{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"FinanceDataReader Tutorial - 수정주가.ipynb","provenance":[],"collapsed_sections":[]},"kernelspec":{"name":"python3","display_name":"Python 3"}},"cells":[{"cell_type":"markdown","metadata":{"id":"Ud8pXHxAz8Je","colab_type":"text"},"source":["# FinanceDataReader Tutorial \n","## 수정주가(Adjusted Price)란?\n","\n","\n","\n","#### 2019~2020 [FinanceData.KR](http://financedata.kr) | [facebook.com/financedata](http://facebook.com/financedata)"]},{"cell_type":"markdown","metadata":{"id":"suPmxpgR4KE-","colab_type":"text"},"source":["# 요약\n","1. 수정주가(Adjusted Price)란 총 발행 주식수의 변화를 반영한 가격입니다\n","1. 백테스트나 수익률 분석을 위해서는 수정주가를 사용합니다\n","1. FinanceDataReader 모든 가격을 수정가격(Adjusted Price)로 제공합니다"]},{"cell_type":"markdown","metadata":{"id":"ErFIskuG31wi","colab_type":"text"},"source":["# 수정주가(Adjusted Price) 개요\n","\n","수정주가(Adjusted Price)란 총 발행 주식수의 변화를 반영한 가격을 말합니다. 액면분할, 액면병합, 유상증자, 무상증자와 같이 총 발행주식수의 변화가 발생하면 가격의 변화가 생깁니다. 예를 들어, 어떤 회사가 액면분할을 통해 1주를 2개로 쪼갠다고 하면, 주식수를 2배로 늘어나고 주식의 가격은 1/2로 낮아지며 시가총액은 동일하게 유지 됩니다.\n","\n"]},{"cell_type":"markdown","metadata":{"id":"_BC_k2OR36fO","colab_type":"text"},"source":["# 삼성전자 액면분할\n","실제 예를 들어보죠.\n","\n","2018년 5월 4일, 삼성전자는 50:1로 액면분할을 합니다. 1주가 50주로 쪼개지는 것이죠. \n","\n","\n","\n","액면분할을 위해 2018-04-30 부터 2018-05-03 까지 3일간 거래정지되고 2018-05-04 부터 액면분할된 가격으로 거래가 시작된 것을 확인할 수 있습니다. \n","\n","이때 5000원인 삼성전자 주식 액면가는 액면분할 후 100원이 되었습니다. 액면분할 전에 주당 265만원(4월30일 기준)에서 5만3천원이 되었습니다.\n","\n","위 표에는 표시되어 있지 않지만 2018-05-03일 총 주식수 128,386,494주에서 다음날 총 주식수는 6,419,324,700주 로 50배가 늘어났습니다. 즉 50:1로 액면분할을 한 것이죠.\n","\n","만일 이 가격 데이터를 수정하지 않고 그대로 사용한다면 주가가 하루만에 1/50로 다시말해 -98% 하락한 것이 됩니다.\n","\n","백테스트를 하기 위해서는 주식 가격 데이터의 연속성이 보장되어야 합니다. 가격의 연속성을 보장하기 위해서는 반드시 발행 주식수를 변화를 함께 고려해야 합니다. 발행주식수의 변화를 반영한 가격을 수정주가(Adjusted Price)라고 합니다. "]},{"cell_type":"markdown","metadata":{"id":"1jwjdrvTzHNO","colab_type":"text"},"source":["\n","\n","\n","수정가격은 보통 오늘 가격과 총 주식수를 과거 데이터에 반영하여 구합니다. 혹은 특정 테스트 범위의 가장 마지막 날의 가격과 총 주식수를 기준으로 과거 가격들을 수정합니다.\n","\n","주가는 보통 종가(Close)를 기준으로 하기 때문에 수정주가로 가장 많이 쓰이는 것이 바로 수정 종가(Adjust Close Price) 입니다.\n","\n"]},{"cell_type":"markdown","metadata":{"id":"GuTR2Lqy6_Xp","colab_type":"text"},"source":["# FinanceDataReader 와 수정주가"]},{"cell_type":"code","metadata":{"id":"xvhbP73X5X-g","colab_type":"code","colab":{}},"source":["!pip -q install finance-datareader"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"7xSv53O_yf9Q","colab_type":"code","outputId":"e89b57ff-33be-47db-b623-8402419ef906","executionInfo":{"status":"ok","timestamp":1577594226150,"user_tz":-540,"elapsed":7737,"user":{"displayName":"Sean-June Lee","photoUrl":"https://lh3.googleusercontent.com/a-/AAuE7mA0z_4qCQ4H5MJ8ixUx69EmwIvNuV7BfS9FRIdfmCM=s64","userId":"12576390002043678893"}},"colab":{"base_uri":"https://localhost:8080/","height":390}},"source":["import FinanceDataReader as fdr\n","\n","df = fdr.DataReader('005930', '2018-04-25', '2018-05-31')\n","df.head(10)"],"execution_count":0,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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OpenHighLowCloseVolumeChange
Date
2018-04-2549220505004922050400332292-0.001189
2018-04-26504205216050400521403609310.034524
2018-04-27533805363952440530006062160.016494
2018-04-300005300000.000000
2018-05-020005300000.000000
2018-05-030005300000.000000
2018-05-045300053900518005190039565391-0.020755
2018-05-0852600532005190052600231047200.013487
2018-05-095260052800509005090016128305-0.032319
2018-05-1051700517005060051600139052630.013752
\n","
"],"text/plain":[" Open High Low Close Volume Change\n","Date \n","2018-04-25 49220 50500 49220 50400 332292 -0.001189\n","2018-04-26 50420 52160 50400 52140 360931 0.034524\n","2018-04-27 53380 53639 52440 53000 606216 0.016494\n","2018-04-30 0 0 0 53000 0 0.000000\n","2018-05-02 0 0 0 53000 0 0.000000\n","2018-05-03 0 0 0 53000 0 0.000000\n","2018-05-04 53000 53900 51800 51900 39565391 -0.020755\n","2018-05-08 52600 53200 51900 52600 23104720 0.013487\n","2018-05-09 52600 52800 50900 50900 16128305 -0.032319\n","2018-05-10 51700 51700 50600 51600 13905263 0.013752"]},"metadata":{"tags":[]},"execution_count":2}]},{"cell_type":"markdown","metadata":{"id":"MMsIlS0B0awl","colab_type":"text"},"source":["FinanceDataReader 에서 제공되는 데이터는 액면분할(2018-05-04) 이전의 가격 역시 5만원대 입니다.\n","\n","다음 2018년 1년간 차트에서도 액면분할의 영향을 받지 않고, 현재 시점기준의 수정주가(Adjusted Price)임을 확인할 수 있습니다."]},{"cell_type":"code","metadata":{"id":"VLhRTgJAzm4c","colab_type":"code","outputId":"7739b112-716f-4c7d-d4ff-e7beb6af185c","executionInfo":{"status":"ok","timestamp":1577594228444,"user_tz":-540,"elapsed":10024,"user":{"displayName":"Sean-June Lee","photoUrl":"https://lh3.googleusercontent.com/a-/AAuE7mA0z_4qCQ4H5MJ8ixUx69EmwIvNuV7BfS9FRIdfmCM=s64","userId":"12576390002043678893"}},"colab":{"base_uri":"https://localhost:8080/","height":344}},"source":["df = fdr.DataReader('005930', '2018-01-01', '2018-12-31')\n","ax = df['Close'].plot(figsize=(15,5))\n","\n","ax.axvline('2018-05-04', ls='--', color='r')"],"execution_count":0,"outputs":[{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{"tags":[]},"execution_count":3},{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAA3kAAAE1CAYAAABa9SnrAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\neBoZD7cfz6coQ8YoCCGEEJPJhA3yrI4e9DpFWpyJtSUN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NXOm5zYKrl6cQ7dL40NvqXYw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1idFIYwf4+XPfySp5YvM3jyU1hmVVExukQrnxxOX/5dHuLc+UKy6r5+5Isznvm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\nBtxv7389UGSMGQI8CTwOICKjgMuA0c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Aa4L7MvKbedzhwfv3elynL5D7c/TOYORuMZqNh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\nZwfCiCsoAAAAAElFTkSuQmCC\n","text/plain":["
"]},"metadata":{"tags":[]}}]},{"cell_type":"markdown","metadata":{"id":"EEcqC4zL4FXj","colab_type":"text"},"source":["특정 기간동안의 수익률을 정확하게 산정하기 위해서는 `수정 주가`로 계산해야 주식 가격의 연속성을 보장받을 수 있습니다."]},{"cell_type":"markdown","metadata":{"id":"OohxQ5H6yp-W","colab_type":"text"},"source":["#### 2019~2020 [FinanceData.KR](http://financedata.kr) | [facebook.com/financedata](http://facebook.com/financedata)"]}]}