6%9d%ea%b6%8c-api-%ea%b0%9c%eb%b0%9c-%ed%99%98%ea%b2%bd-%ea%b5%ac%ec%b6%95","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/30911\/","title":{"rendered":"\ud30c\uc774\uc36c \uc790\ub3d9\ub9e4\ub9e4 \uac1c\ubc1c, \ud0a4\uc6c0\uc99d\uad8c API, \uac1c\ubc1c \ud658\uacbd \uad6c\ucd95"},"content":{"rendered":"<div>\n<p>\ucd5c\uadfc \uc8fc\uc2dd \ud22c\uc790\uc5d0 \ub300\ud55c \uad00\uc2ec\uc774 \ub192\uc544\uc9d0\uc5d0 \ub530\ub77c, \ub9ce\uc740 \ud22c\uc790\uc790\ub4e4\uc774 \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud558\uace0\uc790 \ud569\ub2c8\ub2e4. \ud2b9\ud788, \ud30c\uc774\uc36c\uc740 \uac15\ub825\ud55c \ub77c\uc774\ube0c\ub7ec\ub9ac\uc640 \uc0ac\uc6a9 \uc6a9\uc774\uc131 \ub355\ubd84\uc5d0 \ub9ce\uc740 \uac1c\ubc1c\uc790\ub4e4\uc5d0\uac8c \uc0ac\ub791\ubc1b\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ubc88 \uae00\uc5d0\uc11c\ub294 \ud30c\uc774\uc36c\uc744 \ud65c\uc6a9\ud55c \uc790\ub3d9\ub9e4\ub9e4 \uac1c\ubc1c \uacfc\uc815\uacfc \ud0a4\uc6c0\uc99d\uad8c API\ub97c \uc774\uc6a9\ud55c \uac1c\ubc1c \ud658\uacbd \uad6c\ucd95 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc124\uba85\ud558\uaca0\uc2b5\ub2c8\ub2e4. \uc774 \uae00\uc744 \uc77d\uace0 \ub098\uba74 \uc790\uc2e0\ub9cc\uc758 \uc790\ub3d9\ub9e4\ub9e4 \ud504\ub85c\uadf8\ub7a8\uc744 \ub9cc\ub4e4\uae30 \uc704\ud55c \uae30\ucd08\uc801\uc778 \uc774\ud574\ub97c \ub3d5\ub294 \ud55c\ud3b8, \uc2e4\uc9c8\uc801\uc778 \uac1c\ubc1c \uc608\uc81c \ub610\ud55c \uc81c\uacf5\ubc1b\uc744 \uc218 \uc788\uc744 \uac83\uc785\ub2c8\ub2e4.<\/p>\n<h2>1. \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc774\ub780?<\/h2>\n<p>\uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc740 \uc0ac\uc6a9\uc790\uc758 \uc9c0\uc2dc \uc5c6\uc774 \ucef4\ud4e8\ud130 \ud504\ub85c\uadf8\ub7a8\uc774 \uc2dc\uc7a5 \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\uace0, \ub9e4\ub9e4\ub97c \uc790\ub3d9\uc73c\ub85c \uc2e4\ud589\ud558\ub3c4\ub85d \uc124\uacc4\ub41c \uc2dc\uc2a4\ud15c\uc785\ub2c8\ub2e4. \uc774\ub294 \ud2b8\ub808\uc774\ub354\uac00 \uc2dc\uc7a5\uc5d0\uc11c \uac10\uc815\uc5d0 \ud718\ub458\ub9ac\uc9c0 \uc54a\uace0 \uc77c\uad00\ub41c \ud22c\uc790 \uacb0\uc815\uc744 \ub0b4\ub824\uc904 \uc218 \uc788\ub3c4\ub85d \ub3d5\uc2b5\ub2c8\ub2e4. \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc740 \ud2b9\uc815 \uc54c\uace0\ub9ac\uc998 \uae30\ubc18\uc73c\ub85c \ub9e4\ub9e4 \uc2e0\ud638\ub97c \uc0dd\uc131\ud558\uace0, \uc774\ub97c \ud1b5\ud574 \ub9e4\uc218 \ub610\ub294 \ub9e4\ub3c4 \uacb0\uc815\uc744 \ub0b4\ub9bd\ub2c8\ub2e4. \uc774 \uc2dc\uc2a4\ud15c\uc740 \ud504\ub85c\uadf8\ub798\ubc0d \uc9c0\uc2dd\uacfc \uac70\ub798 \uc804\ub7b5\uc774 \uacb0\ud569\ub418\uc5b4\uc57c \uc131\uacf5\uc801\uc73c\ub85c \uc6b4\uc601\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>2. \ud0a4\uc6c0\uc99d\uad8c API\ub780?<\/h2>\n<p>\ud0a4\uc6c0\uc99d\uad8c API\ub294 \ud0a4\uc6c0\uc99d\uad8c\uc5d0\uc11c \uc81c\uacf5\ud558\ub294 \ud504\ub85c\uadf8\ub7a8\uc744 \ud1b5\ud574 \uc8fc\uc2dd, \uc120\ubb3c, \uc635\uc158 \ub4f1 \ub2e4\uc591\ud55c \uae08\uc735 \uc0c1\ud488\uc5d0 \ub300\ud55c \ud2b8\ub808\uc774\ub529\uc744 \uac00\ub2a5\ud558\uac8c \ud558\ub294 \ub3c4\uad6c\uc785\ub2c8\ub2e4. \uc774 API\ub294 \uc0ac\uc6a9\uc790\uc5d0\uac8c \uc2e4\uc2dc\uac04 \ub370\uc774\ud130, \uac70\ub798 \uc2e4\ud589, \uc794\uace0 \ud655\uc778, \uc218\uc775\ub960 \ubd84\uc11d \ub4f1 \ub2e4\uc591\ud55c \uae30\ub2a5\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \ud0a4\uc6c0\uc99d\uad8c API\ub97c \uc0ac\uc6a9\ud558\uba74 \uc190\uc27d\uac8c \uc790\uc2e0\uc758 \ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc744 \uac1c\ubc1c\ud558\uace0 \uc6b4\uc601\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>3. \uac1c\ubc1c \ud658\uacbd \uad6c\ucd95\ud558\uae30<\/h2>\n<h3>3.1. \uc0ac\uc804 \uc900\ube44 \uc0ac\ud56d<\/h3>\n<p>\uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc744 \uac1c\ubc1c\ud558\uae30 \uc704\ud574\uc11c\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \uc0ac\uc804 \uc900\ube44\uac00 \ud544\uc694\ud569\ub2c8\ub2e4.<\/p>\n<ul>\n<li>Python \uc124\uce58: Python 3.6 \uc774\uc0c1\uc758 \ubc84\uc804\uc744 \ub2e4\uc6b4\ub85c\ub4dc\ud558\uc5ec \uc124\uce58\ud569\ub2c8\ub2e4.<\/li>\n<li>\ud0a4\uc6c0\uc99d\uad8c \uacc4\uc88c \uac1c\uc124: \ud0a4\uc6c0\uc99d\uad8c\uc5d0 \uacc4\uc88c\ub97c \uac1c\uc124\ud558\uace0 API \uc0ac\uc6a9 \uc2e0\uccad\uc744 \ud569\ub2c8\ub2e4.<\/li>\n<li>Python \ub77c\uc774\ube0c\ub7ec\ub9ac \uc124\uce58: \ub2e4\uc74c \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \uc0ac\uc6a9\ud558\uc5ec \uac1c\ubc1c\ud560 \uac83\uc785\ub2c8\ub2e4.\n<ul>\n<li>pykiwoom: \ud0a4\uc6c0\uc99d\uad8c API\ub97c \ud30c\uc774\uc36c\uc5d0\uc11c \uc0ac\uc6a9\ud560 \uc218 \uc788\ub3c4\ub85d \ub3c4\uc640\uc8fc\ub294 \ub77c\uc774\ube0c\ub7ec\ub9ac<\/li>\n<li>pandas: \ub370\uc774\ud130 \ubd84\uc11d \ubc0f \uc870\uc791\uc744 \uc704\ud55c \ub77c\uc774\ube0c\ub7ec\ub9ac<\/li>\n<li>numpy: \uc218\uce58 \uacc4\uc0b0\uc744 \uc704\ud55c \ub77c\uc774\ube0c\ub7ec\ub9ac<\/li>\n<li>matplotlib: \ub370\uc774\ud130 \uc2dc\uac01\ud654\ub97c \uc704\ud55c \ub77c\uc774\ube0c\ub7ec\ub9ac<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3>3.2. Python \uc124\uce58<\/h3>\n<p>\ud30c\uc774\uc36c\uc744 \uc124\uce58\ud558\uae30 \uc704\ud574 [python.org](https:\/\/www.python.org\/downloads\/)\uc5d0\uc11c \uc6b4\uc601\uccb4\uc81c\uc5d0 \ub9de\ub294 \uc124\uce58 \ud30c\uc77c\uc744 \ub2e4\uc6b4\ub85c\ub4dc\ud558\uc5ec \uc124\uce58\ud569\ub2c8\ub2e4. \uc124\uce58 \ud6c4, \uba85\ub839 \ud504\ub86c\ud504\ud2b8 \ub610\ub294 \ud130\ubbf8\ub110\uc744 \uc5f4\uace0 `python &#8211;version` \uba85\ub839\uc5b4\ub97c \uc785\ub825\ud558\uc5ec \uc124\uce58\uac00 \uc81c\ub300\ub85c \ub418\uc5c8\ub294\uc9c0 \ud655\uc778\ud569\ub2c8\ub2e4.<\/p>\n<h3>3.3. \ub77c\uc774\ube0c\ub7ec\ub9ac \uc124\uce58<\/h3>\n<p>\uc55e\uc11c \uc5b8\uae09\ud55c \ub77c\uc774\ube0c\ub7ec\ub9ac\ub4e4\uc744 \uc124\uce58\ud558\uae30 \uc704\ud574 pip\ub97c \uc0ac\uc6a9\ud569\ub2c8\ub2e4. \uba85\ub839 \ud504\ub86c\ud504\ud2b8\uc5d0\uc11c \ub2e4\uc74c \uba85\ub839\uc5b4\ub97c \ucc28\ub840\ub300\ub85c \uc785\ub825\ud569\ub2c8\ub2e4.<\/p>\n<pre>\n        <code>pip install pykiwoom<\/code>\n        <code>pip install pandas<\/code>\n        <code>pip install numpy<\/code>\n        <code>pip install matplotlib<\/code>\n    <\/pre>\n<h3>3.4. \ud0a4\uc6c0\uc99d\uad8c API \uc124\uc815<\/h3>\n<p>\ud0a4\uc6c0\uc99d\uad8c API\ub97c \uc0ac\uc6a9\ud558\uae30 \uc704\ud574\uc11c\ub294 \ud0a4\uc6c0\uc99d\uad8c HTS\uc778 &#8216;\uc601\uc6c5\ubb38&#8217;\uc744 \uc124\uce58\ud558\uace0 \ub85c\uadf8\uc778\ud574\uc57c \ud569\ub2c8\ub2e4. \ub85c\uadf8\uc778 \ud6c4 &#8216;\uc635\uc158&#8217; &#8211; &#8216;API \uc124\uc815&#8217; \uba54\ub274\ub97c \ud1b5\ud574 API \uc0ac\uc6a9\uc744 \uc2e0\uccad\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc2e0\uccad\uc774 \uc644\ub8cc\ub418\uba74, API \ud0a4\ub97c \ubc1c\uae09\ubc1b\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>4. \uae30\ubcf8\uc801\uc778 \ub9e4\ub9e4 \uc2dc\uc2a4\ud15c \ub9cc\ub4e4\uae30<\/h2>\n<p>\uc774\uc81c \uac1c\ubc1c \ud658\uacbd\uc774 \uc900\ube44\ub418\uc5c8\uc73c\ub2c8, \uae30\ubcf8\uc801\uc778 \ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ud604\ud574\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc758 \uae30\ubcf8 \uad6c\uc870\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.<\/p>\n<ol>\n<li>\uc2dc\uc7a5 \ub370\uc774\ud130\ub97c \uc218\uc9d1<\/li>\n<li>\uc54c\uace0\ub9ac\uc998\uc5d0 \ub530\ub77c \ub9e4\ub9e4 \uc2e0\ud638 \uc0dd\uc131<\/li>\n<li>\ub9e4\ub9e4 \uc2e4\ud589<\/li>\n<li>\uacb0\uacfc \uae30\ub85d \ubc0f \ubd84\uc11d<\/li>\n<\/ol>\n<h3>4.1. \ub370\uc774\ud130 \uc218\uc9d1<\/h3>\n<p>\uba3c\uc800, \ud0a4\uc6c0\uc99d\uad8c API\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc8fc\uc2dd \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud574\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \ub2e4\uc74c\uc740 pykiwoom\uc744 \uc0ac\uc6a9\ud558\uc5ec \ud2b9\uc815 \uc885\ubaa9\uc758 \ub370\uc774\ud130\ub97c \uc694\uccad\ud558\ub294 \uc608\uc81c\uc785\ub2c8\ub2e4.<\/p>\n<pre>\n        <code>\n        from pykiwoom.kiwoom import Kiwoom\n        import pandas as pd\n\n        kiwoom = Kiwoom()\n        kiwoom.CommConnect()\n\n        # \uc885\ubaa9 \ucf54\ub4dc \uc124\uc815\n        code = \"005930\"  # \uc0bc\uc131\uc804\uc790\n\n        # \ub370\uc774\ud130 \uc694\uccad\n        df = kiwoom.get_master_last_price(code)  # \ud604\uc7ac\uac00 \uc694\uccad\n        print(df)\n        <\/code>\n    <\/pre>\n<h3>4.2. \ub9e4\ub9e4 \uc2e0\ud638 \uc0dd\uc131<\/h3>\n<p>\uc774\uc81c \uae30\ubcf8\uc801\uc778 \ub9e4\ub9e4 \uc54c\uace0\ub9ac\uc998\uc744 \uc124\uc815\ud558\uaca0\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \ub2e8\uc21c \uc774\ub3d9 \ud3c9\uade0(SMA)\uc744 \uae30\uc900\uc73c\ub85c \ub9e4\ub9e4 \uc2e0\ud638\ub97c \uc0dd\uc131\ud574\ubcfc \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<pre>\n        <code>\n        def generate_signal(data):\n            data['SMA_5'] = data['close'].rolling(window=5).mean()\n            data['SMA_20'] = data['close'].rolling(window=20).mean()\n            data['signal'] = 0\n            data['signal'][5:] = np.where(data['SMA_5'][5:] &gt; data['SMA_20'][5:], 1, 0)  # \ub9e4\uc218 \uc2e0\ud638\n            return data\n        <\/code>\n    <\/pre>\n<h3>4.3. \uac70\ub798 \uc2e4\ud589<\/h3>\n<p>\uc2e0\ud638\ub97c \uae30\ubc18\uc73c\ub85c \uac70\ub798\ub97c \uc2e4\ud589\ud558\ub294 \ucf54\ub4dc\ub97c \uc544\ub798\uc640 \uac19\uc774 \uc791\uc131\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<pre>\n        <code>\n        def execute_trade(signal):\n            if signal == 1:\n                # \ub9e4\uc218 \uc2e4\ud589\n                kiwoom.SendOrder(\"buysignal\", \"0101\", code, 1, 0, 0, \"03\", \"\")\n            elif signal == 0:\n                # \ub9e4\ub3c4 \uc2e4\ud589\n                kiwoom.SendOrder(\"sellsignal\", \"0101\", code, 1, 0, 0, \"03\", \"\")\n        <\/code>\n    <\/pre>\n<h3>5. \uc804\uccb4 \uc2dc\uc2a4\ud15c \ud1b5\ud569<\/h3>\n<p>\ub9c8\uc9c0\ub9c9\uc73c\ub85c, \uc704\uc758 \ubaa8\ub4e0 \uc694\uc18c\ub97c \ud558\ub098\uc758 \ud504\ub85c\uadf8\ub7a8\uc73c\ub85c \ud1b5\ud569\ud574\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \uc8fc\uae30\uc801\uc73c\ub85c \uc2dc\uc7a5 \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud558\uace0, \uc2e0\ud638\ub97c \uc0dd\uc131\ud558\uc5ec \ub9e4\ub9e4\ub97c \uc2e4\ud589\ud558\ub3c4\ub85d \ud558\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<pre>\n        <code>\n        import time\n\n        while True:\n            # \ub370\uc774\ud130 \uc218\uc9d1\n            data = kiwoom.get_market_data(code)\n            \n            # \ub9e4\ub9e4 \uc2e0\ud638 \uc0dd\uc131\n            signal_data = generate_signal(data)\n            latest_signal = signal_data['signal'].iloc[-1]\n            \n            # \uac70\ub798 \uc2e4\ud589\n            execute_trade(latest_signal)\n            \n            # 30\ucd08 \ub300\uae30\n            time.sleep(30)\n        <\/code>\n    <\/pre>\n<h2>6. \uacb0\ub860<\/h2>\n<p>\uc774\ubc88 \uae00\uc5d0\uc11c\ub294 \ud30c\uc774\uc36c\uc744 \uc0ac\uc6a9\ud558\uc5ec \ud0a4\uc6c0\uc99d\uad8c API\ub97c \uc774\uc6a9\ud55c \uae30\ubcf8\uc801\uc778 \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc54c\uc544\ubcf4\uc558\uc2b5\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc5d0\uc11c \ub370\uc774\ud130 \uc218\uc9d1, \ub9e4\ub9e4 \uc2e0\ud638 \uc0dd\uc131, \uac70\ub798 \uc2e4\ud589\uae4c\uc9c0\uc758 \ud750\ub984\uc744 \uc0b4\ud3b4\ubcf4\uc558\uc2b5\ub2c8\ub2e4. \ubcf8 \ub300\ubcf8\uc744 \ubc14\ud0d5\uc73c\ub85c \uac01\uc790 \uc790\uc2e0\ub9cc\uc758 \ubcf4\ub2e4 \ubcf5\uc7a1\ud558\uace0 \uc815\uad50\ud55c \ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc744 \uac1c\ubc1c\ud558\ub294 \ub370 \ub3c4\uc6c0\uc774 \ub418\uc5c8\uae30\ub97c \ubc14\ub78d\ub2c8\ub2e4. \ud504\ub85c\uadf8\ub798\ubc0d\uacfc \ud22c\uc790\uc5d0 \ub300\ud55c \uae4a\uc740 \uc774\ud574\ub97c \ubc14\ud0d5\uc73c\ub85c \ub2e4\uc591\ud55c \uc804\ub7b5\uc744 \uc2dc\ub3c4\ud574\ubcf4\uc2dc\uae30 \ubc14\ub78d\ub2c8\ub2e4.<\/p>\n<p>\ucd94\ud6c4\uc5d0 \ub354 \ub098\uc544\uac00 \uba38\uc2e0\ub7ec\ub2dd, \ub370\uc774\ud130 \ubd84\uc11d \uae30\ubc95 \ub4f1\uc744 \ud65c\uc6a9\ud558\uc5ec \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc744 \uace0\ub3c4\ud654\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud55c \uae00\ub3c4 \uc900\ube44\ud560 \uc608\uc815\uc785\ub2c8\ub2e4. \ub9ce\uc740 \uad00\uc2ec \ubd80\ud0c1\ub4dc\ub9bd\ub2c8\ub2e4!<\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>\ucd5c\uadfc \uc8fc\uc2dd \ud22c\uc790\uc5d0 \ub300\ud55c \uad00\uc2ec\uc774 \ub192\uc544\uc9d0\uc5d0 \ub530\ub77c, \ub9ce\uc740 \ud22c\uc790\uc790\ub4e4\uc774 \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud558\uace0\uc790 \ud569\ub2c8\ub2e4. \ud2b9\ud788, \ud30c\uc774\uc36c\uc740 \uac15\ub825\ud55c \ub77c\uc774\ube0c\ub7ec\ub9ac\uc640 \uc0ac\uc6a9 \uc6a9\uc774\uc131 \ub355\ubd84\uc5d0 \ub9ce\uc740 \uac1c\ubc1c\uc790\ub4e4\uc5d0\uac8c \uc0ac\ub791\ubc1b\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ubc88 \uae00\uc5d0\uc11c\ub294 \ud30c\uc774\uc36c\uc744 \ud65c\uc6a9\ud55c \uc790\ub3d9\ub9e4\ub9e4 \uac1c\ubc1c 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