{"id":30936,"date":"2024-10-28T06:04:38","date_gmt":"2024-10-28T06:04:38","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=30936"},"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%97%91%ec%85%80-%ed%8c%8c%ec%9d%bc-%ec%9d%bd%ea%b8%b0","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/30936\/","title":{"rendered":"\ud30c\uc774\uc36c \uc790\ub3d9\ub9e4\ub9e4 \uac1c\ubc1c, \ud30c\uc774\uc36c \uc5d1\uc140 \ud30c\uc77c \uc77d\uae30"},"content":{"rendered":"<p>\uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc744 \uac1c\ubc1c\ud558\uace0\uc790 \ud560 \ub54c, \ub370\uc774\ud130\uc758 \uc218\uc9d1\uacfc \ubd84\uc11d\uc774 \uac00\uc7a5 \uc911\uc694\ud55c \uc694\uc18c\uc785\ub2c8\ub2e4. \uc774 \uae00\uc5d0\uc11c\ub294 \ud30c\uc774\uc36c\uc744 \ud65c\uc6a9\ud558\uc5ec \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud558\ub294 \ubc29\ubc95\uc744 \uc124\uba85\ud558\uace0, \ud2b9\ud788 \uc5d1\uc140 \ud30c\uc77c\uc5d0\uc11c \ub370\uc774\ud130\ub97c \uc77d\uc5b4\uc624\ub294 \uacfc\uc815\uc744 \uc790\uc138\ud788 \ub2e4\ub8e8\uaca0\uc2b5\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc744 \ud1b5\ud574 \ub2e4\uc591\ud55c \uae08\uc735 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud558\uace0, \uc774\ub97c \uc774\uc6a9\ud574 \ub354 \ub098\uc740 \uac70\ub798 \uacb0\uc815\uc744 \ub0b4\ub9b4 \uc218 \uc788\ub3c4\ub85d \ud558\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>1. \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c \uac1c\uc694<\/h2>\n<p>\uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc740 \uac70\ub798\uc758 \uc2e4\ud589\uc744 \uc790\ub3d9\ud654\ud558\uc5ec \uac10\uc815\uc758 \uac1c\uc785 \uc5c6\uc774 \uac1d\uad00\uc801\uc778 \ub370\uc774\ud130 \uae30\ubc18\uc758 \uacb0\uc815\uc744 \ub0b4\ub9b4 \uc218 \uc788\ub3c4\ub85d \ub3d5\ub294 \uc2dc\uc2a4\ud15c\uc785\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \ud2b9\uc815 \uc870\uac74\uc774 \ucda9\uc871\ub418\uba74 \uc790\ub3d9\uc73c\ub85c \ub9e4\ub9e4\ub97c \uc218\ud589\ud558\ub294 \ubc29\uc2dd\uc785\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud558\uae30 \uc704\ud574\uc11c\ub294 \uba3c\uc800 \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud558\uace0 \uc774\ub97c \ubd84\uc11d\ud558\ub294 \uac83\uc774 \ud544\uc218\uc801\uc785\ub2c8\ub2e4.<\/p>\n<h2>2. \ud30c\uc774\uc36c \ud658\uacbd \uc124\uc815<\/h2>\n<p>\uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc744 \uac1c\ubc1c\ud558\uae30 \uc704\ud574\uc11c\ub294 \ud30c\uc774\uc36c\uc774 \uc124\uce58\ub418\uc5b4 \uc788\uc5b4\uc57c \ud569\ub2c8\ub2e4. \ub610\ud55c, \ub2e4\uc74c\uacfc \uac19\uc740 \uc8fc\uc694 \ub77c\uc774\ube0c\ub7ec\ub9ac\ub4e4\uc744 \uc124\uce58\ud574\uc57c \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<\/li>\n<li><strong>numpy<\/strong>: \uc218\uce58 \uacc4\uc0b0\uc744 \uc704\ud55c \ub77c\uc774\ube0c\ub7ec\ub9ac<\/li>\n<li><strong>matplotlib<\/strong>: \ub370\uc774\ud130 \uc2dc\uac01\ud654\ub97c \uc704\ud55c \ub77c\uc774\ube0c\ub7ec\ub9ac<\/li>\n<li><strong>openpyxl<\/strong>: \uc5d1\uc140 \ud30c\uc77c \uc77d\uae30 \ubc0f \uc4f0\uae30\ub97c \uc704\ud55c \ub77c\uc774\ube0c\ub7ec\ub9ac<\/li>\n<\/ul>\n<p>\uc774\ub7ec\ud55c \ub77c\uc774\ube0c\ub7ec\ub9ac\ub4e4\uc740 <code>pip<\/code> \uba85\ub839\uc5b4\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc124\uce58\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n<pre><code>pip install pandas numpy matplotlib openpyxl<\/code><\/pre>\n<h2>3. \uc5d1\uc140 \ud30c\uc77c \uc77d\uae30<\/h2>\n<p>\uc774\ubc88 \uc139\uc158\uc5d0\uc11c\ub294 \uc5d1\uc140 \ud30c\uc77c\uc5d0\uc11c \ub370\uc774\ud130\ub97c \uc77d\uc5b4\uc624\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \uc5d1\uc140 \ud30c\uc77c\uc740 \ub300\ub7c9\uc758 \ub370\uc774\ud130\ub97c \uc815\ub9ac\ud558\ub294 \ub370 \ub9e4\uc6b0 \uc720\uc6a9\ud558\uba70, \uae08\uc735 \ub370\uc774\ud130 \uc5ed\uc2dc \uc27d\uac8c \uc800\uc7a5\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uba3c\uc800, \uc608\uc81c \uc5d1\uc140 \ud30c\uc77c\uc744 \ub9cc\ub4e4\uc5b4 \ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \uc774 \ud30c\uc77c\uc740 \uc8fc\uc2dd\uc758 \ub0a0\uc9dc, \uc885\uac00, \uac70\ub798\ub7c9 \ub4f1\uc758 \uc815\ubcf4\ub97c \ud3ec\ud568\ud560 \uac83\uc785\ub2c8\ub2e4.<\/p>\n<h3>3.1. \uc5d1\uc140 \ud30c\uc77c \ub9cc\ub4e4\uae30<\/h3>\n<p>\ub2e4\uc74c\uc740 \uc608\uc81c \uc5d1\uc140 \ud30c\uc77c\uc758 \uad6c\uc870\uc785\ub2c8\ub2e4:<\/p>\n<ul>\n<li><strong>\ub0a0\uc9dc<\/strong>: \uac70\ub798 \ub0a0\uc9dc<\/li>\n<li><strong>\uc885\uac00<\/strong>: \uc8fc\uc2dd\uc758 \uc885\uac00<\/li>\n<li><strong>\uac70\ub798\ub7c9<\/strong>: \ud574\ub2f9 \ub0a0\uc9dc\uc758 \uac70\ub798\ub7c9<\/li>\n<\/ul>\n<p>\uc5d1\uc140 \ud30c\uc77c\uc740 \ub2e4\uc74c\uacfc \uac19\uc740 \ud615\uc2dd\uc73c\ub85c \uad6c\uc131\ub420 \uac83\uc785\ub2c8\ub2e4:<\/p>\n<table border=\"1\">\n<tr>\n<th>\ub0a0\uc9dc<\/th>\n<th>\uc885\uac00<\/th>\n<th>\uac70\ub798\ub7c9<\/th>\n<\/tr>\n<tr>\n<td>2023-01-01<\/td>\n<td>1000<\/td>\n<td>500<\/td>\n<\/tr>\n<tr>\n<td>2023-01-02<\/td>\n<td>1020<\/td>\n<td>600<\/td>\n<\/tr>\n<tr>\n<td>2023-01-03<\/td>\n<td>1015<\/td>\n<td>550<\/td>\n<\/tr>\n<\/table>\n<p>\uc704\uc640 \uac19\uc740 \ub370\uc774\ud130 \uad6c\uc870\ub97c \uac16\ub294 <code>stock_data.xlsx<\/code>\ub77c\ub294 \uc5d1\uc140 \ud30c\uc77c\uc744 \uc800\uc7a5\ud588\ub2e4\uace0 \uac00\uc815\ud558\uaca0\uc2b5\ub2c8\ub2e4. \uc774\uc81c \uc774 \ud30c\uc77c\uc744 \ud30c\uc774\uc36c\uc744 \uc774\uc6a9\ud574 \uc77d\uc5b4\uc640 \ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>3.2. \uc5d1\uc140 \ud30c\uc77c \uc77d\uae30<\/h3>\n<pre><code>import pandas as pd\n\n# \uc5d1\uc140 \ud30c\uc77c \uc77d\uae30\nfile_path = 'stock_data.xlsx'\ndata = pd.read_excel(file_path)\n\n# \uc77d\uc5b4\uc628 \ub370\uc774\ud130 \ucd9c\ub825\nprint(data)<\/code><\/pre>\n<p>\uc704 \ucf54\ub4dc\ub294 <code>pandas<\/code>\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc5d1\uc140 \ud30c\uc77c\uc744 \uc77d\uace0, \ub0b4\uc6a9\uc744 \ucd9c\ub825\ud558\ub294 \uac04\ub2e8\ud55c \uc608\uc81c\uc785\ub2c8\ub2e4. <code>pd.read_excel<\/code> \ud568\uc218\ub97c \ud1b5\ud574 \uc5d1\uc140 \ud30c\uc77c\uc744 \uc77d\uc5b4\uc624\uace0 \ub098\uba74, <code>data<\/code> \ubcc0\uc218\uc5d0\ub294 \ub370\uc774\ud130\ud504\ub808\uc784 \ud615\uc2dd\uc73c\ub85c \uc800\uc7a5\ub429\ub2c8\ub2e4. \uc774 \ub370\uc774\ud130\ud504\ub808\uc784\uc744 \ud65c\uc6a9\ud558\uc5ec \uc55e\uc73c\ub85c\uc758 \ub9e4\ub9e4 \uc804\ub7b5\uc744 \uc218\ub9bd\ud558\uac8c \ub420 \uac83\uc785\ub2c8\ub2e4.<\/p>\n<h2>4. \ub370\uc774\ud130 \ubd84\uc11d \ubc0f \ub9e4\ub9e4 \uc804\ub7b5 \uac1c\ubc1c<\/h2>\n<p>\uc774\uc81c \uc77d\uc5b4\uc628 \ub370\uc774\ud130\ub97c \uae30\ubc18\uc73c\ub85c \uac04\ub2e8\ud55c \ub9e4\ub9e4 \uc804\ub7b5\uc744 \uac1c\ubc1c\ud574 \ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \uc6b0\uc120, \uac04\ub2e8\ud55c \uae30\uc220\uc801 \uc9c0\ud45c\ub97c \uc0ac\uc6a9\ud558\uc5ec \ub9e4\ub9e4 \uc2e0\ud638\ub97c \uc0dd\uc131\ud558\uaca0\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc774\ub3d9 \ud3c9\uade0\uc120\uc744 \uc0ac\uc6a9\ud558\uc5ec \ub9e4\uc218 \ubc0f \ub9e4\ub3c4\uc758 \uc2e0\ud638\ub97c \ub9cc\ub4e4 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>4.1. \uc774\ub3d9 \ud3c9\uade0\uc120 \uacc4\uc0b0\ud558\uae30<\/h3>\n<p>\uc774\ub3d9 \ud3c9\uade0\uc120\uc740 \uc8fc\uc2dd \ub4f1\uc758 \uac00\uaca9 \ub370\uc774\ud130\ub97c \uc77c\uc815 \uae30\uac04 \ub3d9\uc548 \ud3c9\uade0\ud558\uc5ec \uc0b0\ucd9c\ud558\ub294 \uae30\uc220\uc801 \uc9c0\ud45c\uc785\ub2c8\ub2e4. <code>pandas<\/code>\ub97c \uc774\uc6a9\ud558\uba74 \ub9e4\uc6b0 \uac04\ub2e8\ud558\uac8c \uc774\ub3d9 \ud3c9\uade0\uc120\uc744 \uacc4\uc0b0\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<pre><code># 5\uc77c \uc774\ub3d9 \ud3c9\uade0\uc120 \uacc4\uc0b0\ndata['MA_5'] = data['\uc885\uac00'].rolling(window=5).mean()\n\n# 20\uc77c \uc774\ub3d9 \ud3c9\uade0\uc120 \uacc4\uc0b0\ndata['MA_20'] = data['\uc885\uac00'].rolling(window=20).mean()\n\nprint(data[['\ub0a0\uc9dc', '\uc885\uac00', 'MA_5', 'MA_20']])<\/code><\/pre>\n<h3>4.2. \ub9e4\uc218 \ubc0f \ub9e4\ub3c4 \uc2e0\ud638 \uc0dd\uc131\ud558\uae30<\/h3>\n<p>\uc774\uc81c \uc774\ub3d9 \ud3c9\uade0\uc120\uc744 \uae30\ubc18\uc73c\ub85c \ub9e4\ub9e4 \uc2e0\ud638\ub97c \uc0dd\uc131\ud574 \ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \uc77c\ubc18\uc801\uc73c\ub85c \ub2e8\uae30 \uc774\ub3d9 \ud3c9\uade0\uc120\uc774 \uc7a5\uae30 \uc774\ub3d9 \ud3c9\uade0\uc120\uc744 \uc0c1\ud5a5 \ub3cc\ud30c\ud558\uba74 \ub9e4\uc218 \uc2e0\ud638\ub85c, \ud558\ud5a5 \ub3cc\ud30c\ud558\uba74 \ub9e4\ub3c4 \uc2e0\ud638\ub85c \ud574\uc11d\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<pre><code>\n# \ub9e4\uc218 \uc2e0\ud638, \ub9e4\ub3c4 \uc2e0\ud638 \uc0dd\uc131\ndata['Signal'] = 0\ndata['Signal'][5:] = np.where(data['MA_5'][5:] &gt; data['MA_20'][5:], 1, 0)  # \ub9e4\uc218 \uc2e0\ud638\ndata['Position'] = data['Signal'].diff()  # \ud3ec\uc9c0\uc158 \ubcc0\ub3d9\n\n# \ub9e4\uc218 \uc2e0\ud638 \ucd9c\ub825\nbuy_signals = data[data['Position'] == 1]\nprint(\"\ub9e4\uc218 \uc2e0\ud638:\\n\", buy_signals[['\ub0a0\uc9dc', '\uc885\uac00']])\n\n# \ub9e4\ub3c4 \uc2e0\ud638 \ucd9c\ub825\nsell_signals = data[data['Position'] == -1]\nprint(\"\ub9e4\ub3c4 \uc2e0\ud638:\\n\", sell_signals[['\ub0a0\uc9dc', '\uc885\uac00']])\n<\/code><\/pre>\n<h3>4.3. \uacb0\uacfc \uc2dc\uac01\ud654<\/h3>\n<p>\ub9c8\uc9c0\ub9c9\uc73c\ub85c, \ub9e4\ub9e4 \uc2e0\ud638\ub97c \uc2dc\uac01\ud654\ud558\uc5ec \ubd84\uc11d\ud574 \ubcf4\uaca0\uc2b5\ub2c8\ub2e4. <code>matplotlib<\/code>\uc744 \uc774\uc6a9\ud558\uc5ec \uac00\uaca9\uacfc \uc774\ub3d9 \ud3c9\uade0\uc120, \ub9e4\ub9e4 \uc2e0\ud638\ub97c \ud568\uaed8 \uadf8\ub824 \ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<pre><code>import matplotlib.pyplot as plt\n\n# \uc2dc\uac01\ud654\nplt.figure(figsize=(14, 7))\nplt.title('\uc8fc\uac00 \ubc0f \ub9e4\ub9e4 \uc2e0\ud638')\nplt.plot(data['\ub0a0\uc9dc'], data['\uc885\uac00'], label='\uc885\uac00', color='blue', alpha=0.5)\nplt.plot(data['\ub0a0\uc9dc'], data['MA_5'], label='5\uc77c \uc774\ub3d9 \ud3c9\uade0\uc120', color='red', alpha=0.75)\nplt.plot(data['\ub0a0\uc9dc'], data['MA_20'], label='20\uc77c \uc774\ub3d9 \ud3c9\uade0\uc120', color='green', alpha=0.75)\n\n# \ub9e4\uc218 \uc2e0\ud638\nplt.scatter(buy_signals['\ub0a0\uc9dc'], buy_signals['\uc885\uac00'], marker='^', color='green', label='\ub9e4\uc218 \uc2e0\ud638', s=100)\n\n# \ub9e4\ub3c4 \uc2e0\ud638\nplt.scatter(sell_signals['\ub0a0\uc9dc'], sell_signals['\uc885\uac00'], marker='v', color='red', label='\ub9e4\ub3c4 \uc2e0\ud638', s=100)\n\nplt.xlabel('\ub0a0\uc9dc')\nplt.ylabel('\uac00\uaca9')\nplt.legend()\nplt.show()<\/code><\/pre>\n<h2>5. \uacb0\ub860<\/h2>\n<p>\uc774\ubc88 \uae00\uc5d0\uc11c\ub294 \ud30c\uc774\uc36c\uc744 \uc774\uc6a9\ud558\uc5ec \uc5d1\uc140 \ud30c\uc77c\uc744 \uc77d\uace0, \uadf8 \ub370\uc774\ud130\ub97c \uae30\ubc18\uc73c\ub85c \uac04\ub2e8\ud55c \uc790\ub3d9\ub9e4\ub9e4 \uc804\ub7b5\uc744 \uac1c\ubc1c\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc54c\uc544\ubcf4\uc558\uc2b5\ub2c8\ub2e4. \uc774\ub3d9 \ud3c9\uade0\uc120\uc744 \ud65c\uc6a9\ud558\uc5ec \ub9e4\uc218 \ubc0f \ub9e4\ub3c4 \uc2e0\ud638\ub97c \uc0dd\uc131\ud558\uace0, \uc774\ub97c \uc2dc\uac01\ud654\ud558\uc5ec \ubd84\uc11d\ud558\ub294 \uacfc\uc815\uc744 \ud1b5\ud574 \ub354 \ub098\uc740 \uc758\uc0ac \uacb0\uc815\uc744 \ud560 \uc218 \uc788\ub294 \uae30\ucd08\ub97c \ub9c8\ub828\ud588\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c \uac1c\ubc1c\uc740 \ud3ed\ub113\uc740 \ub370\uc774\ud130 \ubd84\uc11d, \ub9e4\ub9e4 \uae30\ub85d \uad00\ub9ac, \ub9ac\uc2a4\ud06c \uad00\ub9ac \ub4f1\uc774 \ud544\uc694\ud558\uba70, \uc774\ub97c \ud1b5\ud574 \ubcf4\ub2e4 \uc815\uad50\ud55c \ub9e4\ub9e4 \uc804\ub7b5\uc744 \uc218\ub9bd\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub354 \ub098\uc544\uac00, \uad00\ub828 \uae30\uc220\uc801 \ubd84\uc11d \uc9c0\ud45c\ub4e4\uc744 \ucd94\uac00\ud558\uc5ec \uc9c4\uc77c\ubcf4\ud55c \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc73c\ub85c \ubc1c\uc804\uc2dc\ud0ac \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ud5a5\ud6c4 \ub354 \ubcf5\uc7a1\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud558\ub294 \ub370 \ud544\uc694\ud55c \uc544\uc774\ub514\uc5b4\uc640 \uae30\ucd08\ub97c \uc81c\uacf5\ud560 \uc218 \uc788\ub3c4\ub85d \uacc4\uc18d\ud574\uc11c \uc5f0\uad6c\ud574 \ub098\uac00\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<p><strong>\uc774 \uae00\uc774 \uc5ec\ub7ec\ubd84\uc758 \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c \uac1c\ubc1c\uc5d0 \ub3c4\uc6c0\uc774 \ub418\uae30\ub97c \ubc14\ub78d\ub2c8\ub2e4!<\/strong><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc744 \uac1c\ubc1c\ud558\uace0\uc790 \ud560 \ub54c, \ub370\uc774\ud130\uc758 \uc218\uc9d1\uacfc \ubd84\uc11d\uc774 \uac00\uc7a5 \uc911\uc694\ud55c \uc694\uc18c\uc785\ub2c8\ub2e4. \uc774 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