{"id":30938,"date":"2024-10-28T06:04:38","date_gmt":"2024-10-28T06:04:38","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=30938"},"modified":"2024-11-26T06:46:56","modified_gmt":"2024-11-26T06:46:56","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%8c%8c%ec%9d%b4%ec%8d%ac%ec%9c%bc%eb%a1%9c-%ec%97%91%ec%85%80-%eb%8b%a4%eb%a3%a8%ea%b8%b0","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/30938\/","title":{"rendered":"\ud30c\uc774\uc36c \uc790\ub3d9\ub9e4\ub9e4 \uac1c\ubc1c, \ud30c\uc774\uc36c\uc73c\ub85c \uc5d1\uc140 \ub2e4\ub8e8\uae30"},"content":{"rendered":"

<\/p>\n

\ubaa9\ucc28<\/h2>\n
    \n
  1. \uc790\ub3d9\ub9e4\ub9e4\ub780?<\/li>\n
  2. \ud30c\uc774\uc36c\uacfc \uc790\ub3d9\ub9e4\ub9e4<\/li>\n
  3. \uc5d1\uc140 \ub370\uc774\ud130 \ub2e4\ub8e8\uae30<\/li>\n
  4. \ud30c\uc774\uc36c\uc744 \uc774\uc6a9\ud55c \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c \uad6c\ucd95<\/li>\n
  5. \ud30c\uc774\uc36c\uc73c\ub85c \uc5d1\uc140 \ud30c\uc77c \uc77d\uace0 \uc4f0\uae30<\/li>\n
  6. \uc2e4\uc81c \uc0ac\ub840: \uc8fc\uc2dd \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c<\/li>\n
  7. \uacb0\ub860<\/li>\n<\/ol>\n

    1. \uc790\ub3d9\ub9e4\ub9e4\ub780?<\/h2>\n

    \uc790\ub3d9\ub9e4\ub9e4\ub294 \ucef4\ud4e8\ud130 \uc54c\uace0\ub9ac\uc998\uc744 \uc774\uc6a9\ud558\uc5ec \ub9e4\ub9e4\ub97c \uc790\ub3d9\uc73c\ub85c \uc218\ud589\ud558\ub294 \ud504\ub85c\uc138\uc2a4\uc785\ub2c8\ub2e4. \uc2dc\uc7a5\uc758 \uc54c\uace0\ub9ac\uc998\uc740 \uc0ac\uc804\uc5d0 \uc124\uc815\ub41c \uaddc\uce59\uc5d0 \ub530\ub77c\uc11c \uc8fc\uc2dd\uc774\ub098 \ub2e4\ub978 \uae08\uc735 \uc0c1\ud488\uc744 \ub9e4\ub9e4\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc77c\ubc18\uc801\uc73c\ub85c \uc774\ub7ec\ud55c \uc2dc\uc2a4\ud15c\uc740 \uc8fc\uac00, \uac70\ub798\ub7c9, \uae30\uc220\uc801 \uc9c0\ud45c\uc640 \uac19\uc740 \ub370\uc774\ud130\ub97c \ubc14\ud0d5\uc73c\ub85c \uc791\ub3d9\ub429\ub2c8\ub2e4.<\/p>\n

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

    \ud30c\uc774\uc36c\uc740 \uac04\uacb0\ud55c \ubb38\ubc95\uacfc \ub2e4\uc591\ud55c \ub77c\uc774\ube0c\ub7ec\ub9ac \ub355\ubd84\uc5d0 \ub370\uc774\ud130 \ubd84\uc11d \ubc0f \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c \uad6c\ucd95\uc5d0 \ub9ce\uc774 \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \ud2b9\ud788, Pandas<\/strong>, NumPy<\/strong>, Matplotlib<\/strong>, TA-Lib<\/strong>\uc640 \uac19\uc740 \ub77c\uc774\ube0c\ub7ec\ub9ac\ub294 \ub370\uc774\ud130\ub97c \uc27d\uac8c \ub2e4\ub8e8\uace0, \ubd84\uc11d\ud560 \uc218 \uc788\uac8c \ub3c4\uc640\uc90d\ub2c8\ub2e4.<\/p>\n

    \ud30c\uc774\uc36c\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc5ec\ub7ec \uac70\ub798\uc18c\uc758 API\uc5d0 \uc811\uadfc\ud558\uace0, \uc2e4\uc2dc\uac04 \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud558\uc5ec \ub9e4\ub9e4 \uc2e0\ud638\ub97c \ubc1c\uc0dd\uc2dc\ud0ac \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub610\ud55c, \uc5d1\uc140 \ud30c\uc77c\uacfc\uc758 \uc5f0\ub3d9\uc774 \uc6a9\uc774\ud558\uc5ec, \ub370\uc774\ud130 \uc800\uc7a5 \ubc0f \uc2dc\uac01\ud654\uc5d0 \uc720\uc6a9\ud558\uac8c \ud65c\uc6a9\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n

    3. \uc5d1\uc140 \ub370\uc774\ud130 \ub2e4\ub8e8\uae30<\/h2>\n

    \uc5d1\uc140 \ud30c\uc77c\uc740 \ub9ce\uc740 \uae08\uc735 \ub370\uc774\ud130\uc758 \uc800\uc7a5 \ud615\uc2dd\uc73c\ub85c \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \ub530\ub77c\uc11c \ud30c\uc774\uc36c\uc73c\ub85c \uc5d1\uc140 \ub370\uc774\ud130\ub97c \uc27d\uac8c \uc77d\uace0 \uc4f8 \uc218 \uc788\ub294 \uae30\ub2a5\uc774 \uc911\uc694\ud569\ub2c8\ub2e4. \uc774\ub97c \uc704\ud574 openpyxl<\/strong> \ub610\ub294 pandas<\/strong> \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n

    3.1 Pandas \ub77c\uc774\ube0c\ub7ec\ub9ac\ub85c \uc5d1\uc140 \ub2e4\ub8e8\uae30<\/h3>\n

    Pandas\ub294 \uc5d1\uc140 \ud30c\uc77c\uc744 \uc77d\uace0 \uc4f0\uae30 \uc704\ud55c \uac15\ub825\ud55c \uae30\ub2a5\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \ub2e4\uc74c\uc740 Pandas\ub97c \uc774\uc6a9\ud574 \uc5d1\uc140 \ud30c\uc77c\uc744 \uc77d\uace0 \uc4f0\ub294 \uae30\ubcf8\uc801\uc778 \ubc29\ubc95\uc785\ub2c8\ub2e4.<\/p>\n

    \uc5d1\uc140 \ud30c\uc77c \uc77d\uae30<\/h4>\n
    import pandas as pd\n\n# \uc5d1\uc140 \ud30c\uc77c \uc77d\uae30\ndf = pd.read_excel(\"data.xlsx\")\nprint(df.head())  # \ub370\uc774\ud130\uc758 \uccab 5\ud589 \ucd9c\ub825<\/code><\/pre>\n
    \uc5d1\uc140 \ud30c\uc77c \uc4f0\uae30<\/h4>\n
    # \uc0c8\ub85c\uc6b4 \ub370\uc774\ud130\ud504\ub808\uc784 \uc0dd\uc131\nnew_data = {\"Name\": [\"Alice\", \"Bob\"], \"Age\": [25, 30]}\nnew_df = pd.DataFrame(new_data)\n\n# \uc5d1\uc140 \ud30c\uc77c\ub85c \uc800\uc7a5\nnew_df.to_excel(\"output.xlsx\", index=False)<\/code><\/pre>\n
    4. \ud30c\uc774\uc36c\uc744 \uc774\uc6a9\ud55c \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c \uad6c\ucd95<\/h2>\n
    \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c \uad6c\ucd95\uc758 \uccab \ub2e8\uacc4\ub294 \ub370\uc774\ud130 \uc218\uc9d1\uc785\ub2c8\ub2e4. \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud558\ub294 \ubc29\ubc95\uc5d0\ub294 \uc5ec\ub7ec \uac00\uc9c0\uac00 \uc788\uc9c0\ub9cc, API\ub97c \uc0ac\uc6a9\ud558\ub294 \uac83\uc774 \uc77c\ubc18\uc801\uc785\ub2c8\ub2e4. \ub2e4\uc591\ud55c \uae08\uc735 \ub370\uc774\ud130 \uc81c\uacf5\uc5c5\uccb4\uac00 API\ub97c \ud1b5\ud574 \uc8fc\uac00, \ud658\uc728 \ub4f1\uc758 \ub370\uc774\ud130\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/p>\n
    4.1 Alpha Vantage API\ub97c \uc0ac\uc6a9\ud55c \ub370\uc774\ud130 \uc218\uc9d1<\/h3>\n
    Alpha Vantage\ub294 \uae08\uc735 \ub370\uc774\ud130\ub97c \ubb34\ub8cc\ub85c \uc81c\uacf5\ud558\ub294 API\uc785\ub2c8\ub2e4. \uc0ac\uc6a9\ud558\uae30 \uc704\ud574\uc11c\ub294 API \ud0a4\ub97c \uc0dd\uc131\ud574\uc57c \ud569\ub2c8\ub2e4. \ub2e4\uc74c\uc740 Alpha Vantage\uc758 API\ub97c \uc774\uc6a9\ud558\uc5ec \uc8fc\uac00 \ub370\uc774\ud130\ub97c \uac00\uc838\uc624\ub294 \uc608\uc81c\uc785\ub2c8\ub2e4.<\/p>\n
    import requests\n\nAPI_KEY = '\ub2f9\uc2e0\uc758_API_KEY'  # \uc790\uc2e0\uc758 API \ud0a4\ub85c \ubcc0\uacbd\nsymbol = 'AAPL'  # \uad00\uc2ec \uc788\ub294 \uc8fc\uc2dd \uc2ec\ubcfc\nurl = f'https:\/\/www.alphavantage.co\/query?function=TIME_SERIES_DAILY&symbol={symbol}&apikey={API_KEY}'\n\nresponse = requests.get(url)\ndata = response.json()\nprint(data)<\/code><\/pre>\n
    5. \ud30c\uc774\uc36c\uc73c\ub85c \uc5d1\uc140 \ud30c\uc77c \uc77d\uace0 \uc4f0\uae30<\/h2>\n
    5.1 openpyxl \ub77c\uc774\ube0c\ub7ec\ub9ac<\/h3>\n
    \uc5d1\uc140 \ud30c\uc77c\uc744 \ub2e4\ub8e8\uae30 \uc704\ud574 openpyxl<\/strong> \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc544\ub798\ub294 openpyxl\uc744 \uc0ac\uc6a9\ud55c \uc5d1\uc140 \ud30c\uc77c \uc77d\uae30\uc640 \uc4f0\uae30\uc758 \uae30\ubcf8\uc801\uc778 \uc608\uc81c\uc785\ub2c8\ub2e4.<\/p>\n
    from openpyxl import load_workbook\n\n# \uc5d1\uc140 \ud30c\uc77c \uc77d\uae30\nwb = load_workbook('sample.xlsx')\nws = wb.active\n\n# \ub370\uc774\ud130 \ucd9c\ub825\nfor row in ws.iter_rows(values_only=True):\n    print(row)\n\n# \ub370\uc774\ud130 \uc4f0\uae30\nws['A1'] = 'Hello'\nwb.save('sample.xlsx')<\/code><\/pre>\n
    6. \uc2e4\uc81c \uc0ac\ub840: \uc8fc\uc2dd \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c<\/h2>\n
    \uac04\ub2e8\ud55c \uc8fc\uc2dd \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud558\ub294 \ubc29\ubc95\uc744 \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \uc544\ub798\ub294 \ud2b9\uc815 \uc8fc\uc2dd\uc758 \uc774\ub3d9 \ud3c9\uade0\uc120 \uad50\ucc28 \uc804\ub7b5\uc744 \uc0ac\uc6a9\ud558\ub294 \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc758 \uc608\uc81c\uc785\ub2c8\ub2e4.<\/p>\n
    6.1 \uc804\ub7b5 \uac1c\uc694<\/h4>\n
    \uc774\ub3d9 \ud3c9\uade0\uc120 \uad50\ucc28 \uc804\ub7b5\uc740 \uc9e7\uc740 \uae30\uac04\uc758 \uc774\ub3d9 \ud3c9\uade0\uc120\uc774 \uae34 \uae30\uac04\uc758 \uc774\ub3d9 \ud3c9\uade0\uc120\uc744 \uc0c1\ud5a5 \ub3cc\ud30c\ud560 \ub54c \ub9e4\uc218\ud558\uace0, \ud558\ud5a5 \ub3cc\ud30c\ud560 \ub54c \ub9e4\ub3c4\ud558\ub294 \uc804\ub7b5\uc785\ub2c8\ub2e4.<\/p>\n
    6.2 \ucf54\ub4dc \uc608\uc81c<\/h4>\n
    import pandas as pd\nimport numpy as np\n\n# \ub370\uc774\ud130 \ubd88\ub7ec\uc624\uae30\ndf = pd.read_csv('historical_data.csv')\n\n# \uc774\ub3d9 \ud3c9\uade0\uc120 \uacc4\uc0b0\ndf['SMA_20'] = df['Close'].rolling(window=20).mean()\ndf['SMA_50'] = df['Close'].rolling(window=50).mean()\n\n# \ub9e4\ub9e4 \uc2e0\ud638 \uc0dd\uc131\ndf['Signal'] = 0\ndf['Signal'][20:] = np.where(df['SMA_20'][20:] > df['SMA_50'][20:], 1, 0)\ndf['Position'] = df['Signal'].diff()\n\n# \uacb0\uacfc \ucd9c\ub825\nprint(df[['Date', 'Close', 'SMA_20', 'SMA_50', 'Signal', 'Position']].tail())<\/code><\/pre>\n
    7. \uacb0\ub860<\/h2>\n
    \uc774\ubc88 \uac15\uc88c\uc5d0\uc11c\ub294 \ud30c\uc774\uc36c\uc744 \uc774\uc6a9\ud55c \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc758 \uac1c\ub150\uacfc, \uc5d1\uc140 \ud30c\uc77c\uc744 \ub2e4\ub8e8\ub294 \uae30\ubcf8\uc801\uc778 \ubc29\ubc95 \ubc0f \uc2e4\uc81c \uc0ac\ub840\ub97c \ud1b5\ud574 \uc2dc\uc5f0\ud588\uc2b5\ub2c8\ub2e4. \uac01\uc885 API\uc640 \uc5d1\uc140 \ud30c\uc77c\uc744 \ud65c\uc6a9\ud558\uc5ec \ub098\ub9cc\uc758 \ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc744 \uc27d\uac8c \uac1c\ubc1c\ud560 \uc218 \uc788\uc73c\uba70, \uc55e\uc73c\ub85c \uc2ec\ud654\ub41c \uc804\ub7b5\uc744 \uad6c\ud604\ud574\ubcf4\ub294 \uac83\ub3c4 \ucd94\ucc9c\ub4dc\ub9bd\ub2c8\ub2e4.<\/p>\n
    \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c \uac1c\ubc1c\uc5d0 \ub300\ud55c \ub354 \ub9ce\uc740 \uc790\ub8cc\uc640 \uc608\uc81c\ub294 \uacc4\uc18d\ud574\uc11c \uc5f0\uad6c\ud558\uace0 \uc5f0\uc2b5\ud558\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4. \uac01\uc790\uc758 \ud22c\uc790 \uc2a4\ud0c0\uc77c\uacfc \ubaa9\ud45c\uc5d0 \ub9de\ub294 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud574\uc11c \ub354 \ub098\uc740 \uacb0\uacfc\ub97c \uc5bb\uae38 \ubc14\ub78d\ub2c8\ub2e4.<\/p>\n
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