{"id":30867,"date":"2024-10-28T06:04:18","date_gmt":"2024-10-28T06:04:18","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=30867"},"modified":"2024-11-26T06:47:09","modified_gmt":"2024-11-26T06:47:09","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-python-console","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/30867\/","title":{"rendered":"\ud30c\uc774\uc36c \uc790\ub3d9\ub9e4\ub9e4 \uac1c\ubc1c, Python Console"},"content":{"rendered":"<p>\uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc740 \uae08\uc735 \uac70\ub798\uc5d0\uc11c \uc778\uac04\uc758 \uac1c\uc785 \uc5c6\uc774 \uc77c\ub828\uc758 \ud2b8\ub808\uc774\ub529 \uba54\ucee4\ub2c8\uc998\uc744 \ud1b5\ud574 \uc790\uc0b0\uc744 \uc0ac\uace0\ud30c\ub294 \uc54c\uace0\ub9ac\uc998\uc785\ub2c8\ub2e4. \uc624\ub298\uc740 \ud30c\uc774\uc36c\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc744 \uac1c\ubc1c\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \uc774\ubc88 \ud3ec\uc2a4\ud2b8\uc5d0\uc11c\ub294 Python Console\uc744 \ud65c\uc6a9\ud558\uc5ec \uac04\ub2e8\ud55c \uc790\ub3d9\ub9e4\ub9e4 \ud504\ub85c\uadf8\ub7a8\uc744 \uad6c\ucd95\ud558\ub294 \uacfc\uc815\uacfc \uc0d8\ud50c \ucf54\ub4dc\ub97c \uc81c\uacf5\ud558\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>1. \uc790\ub3d9\ub9e4\ub9e4\ub780?<\/h2>\n<p>\uc790\ub3d9\ub9e4\ub9e4\ub294 \ud2b9\uc815 \uc54c\uace0\ub9ac\uc998\uacfc \uc804\ub7b5\uc744 \uae30\ubc18\uc73c\ub85c \ud22c\uc790 \uacb0\uc815\uc744 \ub0b4\ub9ac\uace0 \ub9e4\ub9e4\ub97c \uc2e4\ud589\ud569\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc740 \uac70\ub798\uc758 \uc815\ud655\uc131\uacfc \uc18d\ub3c4\ub97c \ub192\uc77c \uc218 \uc788\uc73c\uba70, \uac10\uc815\uc5d0 \ud718\ub458\ub9ac\uc9c0 \uc54a\uace0 \uc77c\uad00\ub41c \uac70\ub798\ub97c \uac00\ub2a5\ud558\uac8c \ud569\ub2c8\ub2e4. \uc77c\ubc18\uc801\uc73c\ub85c \uc790\ub3d9\ub9e4\ub9e4\uc5d0\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \uc694\uc18c\uac00 \ud3ec\ud568\ub429\ub2c8\ub2e4:<\/p>\n<ul>\n<li><strong>\uc2e0\ud638 \uc0dd\uc131:<\/strong> \ub9e4\ub9e4 \uc2dc\uc810\uc744 \uacb0\uc815\ud558\ub294 \uc54c\uace0\ub9ac\uc998<\/li>\n<li><strong>\uc8fc\ubb38 \uc2e4\ud589:<\/strong> \uc0dd\uc131\ub41c \uc2e0\ud638\uc5d0 \ub530\ub77c \ub9e4\ub9e4\ub97c \uc2e4\ud589\ud558\ub294 \uae30\ub2a5<\/li>\n<li><strong>\ubaa8\ub2c8\ud130\ub9c1:<\/strong> \uc2dc\uc7a5 \uc0c1\ud0dc\uc640 \ud3ec\ud2b8\ud3f4\ub9ac\uc624 \uc131\uacfc\ub97c \uc9c0\uc18d\uc801\uc73c\ub85c \ud655\uc778<\/li>\n<\/ul>\n<h2>2. \ud30c\uc774\uc36c\uc744 \uc774\uc6a9\ud55c \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c \uad6c\ucd95<\/h2>\n<p>\ud30c\uc774\uc36c\uc740 \uc790\ub3d9\ub9e4\ub9e4 \uac1c\ubc1c\uc5d0 \ub9e4\uc6b0 \uc801\ud569\ud55c \uc5b8\uc5b4\uc785\ub2c8\ub2e4. \ud30c\uc774\uc36c\uc758 \uc0dd\ud0dc\uacc4\uc5d0\ub294 \ub370\uc774\ud130 \ubd84\uc11d, \uae08\uc735 \ub370\uc774\ud130 \ucc98\ub9ac, \uc6f9 \ub370\uc774\ud130 \uc218\uc9d1 \ub4f1 \ub2e4\uc591\ud55c \ub77c\uc774\ube0c\ub7ec\ub9ac\uac00 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ubc88 \uc608\uc81c\uc5d0\uc11c\ub294 <strong>ccxt<\/strong> \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc554\ud638\ud654\ud3d0 \uac70\ub798\uc18c\uc5d0\uc11c \uc790\ub3d9\ub9e4\ub9e4\ub97c \uad6c\ud604\ud574\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>2.1. \uc900\ube44\ud558\uae30<\/h3>\n<p>\uc2dc\uc791\ud558\uae30 \uc804\uc5d0 \ud544\uc694\ud55c \ud328\ud0a4\uc9c0\ub97c \uc124\uce58\ud574\uc57c \ud569\ub2c8\ub2e4. <code>ccxt<\/code> \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \uc124\uce58\ud574\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \ucf58\uc194\uc5d0\uc11c \ub2e4\uc74c \uba85\ub839\uc5b4\ub97c \uc785\ub825\ud558\uc138\uc694:<\/p>\n<pre><code>pip install ccxt<\/code><\/pre>\n<h3>2.2. \uac70\ub798\uc18c API \ud0a4 \ubc0f \uc2dc\ud06c\ub9bf \uc124\uc815<\/h3>\n<p>\uc790\ub3d9\ub9e4\ub9e4 \ud504\ub85c\uadf8\ub7a8\uc774 \uac70\ub798\uc18c\uc5d0 \uc811\uadfc\ud558\uae30 \uc704\ud574\uc11c\ub294 API \ud0a4\uc640 \uc2dc\ud06c\ub9bf\uc774 \ud544\uc694\ud569\ub2c8\ub2e4. \uac70\ub798\uc18c\uc5d0\uc11c \uacc4\uc815\uc744 \uc0dd\uc131\ud55c \ud6c4 API\ub97c \uc0dd\uc131\ud558\uace0 \ud544\uc694\ud55c \uad8c\ud55c\uc744 \uc124\uc815\ud569\ub2c8\ub2e4. \uc774 \uc815\ubcf4\ub97c \uc548\uc804\ud558\uac8c \ubcf4\uad00\ud558\uc138\uc694.<\/p>\n<h3>2.3. \uac04\ub2e8\ud55c \ub9e4\ub9e4 \uc804\ub7b5 \uac1c\ubc1c<\/h3>\n<p>\uc774\uc81c \uac04\ub2e8\ud55c \ub9e4\ub9e4 \uc804\ub7b5\uc744 \uac1c\ubc1c\ud574\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc774\ub3d9 \ud3c9\uade0 \ud06c\ub85c\uc2a4 \uc804\ub7b5\uc744 \uc0ac\uc6a9\ud558\uc5ec \ub9e4\uc218 \ubc0f \ub9e4\ub3c4 \uc2e0\ud638\ub97c \uc0dd\uc131\ud558\ub294 \ubc29\ubc95\uc744 \uc2dc\uc5f0\ud560 \uac83\uc785\ub2c8\ub2e4. \uc544\ub798 \ucf54\ub4dc\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc774\ub3d9 \ud3c9\uade0 \ud06c\ub85c\uc2a4 \uc804\ub7b5\uc744 \uae30\ubc18\uc73c\ub85c \ud55c \uc790\ub3d9\ub9e4\ub9e4 \ud504\ub85c\uadf8\ub7a8\uc744 \uc791\uc131\ud574\ubcf4\uc138\uc694:<\/p>\n<pre><code>import ccxt\nimport time\nimport pandas as pd\nimport numpy as np\n\n# \uac70\ub798\uc18c \uc5f0\uacb0\nexchange = ccxt.binance({\n    'apiKey': 'your_api_key',\n    'secret': 'your_api_secret'\n})\n\nsymbol = 'BTC\/USDT'\n\ndef fetch_ohlcv(symbol):\n    # \ucd5c\uadfc 1\uc2dc\uac04\uc758 OHLCV \ub370\uc774\ud130 \uac00\uc838\uc624\uae30\n    ohlcv = exchange.fetch_ohlcv(symbol, timeframe='1h', limit=100)\n    return pd.DataFrame(ohlcv, columns=['timestamp', 'open', 'high', 'low', 'close', 'volume'])\n\ndef moving_average(data, period):\n    return data['close'].rolling(window=period).mean()\n\ndef buy(symbol, amount):\n    order = exchange.create_market_buy_order(symbol, amount)\n    print(f\"Buy order executed: {order}\")\n\ndef sell(symbol, amount):\n    order = exchange.create_market_sell_order(symbol, amount)\n    print(f\"Sell order executed: {order}\")\n\n# \ub9e4\ub9e4 \uc804\ub7b5 \uc2e4\ud589\nwhile True:\n    data = fetch_ohlcv(symbol)\n    data['short_ma'] = moving_average(data, 5)  # 5\uc2dc\uac04 \uc774\ub3d9 \ud3c9\uade0\n    data['long_ma'] = moving_average(data, 20)   # 20\uc2dc\uac04 \uc774\ub3d9 \ud3c9\uade0\n\n    # \ub9e4\uc218 \uc2e0\ud638\n    if data['short_ma'].iloc[-1] &gt; data['long_ma'].iloc[-1] and data['short_ma'].iloc[-2] &lt;= data['long_ma'].iloc[-2]:\n        buy(symbol, 0.001)  # 0.001 BTC \ub9e4\uc218\n\n    # \ub9e4\ub3c4 \uc2e0\ud638\n    elif data['short_ma'].iloc[-1] &lt; data['long_ma'].iloc[-1] and data['short_ma'].iloc[-2] &gt;= data['long_ma'].iloc[-2]:\n        sell(symbol, 0.001)  # 0.001 BTC \ub9e4\ub3c4\n\n    time.sleep(3600)  # 1\uc2dc\uac04\ub9c8\ub2e4 \uc2e4\ud589<\/code><\/pre>\n<h3>2.4. \ud504\ub85c\uadf8\ub7a8 \uc124\uba85<\/h3>\n<p>\uc704 \ucf54\ub4dc\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \uad6c\uc131 \uc694\uc18c\ub85c \uc774\ub8e8\uc5b4\uc838 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n<ul>\n<li><strong>fetch_ohlcv:<\/strong> \uc8fc\uc5b4\uc9c4 \uc2ec\ubcfc\uc5d0 \ub300\ud574 \ucd5c\uadfc OHLCV \ub370\uc774\ud130\ub97c \uac00\uc838\uc635\ub2c8\ub2e4.<\/li>\n<li><strong>moving_average:<\/strong> \uc8fc\uc5b4\uc9c4 \uae30\uac04\uc758 \uc774\ub3d9 \ud3c9\uade0\uc744 \uacc4\uc0b0\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>buy \ubc0f sell:<\/strong> \ub9e4\uc218 \ubc0f \ub9e4\ub3c4 \uba85\ub839\uc744 \uc2e4\ud589\ud558\ub294 \ud568\uc218\uc785\ub2c8\ub2e4.<\/li>\n<li><strong>while True:<\/strong> \ub9e4\ub9e4 \uc804\ub7b5\uc744 \uc9c0\uc18d\uc801\uc73c\ub85c \uc2e4\ud589\ud558\ub294 \ub8e8\ud504\uc785\ub2c8\ub2e4.<\/li>\n<\/ul>\n<p>\uc774 \ud504\ub85c\uadf8\ub7a8\uc740 1\uc2dc\uac04\ub9c8\ub2e4 \uc2e4\ud589\ub418\uba70, \uc774\ub3d9 \ud3c9\uade0\uc744 \uae30\ubc18\uc73c\ub85c \ub9e4\uc218 \ubc0f \ub9e4\ub3c4 \uc2e0\ud638\ub97c \uc0dd\uc131\ud558\uace0 \uc774\ub97c \uac70\ub798\uc18c\uc5d0 \uc8fc\ubb38\ud569\ub2c8\ub2e4.<\/p>\n<h2>3. \uc624\ub958 \ucc98\ub9ac \ubc0f \ubaa8\ub2c8\ud130\ub9c1<\/h2>\n<p>\uc790\ub3d9\ub9e4\ub9e4 \ud504\ub85c\uadf8\ub7a8\uc774 \uc2e4\uc81c\ub85c \uc6b4\uc601\ub420 \ub54c \ubc1c\uc0dd\ud560 \uc218 \uc788\ub294 \ubb38\uc81c\ub4e4\uc744 \ub300\ube44\ud574\uc57c \ud569\ub2c8\ub2e4. \ub530\ub77c\uc11c \uc624\ub958 \ucc98\ub9ac \ubc0f \uacb0\uacfc \ubaa8\ub2c8\ud130\ub9c1 \uae30\ub2a5\uc744 \ucd94\uac00\ud558\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4.<\/p>\n<h3>3.1. \uc624\ub958 \ucc98\ub9ac<\/h3>\n<p>\ub124\ud2b8\uc6cc\ud06c \uc624\ub958\ub098 API \ud638\ucd9c \uc81c\ud55c \ub4f1 \ub2e4\uc591\ud55c \ubb38\uc81c\ub85c \uc778\ud574 \ud504\ub85c\uadf8\ub7a8\uc774 \uc911\ub2e8\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub97c \ucc98\ub9ac\ud558\uae30 \uc704\ud574 try-except \ubb38\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc624\ub958\ub97c \uc7a1\uc544\ub0b4\uace0 \uc790\ub3d9\uc73c\ub85c \uc7ac\uc2dc\ub3c4\ud558\ub3c4\ub85d \uad6c\uc131\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<pre><code>try:\n    data = fetch_ohlcv(symbol)\nexcept Exception as e:\n    print(f\"Error fetching data: {e}\")\n    time.sleep(60)  # 1\ubd84 \ub300\uae30 \ud6c4 \uc7ac\uc2dc\ub3c4<\/code><\/pre>\n<h3>3.2. \ub85c\uadf8 \uae30\ub85d<\/h3>\n<p>\ub9e4\ub9e4 \uacb0\uacfc\ub098 \uc2dc\uc2a4\ud15c \uc0c1\ud0dc\ub97c \uae30\ub85d\ud558\ub294 \uac83\uc740 \uc2e0\ub8b0\uc131\uacfc \uc548\uc815\uc131\uc744 \ub192\uc774\ub294 \ub370 \ud070 \ub3c4\uc6c0\uc774 \ub429\ub2c8\ub2e4. \ud30c\uc774\uc36c\uc758 logging \ubaa8\ub4c8\uc744 \uc0ac\uc6a9\ud558\uc5ec \ub85c\uadf8\ub97c \ub0a8\uae30\ub294 \ubc29\ubc95\uc744 \uc54c\uc544\ubd05\uc2dc\ub2e4.<\/p>\n<pre><code>import logging\n\n# \ub85c\uadf8 \uc124\uc815\nlogging.basicConfig(filename='trading_log.log', level=logging.INFO)\n\ndef log_trade(action, amount):\n    logging.info(f\"{time.strftime('%Y-%m-%d %H:%M:%S')} - {action} {amount} BTC\")<\/code><\/pre>\n<h3>3.3. \uc608\uc81c\uc5d0 \ub85c\uadf8 \ucd94\uac00\ud558\uae30<\/h3>\n<p>\ub9e4\uc218 \ubc0f \ub9e4\ub3c4 \ud568\uc218\uc5d0 \ub85c\uadf8 \uae30\ub85d\uc744 \ucd94\uac00\ud574\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<pre><code>def buy(symbol, amount):\n    order = exchange.create_market_buy_order(symbol, amount)\n    log_trade(\"Buy\", amount)\n    print(f\"Buy order executed: {order}\")\n\ndef sell(symbol, amount):\n    order = exchange.create_market_sell_order(symbol, amount)\n    log_trade(\"Sell\", amount)\n    print(f\"Sell order executed: {order}\") \n<\/code><\/pre>\n<h2>4. \uc131\ub2a5 \ubc0f \ucd5c\uc801\ud654<\/h2>\n<p>\uc131\uacf5\uc801\uc778 \uc790\ub3d9\ub9e4\ub9e4 \uc54c\uace0\ub9ac\uc998\uc744 \uac1c\ubc1c\ud558\uae30 \uc704\ud574\uc11c \uc131\ub2a5\uacfc \ucd5c\uc801\ud654\ub97c \uace0\ub824\ud574\uc57c \ud569\ub2c8\ub2e4. \uc774\ub97c \uc704\ud574\uc11c Backtesting(\uacfc\uac70 \ub370\uc774\ud130\uc5d0 \ub300\ud55c \uc131\ub2a5 \uac80\uc99d)\uc744 \ud1b5\ud574 \uc804\ub7b5\uc744 \uac80\uc99d\ud558\uace0 \ucd5c\uc801\ud654\ud560 \ud544\uc694\uac00 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>4.1. Backtesting<\/h3>\n<p>Backtesting\uc740 \uacfc\uac70 \ub370\uc774\ud130\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc124\uc815\ud55c \uc804\ub7b5\uc774 \uc5bc\ub9c8\ub098 \ud6a8\uacfc\uc801\uc778\uc9c0\ub97c \uac80\uc99d\ud558\ub294 \uacfc\uc815\uc785\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uc798\ubabb\ub41c \ud22c\uc790 \uc804\ub7b5\uc744 \uc0ac\uc804\uc5d0 \ucc28\ub2e8\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<pre><code>def backtest_strategy(data):\n    buy_signals = []\n    sell_signals = []\n    \n    for i in range(1, len(data)):\n        if data['short_ma'].iloc[i] &gt; data['long_ma'].iloc[i] and data['short_ma'].iloc[i-1] &lt;= data['long_ma'].iloc[i-1]:\n            buy_signals.append(data['close'].iloc[i])\n            sell_signals.append(np.nan)\n        elif data['short_ma'].iloc[i] &lt; data['long_ma'].iloc[i] and data['short_ma'].iloc[i-1] &gt;= data['long_ma'].iloc[i-1]:\n            buy_signals.append(np.nan)\n            sell_signals.append(data['close'].iloc[i])\n        else:\n            buy_signals.append(np.nan)\n            sell_signals.append(np.nan)\n    \n    data['buy'] = buy_signals\n    data['sell'] = sell_signals\n    return data<\/code><\/pre>\n<h3>4.2. \ucd5c\uc801\ud654<\/h3>\n<p>\uacfc\uac70 \ub370\uc774\ud130\uc5d0 \ub300\ud574 \uc5ec\ub7ec \uac00\uc9c0 \ub9e4\uac1c\ubcc0\uc218\ub97c \uc870\uc815\ud574\ubcf4\uba74\uc11c \ucd5c\uc801\uc758 \uc131\uacfc\ub97c \ub0b4\ub294 \uc870\ud569\uc744 \ucc3e\ub294 \uc791\uc5c5\uc774 \uc911\uc694\ud569\ub2c8\ub2e4. \uc774 \uc791\uc5c5\uc740 \uc218\ud559\uc801 \ubaa8\ub378\ub9c1, \uba38\uc2e0\ub7ec\ub2dd \uae30\ubc95\uc744 \ud1b5\ud574 \uc2e4\ud604\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>5. \ub9c8\ubb34\ub9ac<\/h2>\n<p>\ud30c\uc774\uc36c\uc744 \uc774\uc6a9\ud55c \uc790\ub3d9\ub9e4\ub9e4 \uac1c\ubc1c\uc5d0 \ub300\ud55c \uae30\ucd08\uc801\uc778 \ub0b4\uc6a9\uc744 \uc0b4\ud3b4\ubcf4\uc558\uc2b5\ub2c8\ub2e4. \uac04\ub2e8\ud55c \uc774\ub3d9 \ud3c9\uade0 \ud06c\ub85c\uc2a4 \uc804\ub7b5\uc744 \uae30\ubc18\uc73c\ub85c \ud55c \uc608\uc81c\ub97c \ud1b5\ud574 \ub9e4\ub9e4 \uc2e0\ud638 \uc0dd\uc131\uacfc API \ud638\ucd9c\uc744 \uc2dc\uc5f0\ud588\uc2b5\ub2c8\ub2e4. \uc774 \uc678\uc5d0\ub3c4 \ub2e4\uc591\ud55c \ub9e4\ub9e4 \uc804\ub7b5\uc744 \uc801\uc6a9\ud558\uace0 \uc5ec\uae30\uc5d0 \uba38\uc2e0\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc744 \uc801\uc6a9\ud558\uc5ec \ubc1c\uc804\ub41c \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uc774\ubc88 \ud3ec\uc2a4\ud2b8\uac00 \ud30c\uc774\uc36c \uc790\ub3d9\ub9e4\ub9e4 \uac1c\ubc1c\uc758 \uccab \ubc1c\uc744 \ub0b4\ub51b\ub294 \ub370 \ub3c4\uc6c0\uc774 \ub418\uae38 \ubc14\ub78d\ub2c8\ub2e4. \ucf54\ub529\uc740 \uc5f0\uc2b5\uc774 \ud544\uc694\ud558\ub2c8, \uc5ec\ub7ec\ubc88 \uc2dc\ub3c4\ud574\ubcf4\uc2dc\uace0 \uc790\uc2e0\ub9cc\uc758 \uc804\ub7b5\uc744 \uac1c\ubc1c\ud558\ub294 \ub370 \ub3c4\uc804\ud558\uc138\uc694!<\/p>\n<h3>\ubd80\ub85d: \ucc38\uace0\ud560 \ub9cc\ud55c \uc790\ub8cc<\/h3>\n<ul>\n<li><a href=\"https:\/\/ccxt.readthedocs.io\/en\/latest\/\">CCXT Documentation<\/a><\/li>\n<li><a href=\"https:\/\/docs.python.org\/3\/library\/logging.html\">Python Logging Documentation<\/a><\/li>\n<li><a href=\"https:\/\/towardsdatascience.com\/backtesting-trading-strategies-in-python-9bd39490a55e\">Backtesting Trading Strategies<\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>\uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc740 \uae08\uc735 \uac70\ub798\uc5d0\uc11c \uc778\uac04\uc758 \uac1c\uc785 \uc5c6\uc774 \uc77c\ub828\uc758 \ud2b8\ub808\uc774\ub529 \uba54\ucee4\ub2c8\uc998\uc744 \ud1b5\ud574 \uc790\uc0b0\uc744 \uc0ac\uace0\ud30c\ub294 \uc54c\uace0\ub9ac\uc998\uc785\ub2c8\ub2e4. \uc624\ub298\uc740 \ud30c\uc774\uc36c\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc744 \uac1c\ubc1c\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \uc774\ubc88 \ud3ec\uc2a4\ud2b8\uc5d0\uc11c\ub294 Python Console\uc744 \ud65c\uc6a9\ud558\uc5ec \uac04\ub2e8\ud55c \uc790\ub3d9\ub9e4\ub9e4 \ud504\ub85c\uadf8\ub7a8\uc744 \uad6c\ucd95\ud558\ub294 \uacfc\uc815\uacfc \uc0d8\ud50c \ucf54\ub4dc\ub97c \uc81c\uacf5\ud558\uaca0\uc2b5\ub2c8\ub2e4. 1. \uc790\ub3d9\ub9e4\ub9e4\ub780? \uc790\ub3d9\ub9e4\ub9e4\ub294 \ud2b9\uc815 \uc54c\uace0\ub9ac\uc998\uacfc \uc804\ub7b5\uc744 \uae30\ubc18\uc73c\ub85c \ud22c\uc790 \uacb0\uc815\uc744 \ub0b4\ub9ac\uace0 \ub9e4\ub9e4\ub97c \uc2e4\ud589\ud569\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc740 \uac70\ub798\uc758 \uc815\ud655\uc131\uacfc \uc18d\ub3c4\ub97c \ub192\uc77c &hellip; <a href=\"https:\/\/atmokpo.com\/w\/30867\/\" class=\"more-link\">\ub354 \ubcf4\uae30<span class=\"screen-reader-text\"> &#8220;\ud30c\uc774\uc36c \uc790\ub3d9\ub9e4\ub9e4 \uac1c\ubc1c, Python Console&#8221;<\/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-30867","post","type-post","status-publish","format-standard","hentry","category-37"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.2 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\ud30c\uc774\uc36c \uc790\ub3d9\ub9e4\ub9e4 \uac1c\ubc1c, Python Console - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/atmokpo.com\/w\/30867\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\ud30c\uc774\uc36c 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