{"id":30926,"date":"2024-10-28T06:04:34","date_gmt":"2024-10-28T06:04:34","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=30926"},"modified":"2024-11-26T06:46:59","modified_gmt":"2024-11-26T06:46:59","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-%ec%9c%84%ec%a0%af%ea%b3%bc-%ec%9c%88%eb%8f%84%ec%9a%b0","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/30926\/","title":{"rendered":"\ud30c\uc774\uc36c \uc790\ub3d9\ub9e4\ub9e4 \uac1c\ubc1c, \ud0a4\uc6c0\uc99d\uad8c API, \uc704\uc82f\uacfc \uc708\ub3c4\uc6b0"},"content":{"rendered":"

\ucd5c\uadfc \uba87 \ub144\uac04 \uae08\uc735 \uc2dc\uc7a5\uc758 \ubcc0\ud654\ub294 \ub9e4\uc6b0 \ube60\ub974\uac8c \uc9c4\ud589\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ud2b9\ud788, \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc740 \uac1c\uc778 \ud22c\uc790\uc790\uc5d0\uac8c\ub3c4 \ub354 \ub9ce\uc740 \uae30\ud68c\ub97c \uc81c\uacf5\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uae00\uc5d0\uc11c\ub294 \ud30c\uc774\uc36c\uc744 \uc774\uc6a9\ud55c \uc790\ub3d9\ub9e4\ub9e4 \uac1c\ubc1c\uc758 \uae30\ucd08\ubd80\ud130 \uc2dc\uc791\ud558\uc5ec, \ud0a4\uc6c0\uc99d\uad8c API\uc758 \uc0ac\uc6a9\ubc95, \uadf8\ub9ac\uace0 GUI \uc704\uc82f\uacfc \uc708\ub3c4\uc6b0\uc758 \ud65c\uc6a9\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc124\uba85\ud558\ub3c4\ub85d \ud558\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n

1. \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc758 \uc774\ud574<\/h2>\n

\uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc740 \ud2b9\uc815 \uc870\uac74\uc774 \ucda9\uc871\ub418\uba74 \uc790\ub3d9\uc73c\ub85c \uac70\ub798\ub97c \uc218\ud589\ud558\ub294 \uc18c\ud504\ud2b8\uc6e8\uc5b4\uc785\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc2dc\uc2a4\ud15c\uc740 \uc8fc\uc2dd, \uc678\ud658, \uc554\ud638\ud654\ud3d0 \ub4f1 \ub2e4\uc591\ud55c \uc790\uc0b0\uc5d0 \uc801\uc6a9\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uc2dc\uc2a4\ud15c\uc740 \uc54c\uace0\ub9ac\uc998 \uac70\ub798, \uace0\ube48\ub3c4 \uac70\ub798, \uc774\ubca4\ud2b8 \uae30\ubc18 \uac70\ub798 \ub4f1 \uc5ec\ub7ec \uc811\uadfc \ubc29\uc2dd\uc744 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n

2. \ud30c\uc774\uc36c\uacfc \uc790\ub3d9\ub9e4\ub9e4<\/h2>\n

\ud30c\uc774\uc36c\uc740 \uac15\ub825\ud55c \ub370\uc774\ud130 \ucc98\ub9ac \ub77c\uc774\ube0c\ub7ec\ub9ac\uc640 \ud568\uaed8 \uc8fc\uc2dd \uac70\ub798 \uc54c\uace0\ub9ac\uc998\uc744 \uac1c\ubc1c\ud558\ub294 \ub370 \ub9e4\uc6b0 \uc778\uae30 \uc788\ub294 \uc5b8\uc5b4\uc785\ub2c8\ub2e4. Pandas<\/strong>, Numpy<\/strong>, Matplotlib<\/strong> \ub4f1\uacfc \uac19\uc740 \ub370\uc774\ud130 \ubd84\uc11d \ub77c\uc774\ube0c\ub7ec\ub9ac\ub294 \ub370\uc774\ud130 \uc218\uc9d1 \ubc0f \ucc98\ub9ac\ub97c \uc27d\uac8c \ub9cc\ub4e4\uc5b4 \uc90d\ub2c8\ub2e4.<\/p>\n

3. \ud0a4\uc6c0\uc99d\uad8c API \uac1c\uc694<\/h2>\n

\ud0a4\uc6c0\uc99d\uad8c\uc740 \ud55c\uad6d\uc5d0\uc11c \uac00\uc7a5 \uc778\uae30 \uc788\ub294 \uc99d\uad8c\uc0ac \uc911 \ud558\ub098\ub85c, \uc8fc\uc2dd \uac70\ub798\ub97c \uc704\ud55c API\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uc0ac\uc6a9\uc790\ub294 \ud504\ub85c\uadf8\ub7a8\uc744 \ud1b5\ud574 \uc9c1\uc811 \uc8fc\uc2dd \uac70\ub798\ub97c \ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n

\ud0a4\uc6c0\uc99d\uad8c\uc758 API\ub294 \ud0a4\uc6c0\uc624\ud508API<\/strong>\ub77c\uace0 \ubd88\ub9ac\uba70, \ub9ac\uc5bc\ud0c0\uc784 \ub370\uc774\ud130 \uc218\uc9d1, \uc8fc\ubb38 \uc2e4\ud589 \ubc0f \uacc4\uc88c \uc815\ubcf4 \ud655\uc778 \ub4f1\uc758 \uae30\ub2a5\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \uc774 API\ub97c \uc0ac\uc6a9\ud558\uae30 \uc704\ud574\uc11c\ub294 \ud0a4\uc6c0\uc99d\uad8c\uc5d0\uc11c \uc81c\uacf5\ud558\ub294 HTS(\ud648 \ud2b8\ub808\uc774\ub529 \uc2dc\uc2a4\ud15c)\ub97c \uc124\uce58\ud558\uace0, API \uc0ac\uc6a9\uc744 \uc704\ud55c \uc124\uc815\uc744 \uc9c4\ud589\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n

3.1. \ud0a4\uc6c0\uc99d\uad8c API \uc124\uce58\uc640 \uc124\uc815<\/h3>\n
    \n
  1. \ud0a4\uc6c0\uc99d\uad8c \ud648\ud398\uc774\uc9c0\uc5d0\uc11c HTS\ub97c \ub2e4\uc6b4\ub85c\ub4dc\ud558\uace0 \uc124\uce58\ud569\ub2c8\ub2e4.<\/li>\n
  2. \uc124\uce58 \ud6c4, \ud504\ub85c\uadf8\ub7a8\uc5d0\uc11c API \uc0ac\uc6a9\uc744 \uc704\ud55c \uc124\uc815\uc744 \uc9c4\ud589\ud569\ub2c8\ub2e4.<\/li>\n
  3. \ud0a4\uc6c0\uc99d\uad8c \uace0\uac1d\uc13c\ud130\ub97c \ud1b5\ud574 API \uc0ac\uc6a9\uc744 \uc2e0\uccad\ud569\ub2c8\ub2e4.<\/li>\n
  4. API \ud0a4\ub97c \ubc1c\uae09\ubc1b\uace0, \ucf54\ub4dc\uc5d0\uc11c \uc0ac\uc6a9\ud560 \uc218 \uc788\ub3c4\ub85d \uc900\ube44\ud569\ub2c8\ub2e4.<\/li>\n<\/ol>\n

    4. \ud30c\uc774\uc36c\uc5d0\uc11c \ud0a4\uc6c0\uc99d\uad8c API \uc0ac\uc6a9\ud558\uae30<\/h2>\n

    \ud0a4\uc6c0\uc99d\uad8c API\ub294 COM(Component Object Model) \uae30\ubc18\uc758 API\ub85c, Python\uc5d0\uc11c \uc774 API\ub97c \uc0ac\uc6a9\ud558\uae30 \uc704\ud574\uc11c\ub294 pywin32<\/strong>\ub77c\ub294 \ub77c\uc774\ube0c\ub7ec\ub9ac\uac00 \ud544\uc694\ud569\ub2c8\ub2e4. \uc544\ub798\ub294 \uc774 \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \uc124\uce58\ud558\ub294 \ubc29\ubc95\uc785\ub2c8\ub2e4.<\/p>\n

    pip install pywin32<\/code><\/pre>\n
    4.1. \ud0a4\uc6c0\uc99d\uad8c API \uc608\uc81c \ucf54\ub4dc<\/h3>\n
    \ub2e4\uc74c\uc740 \ud30c\uc774\uc36c\uc744 \uc774\uc6a9\ud558\uc5ec \ud0a4\uc6c0\uc99d\uad8c API\uc5d0 \uc5f0\uacb0\ud558\uace0, \uacc4\uc88c \uc815\ubcf4\ub97c \uc870\ud68c\ud558\ub294 \uae30\ubcf8\uc801\uc778 \uc608\uc81c \ucf54\ub4dc\uc785\ub2c8\ub2e4.<\/p>\n
    import win32com.client\nimport pythoncom\nimport time\n\n# \ud0a4\uc6c0 API \ucd08\uae30\ud654\nkiwoom = win32com.client.Dispatch(\"KHOPENAPI.KHOpenAPICtrl.1\")\n\n# COM \ucd08\uae30\ud654\ndef run_loop():\n    pythoncom.PumpWaitingMessages()\n\n# \ub85c\uadf8\uc778\nkiwoom.CommConnect()\n\n# \ub85c\uadf8\uc778 \ud6c4 \ub300\uae30\nrun_loop()\n    \n# \uacc4\uc88c\ubc88\ud638 \uc870\ud68c\naccount_num = kiwoom.GetLoginInfo(\"ACCNO\")\nprint(f\"\uacc4\uc88c\ubc88\ud638: {account_num}\")\n\n# \uacc4\uc88c \uc794\uace0 \uc870\ud68c\ndef get_account_balance(account_num):\n    kiwoom.SetInputValue(\"\u5e10\u6237\ubc88\ud638\", account_num)\n    kiwoom.CommRqData(\"\uc794\uace0\uc870\ud68c\", \"opw00001\", 0, \"4100\")\n\nget_account_balance(account_num)\n<\/code><\/pre>\n
    5. \uc790\ub3d9\ub9e4\ub9e4 \ub85c\uc9c1 \uad6c\ud604<\/h2>\n
    \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc758 \ud575\uc2ec\uc740 \ub9e4\ub9e4 \ub85c\uc9c1\uc785\ub2c8\ub2e4. \ud2b9\uc815 \ub9e4\ub9e4 \uc804\ub7b5\uc5d0 \uae30\ubc18\ud558\uc5ec \ub9e4\uc218 \ubc0f \ub9e4\ub3c4 \uc2e0\ud638\ub97c \uc0dd\uc131\ud558\uace0 \uc774\ub97c API\ub97c \ud1b5\ud574 \uc2e4\ud589\ud558\ub294 \ub2e8\uacc4\uac00 \ud544\uc694\ud569\ub2c8\ub2e4.<\/p>\n
    5.1. \uae30\ubcf8\uc801\uc778 \ub9e4\ub9e4 \uc804\ub7b5 \uc608\uc81c<\/h3>\n
    \ub2e4\uc74c\uc740 \uac04\ub2e8\ud55c \uc774\ub3d9 \ud3c9\uade0 \uad50\ucc28 \uc804\ub7b5\uc744 \uad6c\ud604\ud55c \uc608\uc81c\uc785\ub2c8\ub2e4. \uc774 \uc804\ub7b5\uc740 \ub2e8\uae30 \uc774\ub3d9 \ud3c9\uade0\uc120\uc774 \uc7a5\uae30 \uc774\ub3d9 \ud3c9\uade0\uc120\uc744 \ub118\uc744 \ub54c \ub9e4\uc218 \uc2e0\ud638\ub97c \ubc1c\uc0dd\uc2dc\ud0a4\uace0, \ubc18\ub300\uc758 \uacbd\uc6b0\uc5d0 \ub9e4\ub3c4 \uc2e0\ud638\ub97c \ubc1c\uc0dd\uc2dc\ud0a4\ub294 \ubc29\uc2dd\uc785\ub2c8\ub2e4.<\/p>\n
    \nimport pandas as pd\n\n# \uc8fc\uac00 \ub370\uc774\ud130 \uc218\uc9d1 \ud568\uc218\ndef get_stock_data(stock_code, start_date, end_date):\n    # \uc8fc\uac00 \ub370\uc774\ud130 \uac00\uc838\uc624\uae30 (yfinance\ub098 \ub2e4\ub978 \ub370\uc774\ud130 \uc18c\uc2a4\ub97c \uc0ac\uc6a9\ud560 \uc218 \uc788\uc74c)\n    return pd.DataFrame()  # \uc2e4\uc81c \uc8fc\uac00 \ub370\uc774\ud130 \ud504\ub808\uc784 \ubc18\ud658\n\n# \ub9e4\ub9e4 \uc804\ub7b5 \ud568\uc218\ndef trading_strategy(stock_code):\n    data = get_stock_data(stock_code, '2022-01-01', '2023-01-01')\n    \n    # \uc774\ub3d9 \ud3c9\uade0 \uacc4\uc0b0\n    data['short_ma'] = data['close'].rolling(window=5).mean()\n    data['long_ma'] = data['close'].rolling(window=20).mean()\n    \n    # \ub9e4\uc218 \ubc0f \ub9e4\ub3c4 \uc2e0\ud638 \uc0dd\uc131\n    data['signal'] = 0\n    data['signal'][data['short_ma'] > data['long_ma']] = 1  # \ub9e4\uc218 \uc2e0\ud638\n    data['signal'][data['short_ma'] < data['long_ma']] = -1  # \ub9e4\ub3c4 \uc2e0\ud638\n    \n    return data.final_signals\n\n# \ud14c\uc2a4\ud2b8\nstock_code = 'A005930'  # \uc0bc\uc131\uc804\uc790\nsignals = trading_strategy(stock_code)\nprint(signals)\n<\/code><\/pre>\n
    6. GUI \uc704\uc82f\uacfc \uc708\ub3c4\uc6b0<\/h2>\n
    \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc744 \uac1c\ubc1c\ud560 \ub54c\ub294 \uc0ac\uc6a9\uc790 \uc778\ud130\ud398\uc774\uc2a4\ub3c4 \uace0\ub824\ud574\uc57c \ud569\ub2c8\ub2e4. PyQt<\/strong> \ub610\ub294 Tkinter<\/strong>\uc640 \uac19\uc740 \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc0ac\uc6a9\uc790 \uce5c\ud654\uc801\uc778 GUI\ub97c \uc0dd\uc131\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
    6.1. Tkinter\ub97c \uc774\uc6a9\ud55c \uac04\ub2e8\ud55c GUI \uc608\uc81c<\/h3>\n
    \ub2e4\uc74c\uc740 Tkinter\ub97c \uc0ac\uc6a9\ud558\uc5ec \uac04\ub2e8\ud55c \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc758 GUI\ub97c \uad6c\ud604\ud55c \uc608\uc81c\uc785\ub2c8\ub2e4.<\/p>\n
    \nimport tkinter as tk\nfrom tkinter import messagebox\n\ndef start_trading():\n    # \uac70\ub798 \uc2dc\uc791 \uae30\ub2a5 \uad6c\ud604\n    messagebox.showinfo(\"\uc54c\ub9bc\", \"\uc790\ub3d9 \ub9e4\ub9e4 \uc2dc\uc791\")\n\n# GUI \uc124\uc815\nroot = tk.Tk()\nroot.title(\"\uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\")\n\nstart_button = tk.Button(root, text=\"\uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc791\", command=start_trading)\nstart_button.pack()\n\nroot.mainloop()\n<\/code><\/pre>\n
    7. \uacb0\ub860<\/h2>\n
    \uc774 \uae00\uc5d0\uc11c\ub294 \ud30c\uc774\uc36c\uc744 \uc774\uc6a9\ud55c \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c \uac1c\ubc1c\uc5d0 \ud544\uc694\ud55c \uae30\ucd08\uc801\uc778 \uc9c0\uc2dd\uacfc \uc608\uc81c \ucf54\ub4dc\ub97c \uc18c\uac1c\ud558\uc600\uc2b5\ub2c8\ub2e4. \ud0a4\uc6c0\uc99d\uad8c API\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc2e4\uc2dc\uac04 \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud558\uace0, GUI\ub97c \ud1b5\ud574 \uc0ac\uc6a9\uc790\uc640 \uc0c1\ud638\uc791\uc6a9\ud560 \uc218 \uc788\ub294 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ud604\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc740 \uac1c\uc778 \ud22c\uc790\uc790\uc5d0\uac8c \ub9ce\uc740 \ud61c\ud0dd\uc744 \uc81c\uacf5\ud558\uc9c0\ub9cc, \uc798\ubabb\ub41c \uc804\ub7b5\uc774\ub098 \uacfc\ub3c4\ud55c \uc704\ud5d8 \uc124\uc815\uc740 \ud070 \uc190\uc2e4\ub85c \uc774\uc5b4\uc9c8 \uc218 \uc788\uc73c\ubbc0\ub85c \uc2e0\uc911\ud558\uac8c \uc811\uadfc\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n
    \uc55e\uc73c\ub85c\ub3c4 \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc758 \uace0\ub3c4\ud654\uc640 \ub2e4\uc591\ud55c \uc804\ub7b5\uc744 \uc5f0\uad6c\ud558\uba74\uc11c \uc131\uacf5\uc801\uc778 \ud22c\uc790\uc5d0 \uae30\uc5ec\ud560 \uc218 \uc788\uae30\ub97c \ubc14\ub78d\ub2c8\ub2e4.<\/p>\n","protected":false},"excerpt":{"rendered":"
    \ucd5c\uadfc \uba87 \ub144\uac04 \uae08\uc735 \uc2dc\uc7a5\uc758 \ubcc0\ud654\ub294 \ub9e4\uc6b0 \ube60\ub974\uac8c \uc9c4\ud589\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ud2b9\ud788, \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc740 \uac1c\uc778 \ud22c\uc790\uc790\uc5d0\uac8c\ub3c4 \ub354 \ub9ce\uc740 \uae30\ud68c\ub97c \uc81c\uacf5\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uae00\uc5d0\uc11c\ub294 \ud30c\uc774\uc36c\uc744 \uc774\uc6a9\ud55c \uc790\ub3d9\ub9e4\ub9e4 \uac1c\ubc1c\uc758 \uae30\ucd08\ubd80\ud130 \uc2dc\uc791\ud558\uc5ec, \ud0a4\uc6c0\uc99d\uad8c API\uc758 \uc0ac\uc6a9\ubc95, \uadf8\ub9ac\uace0 GUI \uc704\uc82f\uacfc \uc708\ub3c4\uc6b0\uc758 \ud65c\uc6a9\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc124\uba85\ud558\ub3c4\ub85d \ud558\uaca0\uc2b5\ub2c8\ub2e4. 1. \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc758 \uc774\ud574 \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc740 \ud2b9\uc815 \uc870\uac74\uc774 \ucda9\uc871\ub418\uba74 \uc790\ub3d9\uc73c\ub85c \uac70\ub798\ub97c \uc218\ud589\ud558\ub294 \uc18c\ud504\ud2b8\uc6e8\uc5b4\uc785\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc2dc\uc2a4\ud15c\uc740 … \ub354 \ubcf4\uae30 “\ud30c\uc774\uc36c \uc790\ub3d9\ub9e4\ub9e4 \uac1c\ubc1c, \ud0a4\uc6c0\uc99d\uad8c API, \uc704\uc82f\uacfc \uc708\ub3c4\uc6b0”<\/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-30926","post","type-post","status-publish","format-standard","hentry","category-37"],"yoast_head":"\n\ud30c\uc774\uc36c \uc790\ub3d9\ub9e4\ub9e4 \uac1c\ubc1c, \ud0a4\uc6c0\uc99d\uad8c API, \uc704\uc82f\uacfc \uc708\ub3c4\uc6b0 - 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