{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# 15. 인터넷에서 금융 데이터 가져오기" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 15.1 이 장의 계획" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 15.2 pandas 패키지 소개" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- pip install pandas\n", "- pip install pandas_datareader" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- pandas 패키지\n", " - 기초적인 테이블이나 대량 정보를 저장하는 데 사용하는 데이터베이스와 유사한 데이터 프레임(data frame) 객체 생성\n", " - 인터넷을 통하여 정보를 내려받을 수 있는 기능 제공" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 15.3 stock_load : 간단한 데이터 리더" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- 야후 파이낸스를 통하여 마이크로소프트 주식 정보 가져오기\n", " - https://finance.yahoo.com/\n", "- DataReader() \n", " - 기본 5년치 데이터" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Date High Low Open Close Volume \\\n", "0 2016-08-15 58.500000 57.959999 58.009998 58.119999 19283900.0 \n", "1 2016-08-16 57.619999 57.270000 57.610001 57.439999 20523500.0 \n", "2 2016-08-17 57.680000 57.230000 57.540001 57.560001 18856400.0 \n", "3 2016-08-18 57.700001 57.270000 57.419998 57.599998 14214300.0 \n", "4 2016-08-19 57.730000 57.200001 57.430000 57.619999 17271000.0 \n", "... ... ... ... ... ... ... \n", "1254 2021-08-09 291.549988 287.809998 289.750000 288.329987 16117600.0 \n", "1255 2021-08-10 289.250000 285.200012 288.799988 286.440002 18616600.0 \n", "1256 2021-08-11 288.660004 285.859985 287.209991 286.950012 13955900.0 \n", "1257 2021-08-12 289.970001 286.339996 286.630005 289.809998 14561300.0 \n", "1258 2021-08-13 292.899994 289.299988 289.480011 292.850006 18231400.0 \n", "\n", " Adj Close \n", "0 53.543526 \n", "1 53.246872 \n", "2 53.358116 \n", "3 53.395203 \n", "4 53.413731 \n", "... ... \n", "1254 288.329987 \n", "1255 286.440002 \n", "1256 286.950012 \n", "1257 289.809998 \n", "1258 292.850006 \n", "\n", "[1259 rows x 7 columns]\n", "Index(['Date', 'High', 'Low', 'Open', 'Close', 'Volume', 'Adj Close'], dtype='object')\n" ] } ], "source": [ "'''File stock_load.py -----------------------------\n", "\n", "티커(ticker) 기호를 가져오기 위해서 주식 데이터 적재 작업을 수행한다.\n", "의존하고 있는 모듈은 없다.\n", "\n", "'''\n", "# pip install pandas_datareader\n", "import pandas_datareader.data as web\n", "\n", "def load_stock(ticker_str):\n", " ''' 주식 적재 함수.\n", " 인수로 주어진 문자열 ticker_str의 정보를 적재한다.\n", " 'MSFT'와 같이 정해진 주식의 정보를 판다스 데이터 프레임에 넣고 반환한다.\n", " '''\n", " df = web.DataReader(ticker_str, 'yahoo')\n", " df = df.reset_index()\n", " return df\n", "\n", "# 데이터 프레임(stock_df)을 가져와서 출력한다.\n", "if __name__ == '__main__':\n", " stock_df = load_stock('MSFT') \t# 'msft'도 괜찮다. 마이크로소프트 주식 정보\n", " print(stock_df)\n", " print(stock_df.columns)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- 대한민국 GS 주식 정보 가져오기\n", " - https://wikidocs.net/4370" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Date High Low Open Close Volume Adj Close\n", "0 2016-08-16 50300.0 49350.0 50300.0 49450.0 211693.0 41125.605469\n", "1 2016-08-17 50400.0 49550.0 49700.0 50100.0 212272.0 41666.179688\n", "2 2016-08-18 50700.0 49900.0 50300.0 50100.0 173079.0 41666.179688\n", "3 2016-08-19 51100.0 50200.0 50600.0 50900.0 221252.0 42331.511719\n", "4 2016-08-22 51300.0 50000.0 50600.0 50500.0 193981.0 41998.843750\n", "... ... ... ... ... ... ... ...\n", "1218 2021-08-09 43100.0 42600.0 42850.0 42700.0 156286.0 42700.000000\n", "1219 2021-08-10 43250.0 42300.0 43100.0 42400.0 212447.0 42400.000000\n", "1220 2021-08-11 42850.0 42000.0 42450.0 42250.0 312576.0 42250.000000\n", "1221 2021-08-12 43100.0 42000.0 42600.0 42000.0 281895.0 42000.000000\n", "1222 2021-08-13 42600.0 41450.0 42300.0 41850.0 251031.0 41850.000000\n", "\n", "[1223 rows x 7 columns]\n", "Index(['Date', 'High', 'Low', 'Open', 'Close', 'Volume', 'Adj Close'], dtype='object')\n" ] } ], "source": [ "if __name__ == '__main__':\n", " stock_df = load_stock('078930.KS')\n", " print(stock_df)\n", " print(stock_df.columns)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 15.4 간단한 주식 차트 만들기" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/yhhan/anaconda3/lib/python3.6/site-packages/pandas/plotting/_matplotlib/converter.py:102: FutureWarning: Using an implicitly registered datetime converter for a matplotlib plotting method. The converter was registered by pandas on import. Future versions of pandas will require you to explicitly register matplotlib converters.\n", "\n", "To register the converters:\n", "\t>>> from pandas.plotting import register_matplotlib_converters\n", "\t>>> register_matplotlib_converters()\n", " warnings.warn(msg, FutureWarning)\n" ] }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "'''File stock_plot_v1.py ---------------------------\n", "\n", "두 개의 지정 주식에 대한 종장 시세로 최소 그래프를 그린다.\n", "file stock_load.py에 의존성이 있다.\n", "'''\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from stock_load import load_stock\n", "\n", "def do_plot(stock_df):\n", " ''' 플롯을 수행하는 함수.\n", " stock_df를 사용하여, 웹에서 주식 데이터 프레임을 읽어 온다.\n", " '''\n", " column = stock_df.Close \t\t\t# 가격 추출.\n", " column = np.array(column, dtype='float')\n", " plt.plot(stock_df.Date, column) \t\t# 플롯 수행.\n", " plt.show() # Show the plot.\n", "\n", "# 두 개의 테스트 케이스 수행.\n", "if __name__ == '__main__':\n", " stock_df = load_stock('MSFT')\n", " do_plot(stock_df)\n", " \n", " stock_df = load_stock('AAPL')\n", " do_plot(stock_df)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 15.5 제목과 범례 추가하기" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from stock_load import load_stock\n", "\n", "def do_plot(stock_df):\n", " ''' 플롯을 수행하는 함수.\n", " stock_df를 사용하여, 웹에서 주식 데이터 프레임을 읽어 온다. \n", " '''\n", " column = stock_df.Close \t\t\t# 시세 출력.\n", " column = np.array(column, dtype='float')\n", " plt.plot(stock_df.Date, column, label = 'closing price')\n", " plt.legend()\n", " plt.title('MSFT Stock Price')\n", " plt.show() \t\t\t\t\t# 그래프 출력.\n", "\n", "if __name__ == '__main__':\n", " stock_df = load_stock('MSFT')\n", " do_plot(stock_df)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 15.6 makeplot 함수 작성하기 (리팩토링)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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1z+vDMwbwsyEdiAoLJreguEK9rLwiVu1N43B6nq+bWK0aA72IdBaRr0Vkh4hsE5E77fKHROSIiGyyv6a5vOcPIrJXRHaJyAXe7IBSSnlbRl4hUDbn3qZFOKv2pnHrPzeQV2gF/Oz8Ir7ZfQKAE6cL/NPQKtRmHX0xcI8xZqOIxAAbRGSZfe7/jDFPu1YWkf7ALGAA0AH4UkR6G2NKUEqpRig91wr0raJCAZgyoD1f7zrJp1uPM7FPGzrHRfGLl9cyKsna+PudW8f6ra2VqXFEb4w5ZozZaL8+DewAOlbzlpnAEmNMgTFmP7AXqPypAqWUagRKp27iosIA9/w1WWeKWLHnFADfH0inS3wUI7rG+76R1ajTHL2IJAHDgLV20e0i8qOIvCoicXZZR+Cwy9tSqOQXg4jME5H1IrL+5MmTdW64Ukr5ykMfbAPKAr2rw+lnyC8qm7CIiQi8hAO1DvQi0gJ4B7jLGJMNvAj0AIYCx4C/lFat5O2mQoExC40xycaY5DZt2tS54Uop5Sulc+6lUzeu3lhzkEWrDziPD6UF1o1YqGWgF5FQrCD/L2PMuwDGmFRjTIkxxgG8RNn0TArQ2eXtnYCjnmuyUkr5R0RocJXnSn8JnK5kNY6/1WbVjQCvADuMMc+4lCe6VLsE2Gq//gCYJSLhItIN6AV877kmK6WU52SdKWLRqv0UVfEAVInDEBIk3DrRPd3wP64Z4XZcOo8fiGozmXQWcA2wRUQ22WV/BGaLyFCsaZkDwM0AxphtIrIU2I61Yuc2XXGjlApUNy1ez/cH0nnow+3sWTCV0GD38e+J0/kUOwwdW0W6lV8woD1tYsI5aU/r/HJiDy4f0YnIsKpH/f5SY6A3xqyk8nn3T6p5zwJgQQPapZRSXvfQB9v4/kC683hPag79O7R0q3M08wxAhUAP1mi/1LRBiXSvIqOlv+mTsUqpZsv1JipA5pnCCnVSs60Re7uWERXOFdvTPbNHdaFv+xjPN9BDNNArpZq1vu1j+PTOcwDIyK04z166dDKqkimZ0hH9r8/vTUhw4IbTwG2ZUkp50bLtVjrhkUnxtLVTG5w4nV+hXoGdvCw8tGK4LLYDfWW/BAKJBnqlVLN00+vrARjSuRVxUWGEBotzmgbg2z0n2XQ4kyMZ1hx9eEjFYH7/9P6EhQQRWc2yy0AQeI9wKaWUD/VPbElQkNA2JoIPNx8l60wRh9PzWLn3lFu98JCK4+Krx3Tl6jFdfdXUetNAr5Rq1uKirQed2sdGsOFgBm9+f6jSemGVBPrGovG2XCmlPKA0f41rvprKlF9f35g03pYrpZQHlKY12HY0288t8R4N9EqpgJOZV8jWI1leu/7xrIqra351bk+vfZ6/aaBXSgWcS19czfQXVnrt+kcyrQyT3RKinWVDO7eqsv7ZPRO81hZf0JuxSqmAs+9krlevX/pg1HOzhjrLikrcs6nHR4eRnlvI3gVTA/phqNrQQK+UCigfbvZ+VvNjWdba+LYxZWkN2rYMd6uz8JoRdG0d3eiDPOjUjVIqwHxhP7EK4HBU2LPII3an5hATHkI7l+A+vEscT1022HmcX+Rwbgbe2GmgV0oFlE5xZVkiS4y3Av1perVrgbXdRpnpQ8q22RjdPbD2fW0IDfRKqYASElQWfEs8MKIvcRh+vXQTa/alAVbGya1HsiqkIwaICgth3b3nsfvRinnpGzOdo1dKBZQcl634ahPol647THZ+ETee073CuRKHoccfra0z1h1I59vfncv+U7nkFpYwomtcpddrKtM1rprOryylVJOQV1D2hGpxJYH+xsXrufDZFc7j373zI49+vKPSa5UmJAM4nG69PmM/AdsyouJG302VjuiVUgElt7BsRF/Zzdgvd6RWKCutGxTkPue+71SO23FmXiGFdtrhxpy7pq6aT0+VUo1CrsvUTWUj+lKn8903CTmVW1ChzvZj7mkNlq4/7Mwv35Tm4GvSfHqqlGoUcgvLpm4c5VbdFBSXnVux2z2N8LFM97QGJQ7DU5/tAmDl7ycB8NgnO3lm2W5AR/RKKeU3eYVVj+hTs8pG7eV3g1q+I9XtRu4Zl2yUrht7bziYAUCYjuiVUso31uxLY9CDn3Mk07pZ6noztnQ+vdTRrLKbq6+u2u8W7J//ai8vrdjH8ax8vtyeyvoD6QA8MnNAhfXy0LymbvRmrFLKr2YtXAPA9a99z6d3jic9r5B2LcNJzS4g+4z7PHxqdllgP5x+hlv/udHt/NHMM4x5fLlbWUQV2/wltAjzRPMbhebzK00pFRD++tUeHnh/a4XylIwzTH9hJZl5RXRtbWWVzCwX6HML3DcHycwrdDv+z4aUCteNrGLj7tYtmt56+apooFdK+dTTX+zm9e8OYsrdaC0uMeywV8kM7hgLQJZLoD+elc/u1NPWNa4YAsBPtchyOTKpYiqDFuHNazJDA71Syi9u//cPXPXyGvolWqkIhnctywdf+pTrcpc182MeX86i1QcAmDGkQ5XXHdUtnv/edhYA7VtG0K6llaFyjJ27pltCNAsuGei5jjQCzevXmlLKr1zn2D/ecgwo2/Bj/6my0Xnpht3vbzrKzeN7VMhLExpc8eZqqfyiEtraaQxc78G+Mmckx7Ly6dm2RcM60QjpiF4p5TP/XnuoQlnpA1Kp2WVLJ8NDyubV1x1I51SO+8NQIkJ8dNnN1OvPSmLR9SMBGNO9NYmxEcwZ25UXrx7hrBMdHtIsgzzoiF4p5UOV7dWaXe4J129/N8nt+MEPtvHWusMV3vfUZYO58fX1gPVXwcQ+bdm7YCrBQYKI8PDM5jU9Ux0N9EopnzldUFShLDOvrOzK5E50jo+qUKd8KgNwf7K1dE18U9gNyhv0X0Up5TO7U3M4r187t7KCYgfR9hLIqLDajz1DXObpm9PDT/Wh/zpKKZ8oLHZw4FQuvdu1IKm1+6i9ZaR187X8ksvybp7QnXd/OQ6AYJc7rdFVrJVXFg30SimfOJiWS7HD0LtdDOWTUnZLsB6QqixVgas/TO3H8C7WhiGuD1NFN7N18XVVY6AXkc4i8rWI7BCRbSJyp10eLyLLRGSP/T3OLhcReV5E9orIjyIy3NudUEoFtqy8Iv7+zU8AtI0JZ864JLfzL149glkjO3Pn5F7OsgGVbPXnqrXLqpvocB3RV6c2vwaLgXuMMRtFJAbYICLLgOuA5caYJ0RkPjAf+D0wFehlf40GXrS/K6WaqXv+s4kvd5wAICIsmLlnd6NVZCj3/GczALGRoTxx2WC39yyZN4bU7ALOe+Z/AASX21QkOSmee87vTZHD0D2heS6brK0aA70x5hhwzH59WkR2AB2BmcBEu9pi4BusQD8TeN1Yk21rRKSViCTa11FKNUPr7dTAAJF2krFLhnUkOEi4aHBipe+JiQglxmW7v3um9K5Q51cufwGoqtVpYktEkoBhwFqgXWnwNsYcE5G2drWOgOui1xS7zC3Qi8g8YB5Aly5d6tF0pVRj4bqEsjTQBwUJFw/rWON7N95/PhGhQXVakaPc1fpmrIi0AN4B7jLGVFzU6lK1krIKt9KNMQuNMcnGmOQ2bdrUthlKqUYkp6CYQ2l5bmUJMXXLGhkfHaZBvoFq9a8nIqFYQf5fxph37eLU0ikZEUkETtjlKUBnl7d3Ao56qsFKqcbjyv/3XYWHnZpb5shAUJtVNwK8AuwwxjzjcuoDYI79eg7wvkv5tfbqmzFAls7PK9U8lQ/y79w6zk8tad5q86v1LOAaYIuIbLLL/gg8ASwVkbnAIeAK+9wnwDRgL5AHXO/RFiulGqW35o1hRNc4fzejWarNqpuVVD7vDjC5kvoGuK2B7VJKNSHRYcGM6lZxAxDlG/pkrFLK6yLDgmt86lV5jwZ6pZTXadIx/9J/faWU0+bDmWw6nOnx62qg9y9d56SUcpr5t1UAvH3LWEZ0jWvQdEuOvXMU0Gx3dgoU+mtWKVXB5f/vOza4pC2ojXc2pHDP0s3O4y+2HXe+vnR4zU/AKu/REb1SCrA21XbluodrbZQmKHtnYwp//cUwXlm533luTPfWDW+gqjcN9EopAA6nu6cqyDxTWOv3ni637+vt//7B+XrPgqk6R+9n+q+vlAKoMFVzprCkipoVHSyXz8aVBnn/05+AUgqA9DxrBL96/rlAxamc6hxIy620vE+7mIY3TDWYBnqlFAA7j50GIDE2giCB/CJHrd/rOqIf18Oaj+/drgWf3z3es41U9aJz9EopAD7YbCWZFREiQoNrPaJPyyngz5/vch4P7xLHG3NHV5k3RfmeBnqlFABd4qMoKLaCe2RoMGdqCPR/+nA7r67a7xzBt4wI4U8zBzJ9cGKFbf+Uf2mgV0oBVnDvl2jNqbeMDCU7v7ja+q+uspZPrj9g3cTt2jq6VjtGKd/TOXqlFAAFxSWEh1jb/MVFhZKRW7vllYUl1lx+2zruHKV8RwO9Ugqwbr5GhFohIS4qjIy86gN9+cDetqUG+kClgV4pRX5RCcez84mNDAWgVVQYGbmFpGbnV1n/xGn3J2fvPr+319up6kcDvVKKac9/C1jz7ADx0aEczcpn9GPL+WpnaoX62WeKKpS1jYnwbiNVvWmgV0qx76T1wFPX1lGANaIv9e2eUxXqlxjjm4Ypj9BAr5Ry6hRnBfowl7QFr606UKFeUbEG+sZEA71SioEdWwLQLcGaujmVW33mysIS9zX2Cy4Z6J2GKY/QdfRKNWPbj2aTnV9EQZGD8/q1dZYP69yq2vcVuozoQ4OFq0Z39VobVcNpoFeqGbth0TqO2ytrBnaMdZZP7NO2qrcAUGSvnb9jci9mj+rsvQYqj9CpG6WasROny5ZPxkSUjfuqSy38v90nnVsOjukeT2JspPcaqDxCA71SzVR+UQmOKu6pVpeq5p6lmwArZcKopHgvtEx5mgZ6pZqp6S+sBKBveyu/zf5TZTnlXTcFT2jh/sTrSDu4vzF3FCG6qUijoD8lpZqh9NxC9p7IAeDWiT0AuKSKhGSncgrIdtkqsHN8FJGhwSTraL7R0ECvVDOz6XAmwx9ZBsDIpDhmDu3I/sencenwTlW+Z/rz1uh/7b40Fq7YR3S4ruNoTDTQK9WMZOUVcbF9IxXgtxf0BdynaipzyN44/OcL1wDQIjzYSy1U3qCBXqlmIregmLmL17mVxUeH1vr9e1JPO1/X9ItBBRYN9Eo1E0vXH2b9wQzncUiQ0KFV1Usj/33TaH4zpSwjpeuOUyVVLddRAUkn2pRqBnIKinn4w+0A7PjThUSG1Tz1Mq5HArkFZcH9i21lWSxrylWvAouO6JVqBl75dr/zdW2CfKkol7o7jmU7X5+uYZtBFVhqDPQi8qqInBCRrS5lD4nIERHZZH9Nczn3BxHZKyK7ROQCbzVcKVWzM4XWiPzHlEwA/n7V8Dq9v3THKQCHpiZutGozdbMI+Cvwerny/zPGPO1aICL9gVnAAKAD8KWI9DbGVL+dvFLK49bsS2PWwjXMG9+d5TtPcMGAdkwblFina5TuIQvgGuZd5+5V4KtxRG+MWQGk1/J6M4ElxpgCY8x+YC8wqgHtU0rVw5p9ady4eD0AC1fsA2BAh9jq3lKp8JCyEOF6A3be+B4NbKHypYbM0d8uIj/aUztxdllH4LBLnRS7TCnlI9uOZjFr4RpyCsrm0TvFRXLzhO51vlZpfnqAgmIrY2VsZChhIXp7rzGp70/rRaAHMBQ4BvzFLq9scW2lE3siMk9E1ovI+pMnT9azGUqp8nYdt9a7J7WO4rXrRjKoYyyLrh/lNg1TW665bDYftub5X70u2TMNVT5Tr+WVxhjnOisReQn4yD5MAVyTU3cCjlZxjYXAQoDk5GS9y6OUh2w8lEFosPDZXeOJCA1mUt/qc8vXVumIvnySMxX46jWiFxHXOzqXAKUrcj4AZolIuIh0A3oB3zesiUqp2tp4KIN/rjnExD5tiQj1TpqCdi0jvHJd5T01juhF5E1gIpAgIinAg8BEERmKNS1zALgZwBizTUSWAtuBYuA2XXGjlPcZY7jt3xv5ZMtxAG6f1NMrn5MYG+G1XyDKe2oM9MaY2ZUUv1JN/QXAgoY0SilVN//ZkOIM8uEhQQypYc/X+gqubkcSFbA0BYJ/EvbLAAAWBElEQVRSjZgxhvwiBz8cynSWffeHyV77PNeVPKrx0DVSSgWA4hIHSfM/5q4lP+CoJmHY2xtSeH/TEefx//vfPvo98Bmp9gbfexZMJT46zGvtzMwrqrmSCjga6JUKAG+usx4/+e+mo+xySQcM1t6uV7+8lk2HM/nNfzZz55JNfPdTGg6H4cnPdgLw1c4TnNu3bbWbenuCztw0Tjp1o5Qf7TyezdxF6zmSecZZdsebP3Ak8wxd4qPo3iaaCwa0Z+XeU+w5UfYLYPZLaxjU0f1J197tYrzSxqiwYPLsnDmanbhx0kCvlI+990MKf/5sF1eP7cqzy/ZQWGKtTw8OEkochj32Xq47j59m5/HTzpusqdkFbtfZciTL7bjE4fBKe5ffM4Gxj3/llWsr39CpG6V8qMRhuPutzRzNyuepz3Y5gzzAxN5tGnRtby17TIytenMS1ThooFfKh1ynXwCSu8bx2wv6MHNoBx6/dFCN7+/YKpLND05xK9v84BSuGt2Fm8bXPZdNXc0Y0sHrn6E8T6dulPKh3ak5bscvz0mmVVTZKpmLBiXy8ZZjFd534ImL3I4n923L8p0nWDX/XGIjQ1lwSc2/JBriXzeOplNcJF1bR9dcWQUcDfRK+cjKPae4480fnMc927ZwC/JQNv0SHx1GicOQdaaIl66tmETsH9eMoNhhfPaU6lk9E3zyOco7NNAr5QOFxQ6ufmUtAJP6tOHZWcOIjQytUO/8/m15Z2MKL89JZniXOE7lFFSaRCwkOIh6JKNUzZTO0SvlQbf/eyMjHllGcYn7CphD6XnO18/+vPIgD3DhwER+uP98hnextnjQTJHKE3REr5SHbD2SxUc/WvPra/alU+xwEBUWwqhu8WSdKQRg8Q2jiI2qPMiXivPik62qedJAr5SHHEwrG7WXTtMAvH/bWc7UAa2qGMkr5U06daOUh+QWVp7wa+bfVrH/VC4ArWoYzSvlDRrolfKQZdtTqzz36Mc7AKqcm1fKmzTQK+UhpYH+vV+Oc5bddE43tzoxERrole9poFfKA77eeQKAs3smMKxLHLdM6AHAgA6xPDdrqLOebtyh/EFvxirlAct3WqP5F2YPA+BX5/YkNjKUiwYncjAt159NU0pH9ErVx87j2ZQ4DIXFDt7dmMI/1xwiOEicSyOjw0O4dWIPQoOD6BKvaQOUf+mIXqk62nEsm6nPfcvN47vzjxX7nOV/uWJIpfXDQnQ8pfxLA71SdVS6Xt41yD9+6SAuHtaxyvf855axRPooL41S5WmgV6qOXllZFuBjwkPY8vAFNb5nZFK8N5ukVLX0b0rV6O1OPc2afWk++ay8wmK2Hsl2Hv/2wj4++VylGkJH9KrRKipx8OfPd7HQnkJZd+95tInxbhKw7/enc6aohJevTWZyv7aI6HJJFfg00KtGae+JHKa/8C35RWVZIg+l53o90H+98wQiMKJrnAZ51Wjo1I1qNIwx3P3WJt747gC/XrrJGeR/M6U3AL9eupkSh3HWT88tZNXeU87j4hIHS74/RE5B5TlpqvvcmX9bRZ/7PmXxdwc5u2eCZphUjYoGehWQvt51gozcQreyLUeyeO+HI9z//jZ+TMlylt9sP4V6MC2Pa19dy4nT+QA89+Vurnp5LYftXPC97/uU+e9u4b2NKXVqy1c7T7D5cCYFxdYvljHdW9e7X0r5gwZ6FXDOFJZw/WvrmP3SGg6m5fLGmoPsST3NvpPuT5jeNqkHq+afS2hwEEM6twJg1d40Ri1YTn5RCd8fyADgcEYehcUOSgf7+UUOdqe6b9JdnSXrDpPQIpxJfdoAuq2eanx0jl4FnKwzVu72ncdPM/HpbzB2gD6rZ2uiwoLJKywBYGjnODq2igTgt1P6uOWAf275HmIjrf+8l21PpUt8lPPcgk92sOCTHexdMJWQ4OrHOkczz7Bseyrn9Erg2VnD2JKSxVD7l4pSjYWO6FXA+XjLMedrUzblzqq9adx0Tnfn8fjeZSPr8FD3/5Rf/OYnWoRbmSJfW3WAa175vsLn5BaUuB1/u+ckcxet48vtqaTnFrJi90ku/ftqADYezCA2MpSze+loXjU+OqJXAaWw2MGjH293K3t+9jDuePMHACb0acON53SjqMQQ7rI7dnglaQa+3FGWH75044/gIHHesM3OL3Lb1m/BxzvYefw0y+1MlK6uHtu1Ab1Syr90RK8CRonD0Pu+T91G8RcNSmTGkA7cPqknAIM6xhITEUp8uVUvpVM4D/2sv1t5+5YRbscOl4uX3rQtFVrFNM43v5nI/Av71q0zSgUQDfQqYKRmlwXe8/q15dfn9+axSwcBcM+U3vz02LQqg3HrFuFseWgKc8YluZX/45oRztcxESH8cWo/5/Ev/7URsJZPjn/qa7YcyeKiwYlu778yuRNdW0fpmnnVqNUY6EXkVRE5ISJbXcriRWSZiOyxv8fZ5SIiz4vIXhH5UUSGe7PxqnEqLHbw1rpD5Be5z5GXLoO8dWIP/nLFUO6Y3Mu59Z6I1LhpR0xEqFtA/v2FfRnSuRW3TrSWX3ZsFclN47uz//FpAKRmF3CmsITj2fkcsj97lEtOmvG92/DU5UM0yKtGrzYj+kXAheXK5gPLjTG9gOX2McBUoJf9NQ940TPNVE3JY5/s4PfvbKHv/Z/R/Q8f8+fPd+JwGOa/uwWAy0d0cps7r4/+iS2dAf50vrWKZ0Jva3mkiDCqmxXQ731vC2Mf/8r5vtjIUN6YO4rQYGHBxQMb1AalAkWNN2ONMStEJKlc8Uxgov16MfAN8Hu7/HVjjAHWiEgrEUk0xhxDKazR/KLVB5zHDgN/+/on2sZEsP9ULhcNTqRHmxYN+oxdj15IkMso/Nfn9yEmIpS7z+vtLPvVuT255pXvefeHI86yf84dzchucYSHBLNnwbQGtUGpQFLfOfp2pcHb/t7WLu8IHHapl2KXVSAi80RkvYisP3nyZD2boRqT3IJi5wbaV43uQluXvDQPfrANsNbDN1R4SLDbXH58dBi/v7Cv2wYg5W/SApzdK8FtJY9STYWnl1dWNplpKinDGLMQWAiQnJxcaR3VNHyy5Rh/+3ov246Wpfe9fEQnFlwyiCOZZzjrCWvqZEinWJISfLPtXrvYioFeqaaqviP6VBFJBLC/ly48TgE6u9TrBBytf/NUIPvH/37i+eV7KpTnFRbz9c4TGHsp4y//tdEtyM8b351hXeKAsmWRAO/ffraXW1wmJtx9jDOlfzuffbZSvlbfEf0HwBzgCfv7+y7lt4vIEmA0kKXz843fobQ8urQuSyHw3g8ptIoK4/FPdwJw+6SeBLmsiPnz57t4bdUBAOLK3VT98PazGdQp1q1sz4KpbuvbfcF1Jc13fziXuCjNRqmarhoDvYi8iXXjNUFEUoAHsQL8UhGZCxwCrrCrfwJMA/YCecD1Xmiz8qHHPtnBwhX7eOrywVyZ3JmUjDzufmuzW51nl+/hqtFdaGfPe5fuqQqQkWetePn8rvFEhwfTKS6K8qpaG+8ribGRNVdSqhGrzaqb2VWcmlxJXQPc1tBGqcBwKqfAuXvTN7tOMLlvW/7yxe4K9Z5fvofnl+/hxauGcyAtj68qSSHQp32M19tbV7NGdmbH8dpnsVSqsdJcN6pKX24vyxWTX+Rg7ONfUVhStqPT9MGJDOoY65zCudV+0hTgunFJzmWU399bYUwQEJ64bLC/m6CUT2igV5UqKnHw16/3Oo/Lj9L3Pz4NEcEY4wz0ru6f3p++7WO4ZHhHXbKolJ9prhtVwU8nc+h176ekZJzhTzMHuJ274axubHloivNmZmXpAf40cwDBQcKsUV00yCsVADTQKze7jp9m8l/+5zyePaqL28qZyf3aEhNRdXqChBZhXDs2yZtNVErVkQZ6xeqfTnHydAEAf3OZrvn9hX0JDQ7iLpfUAeN6VL1f6u2TerJk3hjvNVQpVS86R9/M7TuZwy9esrbgu2NyLz768Shn9WzN338xwplYbM64JGeKgsqmap68bBA5BSXMPbub7xqulKo1DfTNxIaDGbzx3QEenjmQ2MhQHv1oO+1aRvDEZ2U3Up9fvoeQIOG2ST3rlD3y5yO7eKHFSilP0UDfxB3NPMO4J8rS8P53U+UZKd68aQyFJQ5GdI2jRXjF/yyenz2Mbq19k4dGKeVZGuibuJ9O5jhfn9evnds+qqW+/PUEeratPjXwjCEdPN42pZRv6M3YJi6v0NrF6d83jublOclcMaITw7q04ou7xzvrJLWumJZAKdV06Ii+iSvdrq80Le+frxjiPHfpsI4kJ8UT4udcM0op79JA34TtTj3NnUs2ARAZWvHBpWd+PtTXTVJK+YEO5ZqoDQfTuen19QCM6BpHG5fdnJRSzYuO6JugH1Mymf/OFg6m5fG7C/vwy4k9/d0kpZQfaaBvxI5knkGAxasP8I8V+zi/fzue/flQZvx1FQAvXjWcqYMS/dtIpZTfaaAPcPf/dytvrDnIIzMHcM3YJDLzCnl7Qwo3nNXNuddqqWXbUxnw4OeAlb5Ag7xSCkCMj7dwq0xycrJZv369v5vhFyUOw4ebj3JWz4QK8+gvrdjHgk92OI9Dg4Wiksp/Xv++cTS/eNlKZdA/sSVLbxlb6YNPSqmmQ0Q2GGOSa6qnkcDPHvtkB6+s3M/0wYk8c+VQ1u5PY1yPBIKDhEWrD9C7XQvuu6g/dy75wbktX6nuCdE8evFAerZtQduWEXz7u0lsPZKlI3mllBsN9H607kA6r6zcD8BHPx7jox+tfdQvGpTIvRf140jmGe67qB/je7dh1fxz+WjzMe5/fyuvXTeS6PAQhnRu5Xa9zvFRdI7Xh5+UUu400PtIWk4B1722jvTcQvKLSpjUty1vb0gBQARcZ9A+3nKMj7dYQX9MdystcFRYCFeO7MyVIzv7vO1KqcZNA70PFJU4uOTvqzmUnucsKw3yz/58KD8b0oENBzOIiQjhsU928O2eUwDMHNqBgR1j/dJmpVTToQ9M+cBb6w5zKD2Pmyd0Z92955FopyO4Y3IvLh7WkeAgYVS3ePoltmTR9aOYM7YrM4d24KnLdfNqpVTD6aqbOnhm2W4cDsM9U3q7bcBxprCEM0UlRIcHk5pVwJr9aTz12U6Cg4SBHWJZvvME/RNb8vEdZyMiFBY7SMnIo3ub6jNGKqVUdXTVTQMYYyrdSen55XsAaBkZwlvrDhMZFszWI9nVXis1+wQAFw5s77xmWEiQBnmllM9ooHdxprCEP7z7I+9vPkqvti2YN74Hh9Pz+DElk/P6t3PWe+wTa1emXuVyuMdGhpJ1pogx3eN57bpRRIQG8d2+NEKCghjexX2FjFJK+YpO3biYu2gdy3daI/CI0CDyixxu5+Ojw5g6sD3rDqRzzdgkrhnTFYfDcCw7n46tIv3RZKVUM6ZTN5VYvPoAa/en8cyVQ/nf7pNEh4Uw57XvKXEY4qJCnQ8kvTVvDC0iQnjko+20bxnBiK5xnC4o5tJhnWhv30gtFRQkGuSVUgGt2Yzo8wqL6f/A5zXW++yuc+jbvqVX26KUUp5Q2xF9o15eeSgtj799vZf1B9J5/bsDpGTkUVxiTbecPF3AugPppOcWsnrvKTYdygSsPDCuzumVwHOzrA04BnRoqUFeKdXkNOqpmx3Hs/nz57ucxw+8v63G9/xp5gBOni7g5ZX72XAwg5vO6c743m0Y16NiUjGllGoKGnWgn9inDbdM6EHr6DAiwoJZueckn29LdavTNiackzkFzhQDfdrHkJwUz9RBiZQ4DMFB1pJHDfJKqaaqUQf68JBg5k/t6zy+MrkTv3v7RwS4b3p/4qPCCLIDucNhnK9LBQdVXCuvlFJNTaMO9OWFhwTz3KxhlZ4rH+SVUqq5aFCgF5EDwGmgBCg2xiSLSDzwFpAEHACuNMZkNKyZSiml6ssTq24mGWOGuizxmQ8sN8b0Apbbx0oppfzEG8srZwKL7deLgYu98BlKKaVqqaGB3gBfiMgGEZlnl7UzxhwDsL+3reyNIjJPRNaLyPqTJ082sBlKKaWq0tCbsWcZY46KSFtgmYjsrO0bjTELgYVgPRnbwHYopZSqQoNG9MaYo/b3E8B7wCggVUQSAezvJxraSKWUUvVX70AvItEiElP6GpgCbAU+AObY1eYA7ze0kUoppeqvIVM37YD37M00QoB/G2M+E5F1wFIRmQscAq5oeDOVUkrVV0BkrxSRk8BBf7ejCgnAKX83wseaW5+bW39B+9xUdDXGtKmpUkAE+kAmIutrkwa0KWlufW5u/QXtc3PTqNMUK6WUqpkGeqWUauI00Ndsob8b4AfNrc/Nrb+gfW5WdI5eKaWaOB3RK6VUE6eBXimlmrhmF+hFpLOIfC0iO0Rkm4jcaZfHi8gyEdljf4+zy/uKyHciUiAiv3G5Th8R2eTylS0id/mrX9XxVJ/tc3fb19gqIm+KSIQ/+lQdD/f3Truv2wL15wv16vNVIvKj/bVaRIa4XOtCEdklIntFJGDTjHu4z6+KyAkR2eqv/niVMaZZfQGJwHD7dQywG+gPPAXMt8vnA0/ar9sCI4EFwG+quGYwcBzr4QW/99FbfQY6AvuBSPt4KXCdv/vnxf4OxErrEYX19PeXQC9/989DfR4HxNmvpwJrXf5b/gnoDoQBm4H+/u6fN/tsH48HhgNb/d0vb3w1uxG9MeaYMWaj/fo0sAMrgFWaR98Yc8IYsw4oquayk4GfjDEB+XSvh/scAkSKSAhWADzq5ebXmQf72w9YY4zJM8YUA/8DLvFBF+qsHn1ebcp2flsDdLJfjwL2GmP2GWMKgSX2NQKOB/uMMWYFkO6jpvtcswv0rkQkCRgGrKWWefSrMAt409Pt84aG9NkYcwR4GiuH0TEgyxjzhTfb21AN/BlvBcaLSGsRiQKmAZ2911rPqEef5wKf2q87AoddzqXYZQGtgX1u8pptoBeRFsA7wF3GmOwGXCcMmAH8x1Nt85aG9tme65wJdAM6ANEicrVnW+k5De2vMWYH8CSwDPgMaxqj2KON9LC69llEJmEFvd+XFlVSLaDXYHugz01eswz0IhKK9R/Gv4wx79rF9c2jPxXYaIxJ9XxLPcdDfT4P2G+MOWmMKQLexZr3DDie+hkbY14xxgw3xozH+tN+j7fa3FB17bOIDAZeBmYaY9Ls4hTc/2rpRABOz5XyUJ+bvGYX6EVEgFeAHcaYZ1xO1TeP/mwCfNrGg30+BIwRkSj7mpOx5kUDiid/xmLtnoaIdAEuJUB/1nXts92fd4FrjDG7XeqvA3qJSDf7r9VZ9jUCjgf73PT5+26wr7+As7H+FP0R2GR/TQNaA8uxRmzLgXi7fnusUU42kGm/bmmfiwLSgFh/98uHfX4Y2Ik1f/0GEO7v/nm5v98C27GmbSb7u28e7PPLQIZL3fUu15qGtYLlJ+Bef/fNR31+E+u+U5H985/r7/558ktTICilVBPX7KZulFKqudFAr5RSTZwGeqWUauI00CulVBOngV4ppZo4DfRKKdXEaaBXSqkm7v8DtIvvb1nPoJAAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from stock_load import load_stock\n", "\n", "def makeplot(stock_df, field, my_str):\n", " column = getattr(stock_df, field)\n", " column = np.array(column, dtype='float')\n", " plt.plot(stock_df.Date, column, label=my_str)\n", " plt.legend()\n", "\n", "def do_plot(stock_df, name_str):\n", " makeplot(stock_df, 'Close', 'closing price')\n", " plt.title(name_str + ' Stock Price')\n", " plt.show()\n", "\n", "if __name__ == '__main__':\n", " stock_df = load_stock('MSFT')\n", " do_plot(stock_df, 'MSFT')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 15.7 두 개의 주식 시세를 함께 그래프로 그리기" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from stock_load import load_stock\n", "\n", "def makeplot(stock_df, field, my_str):\n", " column = getattr(stock_df, field)\n", " column = np.array(column, dtype='float')\n", " plt.plot(stock_df.Date, column, label=my_str)\n", " plt.legend()\n", " \n", "def do_duo_plot(stock1_df, stock2_df):\n", " '''개정된 do plot 함수.\n", " 이번에는 2개의 주식 데이터 프레임을 처리한다.\n", " 모두 함께 그래프로 표현한다.\n", " '''\n", " makeplot(stock1_df, 'Close', 'MSFT')\n", " makeplot(stock2_df, 'Close', 'AAPL')\n", " plt.title('MSFT vs. AAPL')\n", " plt.show()\n", "\n", "# 메인 모듈이면, 테스트를 수행한다.\n", "if __name__ == '__main__':\n", " stock1_df = load_stock('MSFT')\n", " stock2_df = load_stock('AAPL')\n", " do_duo_plot(stock1_df, stock2_df)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "'''File stock_plot_v2.py\n", "---------------------------------\n", "두 개의 주식 시세를 그래프를 그린다.\n", "stock_load.py에 의존성이 있다.\n", "'''\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from stock_load import load_stock\n", "\n", "# 플롯을 만든다: 지루하고 반복적인 작업을 수행한다.\n", "def makeplot(stock_df, field, my_str):\n", " column = getattr(stock_df, field)\n", " column = np.array(column, dtype='float')\n", " plt.plot(stock_df.Date, column, label=my_str)\n", " plt.legend()\n", " \n", "def do_duo_plot(stock1_df, stock2_df, name1, name2):\n", " ''' 두 주식의 그래프를 그린다.\n", " 인수는 데이터 프레임과,\n", " 열의 이름으로 사용할 주식 시세 기호 문자열이다.\n", " '''\n", " makeplot(stock1_df, 'Close', name1)\n", " makeplot(stock2_df, 'Close', name2)\n", " plt.title(name1 + ' vs. ' + name2)\n", " plt.show()\n", "\n", "# 메인 모듈이면 테스트를 수행한다.\n", "if __name__ == '__main__':\n", " stock1_df = load_stock('IBM')\n", " stock2_df = load_stock('DIS')\n", " do_duo_plot(stock1_df, stock2_df, 'IBM', 'Disney')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 15.8 응용: 다른 데이터 그래프 그리기" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "'''File stock_plot_v3.py\n", "---------------------------------\n", "주식의 일일 최고가와 최저가를 그래프로 표현한다.\n", "stock_load.py에 의존성이 있다.\n", "'''\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from stock_load import load_stock\n", "\n", "# 플롯을 만든다: 지루하고 반복적인 작업을 수행한다.\n", "def makeplot(stock_df, field, my_str):\n", " column = getattr(stock_df, field)\n", " column = np.array(column, dtype='float')\n", " plt.plot(stock_df.Date, column, label=my_str)\n", " plt.legend()\n", "\n", "def do_highlow_plot(stock_df, name_str):\n", " ''' 일일 최고가와 최저가의 점을 구한다.\n", " 인수로 전달받은 주식 데이터 프레임(stock_df)의 \n", " 1개의 주식을 위한 최고가와 최저가 열을 사용한다.\n", " '''\n", " makeplot(stock_df, 'High', 'daily highs')\n", " makeplot(stock_df, 'Low', 'daily lows')\n", " plt.title('High/Low Prices for ' + name_str)\n", " plt.show()\n", "\n", "# 메인 모듈인 경우 테스트를 수행한다.\n", "if __name__ == '__main__':\n", " stock_df = load_stock('MSFT')\n", " do_highlow_plot(stock_df, 'MSFT')" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def do_volume_plot(stock_df, name_str):\n", " ''' 전달 받은 데이터 프레임(stock_df)의 \n", " 일일 주식 판매량을 그래프로 표현한다.data frame (stock_df).\n", " '''\n", " makeplot(stock_df, 'Volume', 'volume')\n", " plt.title('Volume for ' + name_str)\n", " plt.show()\n", "\n", "stock_df = load_stock('MSFT')\n", "do_volume_plot(stock_df, 'MSFT')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 15.9 기간 제한하기" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def do_volume_plot(stock_df, name_str):\n", " ''' 전달 받은 주식의 일일 판매량인 데이터 프레임(stock_df)을 그래프로 그린다.\n", " 최근 60일치 데이터를 그래프로 표현한다.\n", " '''\n", " stock_df = stock_df[-60:].reset_index()\n", " makeplot(stock_df, 'Volume', 'volume')\n", " plt.title('Volume for ' + name_str)\n", " plt.show()\n", " \n", "stock_df = load_stock('MSFT')\n", "do_volume_plot(stock_df, 'MSFT')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 15.10 차트 쪼개기: 판매량 서브플롯" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def do_split_plot(stock_df, name_str):\n", " ''' 서브플롯이 있는 그래프를 그린다.\n", " U웹에서 읽어 온 주식 데이터 프레임 stock_df를 사용한다.\n", " '''\n", " plt.subplot(2, 1, 1) # Plot top half.\n", " makeplot(stock_df, 'Close', 'price')\n", " \n", " plt.title(name_str + ' Price/Volume') # 상단 그래프에만 제목 생성\n", "\n", " plt.subplot(2, 1, 2) # Plot bottom half.\n", " makeplot(stock_df, 'Volume', 'volume')\n", " plt.show()\n", " \n", "stock_df = load_stock('GOOGL')\n", "do_split_plot(stock_df, 'Google')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 15.11\t변동 평균(Moving Average) 선 추가하기" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- 선택된 열의 변동 평균 데이터 = 선택된 열.rolling(n, min_periodes=m).mean()\n", " - n: 평균 산출에 사용할 과거 날짜 수\n", " - min_periods: 변동 평균을 구하기 위해 필요한 이전 데이터 지점 수" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# 그래프를 그린다 : 지루하고 반복적인 작업을 수행한다. stuff.\n", "def makeplot(stock_df, field, my_str, avg=0):\n", " column = getattr(stock_df, field)\n", "\n", " if avg: # Only work if avg is not 0!\n", " column = column.rolling(avg, min_periods=1).mean()\n", "\n", " column = np.array(column, dtype='float')\n", " plt.plot(stock_df.Date, column, label=my_str)\n", " plt.legend()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def do_movingavg_plot(stock_df, name_str):\n", " ''' 동적-평균 플롯 함수 수행하기.\n", " 180일 동적 평균 선과 함께 가격을 그래프로 그린다.\n", " '''\n", " makeplot(stock_df,'Close', 'closing price')\n", " makeplot(stock_df,'Close', '180 day average', 180)\n", " plt.title(name_str + ' Stock Price')\n", " plt.show()\n", " \n", "stock_df = load_stock('AAPL')\n", "do_movingavg_plot(stock_df, 'Apple')" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def do_movingavg_plot(stock_df, name_str):\n", " ''' 동적-평균 플롯 함수 수행하기.\n", " 180일 동적 평균 선과 함께 가격을 그래프로 그린다.\n", " '''\n", " makeplot(stock_df,'Close', 'closing price')\n", " makeplot(stock_df,'Close', '360 day average', 360)\n", " plt.title(name_str + ' Stock Price')\n", " plt.show()\n", " \n", "stock_df = load_stock('AAPL')\n", "do_movingavg_plot(stock_df, 'Apple')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 15.12 사용자에게 선택권 넘기기" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# file stock_plot_v4.py ------------------------------\n", "\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from stock_load import load_stock\n", "\n", "def do_simple_plot(stock_df, name_str):\n", " ''' 플롯을 수행하는 함수.\n", " 간단한 종가 그래프를 그린다.\n", " '''\n", " makeplot(stock_df,'Close', 'closing price')\n", " plt.title(name_str + ' Stock Price')\n", " plt.show()\n", "\n", "def do_highlow_plot(stock_df, name_str):\n", " ''' 최고가/최저가 플롯을 수행하는 함수.\n", " 주식의 최고가와 최저가를 그래프로 그리고, 보여준다.\n", " '''\n", " makeplot(stock_df, 'High', 'daily highs')\n", " makeplot(stock_df, 'Low', 'daily lows')\n", " plt.title('High/Low Graph for ' + name_str)\n", " plt.show()\n", "\n", "def do_volume_subplot(stock_df, name_str):\n", " ''' 판매량 서브플롯을 수행하는 함수.\n", " 종가와 판매량 서브플롯을 그래프로 그린다.\n", " '''\n", " plt.subplot(2, 1, 1) \t\t\t# 위쪽 그래프를 그린다.\n", " makeplot(stock_df, 'Close', 'price')\n", " plt.title(name_str + ' Price/Volume')\n", " plt.subplot(2, 1, 2) \t\t\t# 아래쪽 그래프를 그린다.\n", " makeplot(stock_df, 'Volume', 'volume')\n", " plt.show()\n", "\n", "def do_movingavg_plot(stock_df, name_str):\n", " ''' 변동-평균 플롯을 수행하는 함수.\n", " 180간의 변동 평균 선을 가격과 함께 그래프로 그린다.\n", " '''\n", " makeplot(stock_df,'Close', 'closing price')\n", " makeplot(stock_df,'Close', '180 day average', 180)\n", " plt.title(name_str + ' Stock Price')\n", " plt.show()\n", "\n", "# 지루하고 반복되는 작업을 수행한다.\n", "def makeplot(stock_df, field, my_str, avg=0):\n", " column = getattr(stock_df, field)\n", " if avg: # Only plot avg if not 0!\n", " column = column.rolling(avg, min_periods=1).mean()\n", " column = np.array(column, dtype='float')\n", " plt.plot(stock_df.Date, column, label=my_str)\n", " plt.legend()\n", "\n", "if __name__ == '__main__':\n", " name_str = 'GOOGL'\n", " stock_df = load_stock(name_str)\n", " do_movingavg_plot(stock_df, name_str)\n", " do_simple_plot(stock_df, name_str)\n", " do_volume_subplot(stock_df, name_str)\n", " do_highlow_plot(stock_df, name_str)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# file stock_demo.py ------------------------------\n", "\n", "from stock_plot_v4 import *\n", "\n", "menu_str = ('메뉴 선택:\\n' +\n", "'0. 종료\\n' +\n", "'1. 간단한 종가 그래프 출력\\n' +\n", "'2. 일일 최고가와 최저가 출력 \\n' +\n", "'3. 가격/판매량 서브플롯 출력 \\n' +\n", "'4. 변동 평균을 추가한 가격 \\n')\n", "\n", "prompt_msg = '주식 시세 기호를 입력하세요 (종료하려면 엔터를 입력하세요): '\n", "def main():\n", " while True:\n", " # 유요한 주식을 사용자에게 입력 받을 때까지 프롬포트를 띄운다.\n", " try:\n", " s = input(prompt_msg)\n", " s = s.strip()\n", " if not s: \t\t\t\t# 빈 문자열이면 루프를 탈출한다.\n", " return\n", " stock_df = load_stock(s)\n", " n = int(input(menu_str + '선택한 메뉴를 입력하세요: '))\n", "\n", " if n < 0 or n > 4:\n", " n = 0\n", " if n == 0:\n", " return\n", "\n", " fn = [do_simple_plot, do_highlow_plot, do_volume_subplot, do_movingavg_plot][n-1]\n", " fn(stock_df, s)\n", " except:\n", " print('주식을 찾지 못했습니다. 다시 시도하세요. ')\n", "\n", "main()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 15.13 정리해 보자" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 15.14 복습 문제" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 15.15 실습 문제" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.8" } }, "nbformat": 4, "nbformat_minor": 4 }