{"id":30887,"date":"2024-10-28T06:04:23","date_gmt":"2024-10-28T06:04:23","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=30887"},"modified":"2024-11-26T06:47:06","modified_gmt":"2024-11-26T06:47:06","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-%ea%b0%84%eb%8b%a8%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\/30887\/","title":{"rendered":"\ud30c\uc774\uc36c \uc790\ub3d9\ub9e4\ub9e4 \uac1c\ubc1c, \uac04\ub2e8\ud55c \uadf8\ub798\ud504 \uadf8\ub9ac\uae30"},"content":{"rendered":"<p>\ud30c\uc774\uc36c\uc740 \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c \uac1c\ubc1c\uc5d0 \ub110\ub9ac \uc0ac\uc6a9\ub418\ub294 \ud504\ub85c\uadf8\ub798\ubc0d \uc5b8\uc5b4\uc785\ub2c8\ub2e4. \uadf8 \uc774\uc720\ub294 \ud30c\uc774\uc36c\uc758 \uc9c1\uad00\uc801\uc778 \ubb38\ubc95\uacfc \ub370\uc774\ud130 \ubd84\uc11d\uc744 \uc704\ud55c \ub2e4\uc591\ud55c \ub77c\uc774\ube0c\ub7ec\ub9ac\uac00 \uc81c\uacf5\ub418\uae30 \ub54c\ubb38\uc785\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 \ud30c\uc774\uc36c\uc73c\ub85c \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc744 \uac1c\ubc1c\ud558\uae30 \uc704\ud55c \uae30\ucd08\uc801\uc778 \ub0b4\uc6a9\uc744 \ub2e4\ub8ec \ud6c4, \ub370\uc774\ud130 \uc2dc\uac01\ud654\ub97c \uc704\ud55c \uac04\ub2e8\ud55c \uadf8\ub798\ud504 \uadf8\ub9ac\uae30 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>1. \uc790\ub3d9\ub9e4\ub9e4\ub780?<\/h2>\n<p>\uc790\ub3d9\ub9e4\ub9e4(Automated Trading)\ub780, \ud2b9\uc815 \uc54c\uace0\ub9ac\uc998\uc774\ub098 \uc804\ub7b5\uc5d0 \ub530\ub77c \ucef4\ud4e8\ud130 \ud504\ub85c\uadf8\ub7a8\uc774 \uc790\ub3d9\uc73c\ub85c \ub9e4\ub9e4\ub97c \uc218\ud589\ud558\ub294 \uac83\uc744 \ub9d0\ud569\ub2c8\ub2e4. \uc778\uac04\uc758 \uac10\uc815\uc774\ub098 \uc9c1\uad00\uc5d0 \uc758\uc874\ud558\uc9c0 \uc54a\uace0 \ub370\uc774\ud130\ub97c \uae30\ubc18\uc73c\ub85c \ud55c \ud569\ub9ac\uc801\uc778 \uacb0\uc815\uc744 \ub0b4\ub9b4 \uc218 \uc788\ub2e4\ub294 \uc7a5\uc810\uc774 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>2. \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c \uac1c\ubc1c\uc744 \uc704\ud55c \ud544\uc218 \ub77c\uc774\ube0c\ub7ec\ub9ac<\/h2>\n<p>\ud30c\uc774\uc36c\uc5d0\uc11c\ub294 \ub370\uc774\ud130 \uc218\uc9d1, \ucc98\ub9ac \ubc0f \uc2dc\uac01\ud654, \uadf8\ub9ac\uace0 \uc2e4\uc81c \ub9e4\ub9e4\ub97c \uc218\ud589\ud558\uae30 \uc704\ud55c \ub2e4\uc591\ud55c \ub77c\uc774\ube0c\ub7ec\ub9ac\uac00 \uc788\uc2b5\ub2c8\ub2e4. \ub2e4\uc74c\uc740 \uadf8\uc911 \uba87 \uac00\uc9c0\ub97c \uc18c\uac1c\ud569\ub2c8\ub2e4.<\/p>\n<ul>\n<li><strong>pandas<\/strong>: \ub370\uc774\ud130 \uc870\uc791 \ubc0f \ubd84\uc11d\uc744 \uc704\ud55c \ub77c\uc774\ube0c\ub7ec\ub9ac\ub85c, \uc2dc\uac04\ub300\ubcc4 \ub370\uc774\ud130 \ucc98\ub9ac\uc5d0 \ub9e4\uc6b0 \uc720\uc6a9\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>NumPy<\/strong>: \uace0\uc131\ub2a5 \uacfc\ud559 \uacc4\uc0b0\uc744 \uc704\ud55c \ub77c\uc774\ube0c\ub7ec\ub9ac\ub85c, \ubc30\uc5f4 \uc5f0\uc0b0\uc744 \ud6a8\uacfc\uc801\uc73c\ub85c \uc218\ud589\ud560 \uc218 \uc788\uac8c \ud574\uc90d\ub2c8\ub2e4.<\/li>\n<li><strong>Matplotlib<\/strong> \/ <strong>Seaborn<\/strong>: \ub370\uc774\ud130 \uc2dc\uac01\ud654\ub97c \uc704\ud55c \ub77c\uc774\ube0c\ub7ec\ub9ac\uc785\ub2c8\ub2e4. \ub2e4\uc591\ud55c \uc885\ub958\uc758 \ucc28\ud2b8\ub97c \ub9cc\ub4e4 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>Requests<\/strong>: \uc6f9 API\ub97c \ud1b5\ud574 \uae08\uc735 \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud560 \ub54c \uc720\uc6a9\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>TA-Lib<\/strong>: \uae30\uc220\uc801 \ubd84\uc11d\uc744 \uc704\ud55c \ub77c\uc774\ube0c\ub7ec\ub9ac\ub85c, \ub2e4\uc591\ud55c \uc9c0\ud45c\ub97c \uc27d\uac8c \uacc4\uc0b0\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h2>3. \ub370\uc774\ud130 \uc218\uc9d1<\/h2>\n<p>\uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc744 \uac1c\ubc1c\ud558\uae30 \uc704\ud574\uc11c\ub294 \uc6b0\uc120 \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud574\uc57c \ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc6b0\ub9ac\ub294 Yahoo Finance API\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc8fc\uc2dd \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ub2e4\uc74c\uc740 Yahoo Finance\uc5d0\uc11c \uc8fc\uc2dd \ub370\uc774\ud130\ub97c \ubd88\ub7ec\uc624\ub294 \uac04\ub2e8\ud55c \ucf54\ub4dc\uc785\ub2c8\ub2e4:<\/p>\n<pre><code>import yfinance as yf\n\n# \uc560\ud50c \uc8fc\uc2dd \ub370\uc774\ud130 \uc218\uc9d1\nstock_code = 'AAPL'\ndata = yf.download(stock_code, start='2022-01-01', end='2023-01-01')\nprint(data.head())<\/code><\/pre>\n<p>\uc704 \ucf54\ub4dc\ub97c \uc2e4\ud589\ud558\uba74 \uc9c0\uc815\ud55c \uae30\uac04 \ub3d9\uc548\uc758 \uc560\ud50c(AAPL) \uc8fc\uc2dd \ub370\uc774\ud130\ub97c DataFrame \ud615\uc2dd\uc73c\ub85c \ucd9c\ub825\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>4. \ub370\uc774\ud130 \ubd84\uc11d<\/h2>\n<p>\uc218\uc9d1\ud55c \ub370\uc774\ud130\ub97c \ubc14\ud0d5\uc73c\ub85c \uac04\ub2e8\ud55c \ubd84\uc11d\uc744 \ud574\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc774\ub3d9 \ud3c9\uade0(Moving Average)\uacfc \uac19\uc740 \uac04\ub2e8\ud55c \uc9c0\ud45c\ub97c \uacc4\uc0b0\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub3d9 \ud3c9\uade0\uc740 \uc8fc\uac00\uc758 \ubcc0\ub3d9\uc131\uc744 \uc904\uc774\uace0, \ucd94\uc138\ub97c \ud30c\uc545\ud558\ub294 \ub370 \ub3c4\uc6c0\uc744 \uc90d\ub2c8\ub2e4.<\/p>\n<pre><code># 20\uc77c \uc774\ub3d9 \ud3c9\uade0 \uacc4\uc0b0\ndata['20_MA'] = data['Close'].rolling(window=20).mean()\nprint(data[['Close', '20_MA']].tail())<\/code><\/pre>\n<h2>5. \ub370\uc774\ud130 \uc2dc\uac01\ud654<\/h2>\n<p>\uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc758 \uc8fc\uc694 \ubaa9\ud45c \uc911 \ud558\ub098\ub294 \ub370\uc774\ud130\uc758 \ud328\ud134\uc744 \uc2dc\uac01\uc801\uc73c\ub85c \uc774\ud574\ud558\ub294 \uac83\uc785\ub2c8\ub2e4. \uc774\ub97c \uc704\ud574 Matplotlib\uc744 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc544\ub798\ub294 \uc8fc\uac00\uc640 \uc774\ub3d9 \ud3c9\uade0\uc744 \uc2dc\uac01\ud654\ud558\ub294 \ucf54\ub4dc\uc785\ub2c8\ub2e4.<\/p>\n<pre><code>import matplotlib.pyplot as plt\n\nplt.figure(figsize=(14,7))\nplt.plot(data['Close'], label='Close Price', color='blue')\nplt.plot(data['20_MA'], label='20 Day Moving Average', color='orange')\nplt.title(f'{stock_code} Price History')\nplt.xlabel('Date')\nplt.ylabel('Price')\nplt.legend()\nplt.show()<\/code><\/pre>\n<p>\uc704 \ucf54\ub4dc\ub97c \uc2e4\ud589\ud558\uba74 \uc560\ud50c \uc8fc\uac00\uc640 20\uc77c \uc774\ub3d9 \ud3c9\uade0\uc744 \ub098\ud0c0\ub0b4\ub294 \uadf8\ub798\ud504\uac00 \ucd9c\ub825\ub429\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uc8fc\uac00\uc758 \ucd94\uc138\ub97c \ubcf4\ub2e4 \uba85\ud655\ud788 \ud30c\uc545\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>6. \uc804\ub7b5 \uc218\ub9bd<\/h2>\n<p>\ub370\uc774\ud130 \ubd84\uc11d\uacfc \uc2dc\uac01\ud654\ub97c \ud1b5\ud574 \uc8fc\uac00\uc758 \ucd94\uc138\ub97c \ud30c\uc545\ud55c \ud6c4, \ub2e4\uc74c \ub2e8\uacc4\ub294 \ub9e4\ub9e4 \uc804\ub7b5\uc744 \uc218\ub9bd\ud558\ub294 \uac83\uc785\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc774\ub3d9 \ud3c9\uade0 \uad50\ucc28 \uc804\ub7b5\uc744 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uc804\ub7b5\uc740 \ub2e8\uae30 \uc774\ub3d9 \ud3c9\uade0\uc774 \uc7a5\uae30 \uc774\ub3d9 \ud3c9\uade0\uc744 \uc0c1\ud5a5 \ub3cc\ud30c\ud560 \ub54c \ub9e4\uc218\ud558\uace0, \ud558\ud5a5 \ub3cc\ud30c\ud560 \ub54c \ub9e4\ub3c4\ud558\ub294 \ubc29\ubc95\uc785\ub2c8\ub2e4.<\/p>\n<pre><code># 50\uc77c \ubc0f 200\uc77c \uc774\ub3d9 \ud3c9\uade0 \uacc4\uc0b0\ndata['50_MA'] = data['Close'].rolling(window=50).mean()\ndata['200_MA'] = data['Close'].rolling(window=200).mean()\n\n# \ub9e4\uc218 \uc2e0\ud638 \ubc0f \ub9e4\ub3c4 \uc2e0\ud638 \uc0dd\uc131\ndata['Buy_Signal'] = (data['50_MA'] &gt; data['200_MA']) &amp; (data['50_MA'].shift(1) &lt;= data['200_MA'].shift(1))\ndata['Sell_Signal'] = (data['50_MA'] &lt; data['200_MA']) &amp; (data['50_MA'].shift(1) &gt;= data['200_MA'].shift(1))\n\n# \uc2e0\ud638\ub97c \uc2dc\uac01\ud654\nplt.figure(figsize=(14,7))\nplt.plot(data['Close'], label='Close Price', alpha=0.5)\nplt.plot(data['50_MA'], label='50 Day Moving Average', color='green', alpha=0.75)\nplt.plot(data['200_MA'], label='200 Day Moving Average', color='red', alpha=0.75)\n\n# \ub9e4\uc218 \ubc0f \ub9e4\ub3c4 \uc2dc\uc810 \ud45c\uc2dc\nplt.scatter(data.index[data['Buy_Signal']], data['Close'][data['Buy_Signal']], marker='^', color='g', label='Buy Signal', s=200)\nplt.scatter(data.index[data['Sell_Signal']], data['Close'][data['Sell_Signal']], marker='v', color='r', label='Sell Signal', s=200)\nplt.title(f'{stock_code} Buy and Sell Signals')\nplt.legend()\nplt.show()<\/code><\/pre>\n<p>\uc704 \ucf54\ub4dc\ub97c \ud1b5\ud574 \uc8fc\uc2dd\uc758 \ub9e4\uc218 \ubc0f \ub9e4\ub3c4 \uc2dc\uc810\uc744 \uc2dc\uac01\uc801\uc73c\ub85c \ud655\uc778\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ucd09\uac01\uc801\uc778 \uc2e0\ud638\ub97c \ud1b5\ud574 \ubcf4\ub2e4 \uc804\ub7b5\uc801\uc778 \ub9e4\ub9e4\uac00 \uac00\ub2a5\ud574\uc9d1\ub2c8\ub2e4.<\/p>\n<h2>7. \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c \uad6c\ud604<\/h2>\n<p>\uc774\uc81c \uc6b0\ub9ac\uac00 \ub9cc\ub4e0 \uac04\ub2e8\ud55c \ub9e4\ub9e4 \uc804\ub7b5\uc744 \ubc14\ud0d5\uc73c\ub85c \uc2e4\uc81c \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ud604\ud574\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \uc774\ub97c \uc704\ud574 \uc0ac\uc6a9\ub418\ub294 \uae30\ubcf8\uc801\uc778 \uad6c\uc870\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.<\/p>\n<pre><code>import time\n\ndef trading_strategy(data):\n    # \uc804\ub7b5 \uc218\ud589\n    last_row = data.iloc[-1]\n    if last_row['Buy_Signal']:\n        print(f\"\ub9e4\uc218: {last_row.name}\")\n        # \uc2e4\uc81c \ub9e4\uc218 \uc8fc\ubb38 \ucf54\ub4dc \ucd94\uac00\n    elif last_row['Sell_Signal']:\n        print(f\"\ub9e4\ub3c4: {last_row.name}\")\n        # \uc2e4\uc81c \ub9e4\ub3c4 \uc8fc\ubb38 \ucf54\ub4dc \ucd94\uac00\n\nwhile True:\n    # \ub370\uc774\ud130 \uc5c5\ub370\uc774\ud2b8\n    data = yf.download(stock_code, start='2022-01-01', end='2023-01-01')\n    data['50_MA'] = data['Close'].rolling(window=50).mean()\n    data['200_MA'] = data['Close'].rolling(window=200).mean()\n    data['Buy_Signal'] = (data['50_MA'] &gt; data['200_MA']) &amp; (data['50_MA'].shift(1) &lt;= data['200_MA'].shift(1))\n    data['Sell_Signal'] = (data['50_MA'] &lt; data['200_MA']) &amp; (data['50_MA'].shift(1) &gt;= data['200_MA'].shift(1))\n    \n    # \uc804\ub7b5 \uc218\ud589\n    trading_strategy(data)\n    \n    # \uc77c\uc815 \uc2dc\uac04 \uac04\uaca9\uc73c\ub85c \uc2e4\ud589\n    time.sleep(60)  # 60\ucd08 \ub300\uae30 \ud6c4 \ubc18\ubcf5<\/code><\/pre>\n<p>\uc704 \ucf54\ub4dc\ub294 \uae30\ubcf8\uc801\uc778 \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc758 \uad6c\uc870\ub97c \ubcf4\uc5ec\uc90d\ub2c8\ub2e4. \ub9e4 \ubd84\ub9c8\ub2e4 \ucd5c\uc2e0 \ub370\uc774\ud130\ub97c \uac00\uc838\uc640 \ub9e4\ub9e4 \uc804\ub7b5\uc744 \uc218\ud589\ud558\ub294 \ud615\ud0dc\uc785\ub2c8\ub2e4. \uc2e4\uc81c \ub9e4\uc218 \ubc0f \ub9e4\ub3c4 \uc8fc\ubb38 \ucc98\ub9ac\ubd80\ubd84\uc740 \uc0ac\uc6a9\uc790\uc758 \uac70\ub798 API\uc5d0 \ub530\ub77c \uad6c\ud604\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n<h2>8. \uacb0\ub860<\/h2>\n<p>\ubcf8 \uae00\uc5d0\uc11c\ub294 \uac04\ub2e8\ud55c \ud30c\uc774\uc36c \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c \uac1c\ubc1c \uacfc\uc815\uc744 \uc0b4\ud3b4\ubcf4\uc558\uc2b5\ub2c8\ub2e4. \uc8fc\uac00 \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud558\uace0, \uc774\ub3d9 \ud3c9\uade0 \ubd84\uc11d\uc744 \ud1b5\ud574 \ub9e4\ub9e4 \uc2e0\ud638\ub97c \uc0dd\uc131\ud558\uba70, \uc774\ub97c \ubc14\ud0d5\uc73c\ub85c \uc790\ub3d9\uc73c\ub85c \ub9e4\ub9e4\ub97c \uc218\ud589\ud558\ub294 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud558\ub294 \ub370 \ub3c4\uc6c0\uc744 \uc8fc\uc5c8\uc2b5\ub2c8\ub2e4. \uc5ec\ub7ec\ubd84\uc774 \uc774 \uae00\uc744 \ucc38\uace0\ud558\uc5ec \uc790\uc2e0\ub9cc\uc758 \uc804\ub7b5\uc744 \uac1c\ubc1c\ud558\uace0 \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc744 \uc644\uc131\ud574 \ubcf4\uae38 \ubc14\ub78d\ub2c8\ub2e4.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\ud30c\uc774\uc36c\uc740 \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c \uac1c\ubc1c\uc5d0 \ub110\ub9ac \uc0ac\uc6a9\ub418\ub294 \ud504\ub85c\uadf8\ub798\ubc0d \uc5b8\uc5b4\uc785\ub2c8\ub2e4. \uadf8 \uc774\uc720\ub294 \ud30c\uc774\uc36c\uc758 \uc9c1\uad00\uc801\uc778 \ubb38\ubc95\uacfc \ub370\uc774\ud130 \ubd84\uc11d\uc744 \uc704\ud55c \ub2e4\uc591\ud55c \ub77c\uc774\ube0c\ub7ec\ub9ac\uac00 \uc81c\uacf5\ub418\uae30 \ub54c\ubb38\uc785\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 \ud30c\uc774\uc36c\uc73c\ub85c \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc744 \uac1c\ubc1c\ud558\uae30 \uc704\ud55c \uae30\ucd08\uc801\uc778 \ub0b4\uc6a9\uc744 \ub2e4\ub8ec \ud6c4, \ub370\uc774\ud130 \uc2dc\uac01\ud654\ub97c \uc704\ud55c \uac04\ub2e8\ud55c \uadf8\ub798\ud504 \uadf8\ub9ac\uae30 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. 1. \uc790\ub3d9\ub9e4\ub9e4\ub780? \uc790\ub3d9\ub9e4\ub9e4(Automated Trading)\ub780, \ud2b9\uc815 \uc54c\uace0\ub9ac\uc998\uc774\ub098 \uc804\ub7b5\uc5d0 \ub530\ub77c \ucef4\ud4e8\ud130 \ud504\ub85c\uadf8\ub7a8\uc774 \uc790\ub3d9\uc73c\ub85c \ub9e4\ub9e4\ub97c \uc218\ud589\ud558\ub294 \uac83\uc744 \ub9d0\ud569\ub2c8\ub2e4. &hellip; <a href=\"https:\/\/atmokpo.com\/w\/30887\/\" class=\"more-link\">\ub354 \ubcf4\uae30<span class=\"screen-reader-text\"> &#8220;\ud30c\uc774\uc36c \uc790\ub3d9\ub9e4\ub9e4 \uac1c\ubc1c, \uac04\ub2e8\ud55c \uadf8\ub798\ud504 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