{ "cells": [ { "cell_type": "markdown", "id": "resident-wagner", "metadata": {}, "source": [ "# **1-2 금융 데이터와 전처리**\n", "\n", "## **6 Log 가격정보 를 활용한 자산 수익의 정형화된 사실의 조사**\n", "**정형화된 사실(Styled fact)** 에서는 **경험적 자산 수익률** 에서 나타나는 **통계적 분석 속성** 을 분석 합니다\n", "- ! pip install statsmodels\n", "\n", "## **01 Reading the Stock DataSet**" ] }, { "cell_type": "code", "execution_count": 1, "id": "rapid-broad", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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OpenHighLowCloseVolumeChange
Date
1999-01-0417761776162416936661600.095084
1999-01-051692171216491673643209-0.011813
1999-01-0617021720165117186451100.026898
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" ], "text/plain": [ " Open High Low Close Volume Change\n", "Date \n", "1999-01-04 1776 1776 1624 1693 666160 0.095084\n", "1999-01-05 1692 1712 1649 1673 643209 -0.011813\n", "1999-01-06 1702 1720 1651 1718 645110 0.026898" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "DATA_FILENAME = 'data/stock-samsung.pkl'\n", "import pandas as pd\n", "data_stock = pd.read_pickle(DATA_FILENAME)\n", "data_stock.head(3)" ] }, { "cell_type": "code", "execution_count": 2, "id": "eight-three", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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adj_closesimple_rtnlog_rtn
Date
1999-01-051673-0.011813-0.011884
1999-01-0617180.0268980.026542
1999-01-0718410.0715950.069148
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" ], "text/plain": [ " adj_close simple_rtn log_rtn\n", "Date \n", "1999-01-05 1673 -0.011813 -0.011884\n", "1999-01-06 1718 0.026898 0.026542\n", "1999-01-07 1841 0.071595 0.069148" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import numpy as np\n", "df = data_stock.loc[:, ['Close']] # DataFrame 으로 데이터 추출\n", "df.rename(columns={'Close':'adj_close'}, inplace=True)\n", "\n", "# 추가 수익률 계산내용의 추가\n", "df['simple_rtn'] = df.adj_close.pct_change() # 단순 수익률 계산 (자산기준 수익률 가중화 합산)\n", "df['log_rtn'] = np.log(df.adj_close / df.adj_close.shift(1)) # Log 수익률 계산 (시간에 따른 수익률 log 합산)\n", "df = df.dropna()\n", "df.head(3)" ] }, { "cell_type": "code", "execution_count": 3, "id": "bc2b7e79-15a0-4502-9287-40449103ded0", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "found : D2Coding\n" ] } ], "source": [ "%matplotlib inline\n", "%config InlineBackend.figure_format = 'retina'\n", "import warnings\n", "import matplotlib.pyplot as plt\n", "from matplotlib.font_manager import fontManager as fm\n", "\n", "plt.style.use('seaborn') # 'seaborn-colorblind'\n", "plt.rc('axes', unicode_minus=False)\n", "warnings.simplefilter(action='ignore', category=FutureWarning)\n", "font_list_check = ['D2Coding', 'NanumGothicCoding', 'NanumGothic']\n", "\n", "for font in font_list_check:\n", " font_counts = [ f for f in font_list_check \n", " if font in [_.name for _ in fm.ttflist]]\n", " if len(font_counts) > 1: \n", " print(f\"found : {font}\"); break\n", " \n", "# 폰트 적용하기\n", "plt.rc('font', family=font) " ] }, { "cell_type": "markdown", "id": "occasional-enlargement", "metadata": {}, "source": [ "## **02 정규 분포 확률 밀도 함수 (PDF)**\n", "- Probability Density Function 를 계산하고\n", "- 위 결과값을 **히스토그램** 과 **Q-Q** 도면을 출력한다\n", "- Log 수익률 데이터의 정규성을 평가 **(요약 통계량)** 한다 (P-value 가 0으로 귀무가설이 기각된다)" ] }, { "cell_type": "code", "execution_count": 4, "id": "structural-trout", "metadata": {}, "outputs": [], "source": [ "# 관측한 수익률의 평균과 표준편차를 계산하여, \n", "# 정규분포 확률 밀도함수 (Probability Density Function) 을 계산한다\n", "import scipy.stats as scs\n", "r_range = np.linspace(min(df.log_rtn), max(df.log_rtn), num=1000)\n", "mu = df.log_rtn.mean()\n", "sigma = df.log_rtn.std()\n", "norm_pdf = scs.norm.pdf(r_range, loc=mu, scale=sigma)" ] }, { "cell_type": "code", "execution_count": 5, "id": "skilled-delta", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/buffet/Coding/Python/Nlpy/lib/python3.8/site-packages/statsmodels/graphics/gofplots.py:993: UserWarning: marker is redundantly defined by the 'marker' keyword argument and the fmt string \"bo\" (-> marker='o'). The keyword argument will take precedence.\n", " ax.plot(x, y, fmt, **plot_style)\n" ] }, { "data": { "image/png": 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tnvMZ23BknR76+QF5TI9FqQAAAEJn3jy7unUrorZto/XMM5EaPjxCEyeGX7DAc5rbbWj06PAgpwQAAAAAIO+gxAMAKNBSs1J0x/e36FD6IZ/xcZd9oBrF4yxKBaCweKjZYN1Q8yafse+2f63Ry0dalAgAACA0LrRllr/mz7dr61ZWTwUAAAAAFA6UeAAABZbb49Z9P/XRhiPrfMYfa/GU/q/aVRalAlCYGIahMZe+o/qlGvqMv5b0ir7b9o1FqQAAAIJr/ny7X1tm+cM0Dc2de3FFIAAAAAAA8gtKPACAAuuFRc/qp12zfcaurXGDHmv5lEWJABRGRcOK6r9Xfa5SkaV8xvvPuVfL9y+1KBUAAEDwjB7t/5ZZ/khJYSUeAAAAAEDhQIkHAFAg/Xfdh3p/1Ts+Y43LNNXbXd6XzeCvPwChVTX2Ek284hM5bH9/ijzDnaE7Z92incd3WJgMAAAgsLZssV30Flr/FhNjBvR6AAAAAADkVbyLCQAocP638wc99fujPmMVilbUJ1dPUVRYlEWpABR2bSslamSHMT5jh9IP6fbvu+toxhFrQgEAAATY3Ln2gF7PMEx17uwK6DUBAAAAAMirKPEAAAqUpfuWqO//7pbbdHvHohxR+uTqKSpftIKFyQBA6hnfS4OaP+YztvXYFt39Y09luDIsSgUAABA4gd76KjHRrZo1WYkHAAAAAFA4UOIBABQYW45u1h3f91C6K907ZsjQuMsmqFGZJtYFA4B/eCphqG6qdbPP2KK/FqjfT73l8vApcwAAkD9t3Wpo/PgwLVsWuJV47HZTgwZlBex6AAAAAADkdZR4AAAFwt7Uv3TLt111NPOoz/hrHd7Q1TWutSgVAJzJMAy9eek4ta7Q1mf8xx3fa/DcgfKYHouSAQAA5Ny8eXZ161ZEbdtG65lnIjVnjiMg17XbTY0enaHERPeFTwYAAAAAoIAIzL+qAQCw0KH0Q+rx7Y3anfqnz/ijLZ7U3Q3usSgVgPxibvKegF2rU5NKfp0XYY/Qx1d9putnXqnNRzd5x6ds/EzFIorrpbbDZBiB3YoCAAAg0CZPdmjw4Ei53YH7vsUwpEsvlR58MJ0CDwAAAACg0KHEAwDI145mHFGPb2/UpqMbfcbvjL9bT7QcYlEqALiwkpGlNPW6r3TdzCv0Z8of3vH3V72jEhElNLjFExamAwAAOL/58+0BKfDYbKZ693aqbFlTMTGmbropUnXqSAcPUuABAAAAABQ+lHgAAPnWiczjuvW7m7T20Gqf8SurXa3XOrzBKhYA8ryK0ZU07bqvdO3MK3Qo/aB3fHjSfxRmD9fApo9YFw4AAOA8Ro8Ov+gCz+kts2691eUdK1Mm8mKjAQAAAACQb9msDgAAQG6kOlN12/fdtfLACp/xjpU764P/+1gOGz1VAPlDjeJx+uK6mYoJj/UZf3nRc3p75ZsWpQIAADi3LVtsmjcv9//mMgxT7du7NG1auk+BBwAAAACAwo53OAEA+U5K1gnd9l13Ld23xGe8bcVE/feqyYp08MlNAPlLw9KN9Nk103Trt12V5krzjr+0aKgMGXqw6UMWpgMAAPA1d649V/Muv9ypzp3d6tTJpbg4M8CpAAAAAADI/1iJBwCQrxzNOKLu31yvpH2LfcZblEvQp9dMVVRYlEXJAODitK7QRp9fM11RDt8/x15c9KzeWjnGmlAAAABnkZKSu220WrTw6N57nRR4AAAAAAA4B0o8AIB842DaQXX9+tozttBqUqapplw7Q9Fh0RYlA4DAaFspUZ9dM+2MIs/Li57TsMUvyTR5wwsAAFgvJiZ335Pkdh4AAAAAAIUFJR4AQL6wN/Uvdf36aq0/vNZnvHm5lpp2/deKjShmUTIACKx2ldqftcgzZsXrevL3wfKYHouSAQAAZOvc2ZXjOYZh5moeAAAAAACFCSUeAECet/HIBl395WXafHSTz3i7iu017bqvVCyiuDXBACBIThd5iv5rhbGP101U/zn3yul2WpQMAABAiosz1b59zgo5iYlu1azJSjwAAAAAAJyPw+oAAACcz+K/FurOH27V8cxjPuOdq3TRR1d+pqiwqLNPBAALzE3eE7BrdWrSXjOu/0a3fddNRzOPese/3DJd13x+XNNuniY6+QAAwCqDBmVp4UK73G7jgufa7aYGDcoKQSoAAAAAAPI3SjwAgDzr221fqf+cvsp0Z/qMX1X9Wn3wfx8pwh5xzrmBfCMdAKzSrFwLfdN1tm7+9gbtO7nXO/7T9p+U+FGiJl3xhSrHVLEwIQAAKAy2bjX0668OpaQYionJ3hYrMdGtN97I0ODBkect8tjtpkaPzlBiojuEiQEAAAAAyJ/46C4AIM8xTVNvLh+le2ffdUaB5+769+jDKz45b4EHAAqSOiXr6ruu/1O12Oo+42sPrNWVMy7VqgMrLUoGAAAKunnz7OrWrYjato3WM89EavjwCD3zTKTato1Wt25FVKWKqWnT0s+6tZZhZG+5NW1aum69NWdbbwEAAAAAUFixEg8AIE9Jd6brgTn36Mst0894bEir5/Rws0dlGBderh0ACpKqsZfo+5vmqNcPt2j5/mXe8QNp+3XDV1fprS7v6bqaN1oXEAAAFDiTJzvOu8rOvHkOLVxo1+jRGZoxI11btxqaO/fv1Xo6dXIpLs4McWoAAAAAAPI3SjwAgDxjz4k9umHKDVq+d7nPuMPm0Bud3tKtdXtalAwArFcmqoxmXP+dBvx8n77b/rV3PM2Vpntm99JDTQfr6VZDZbfZLUwJAAAKgvnz7RfcJkuS3G5DgwZFqnLldCUmuhUX5wxRQgAAAAAACia20wIA5Anz9/yu5h80P6PAUzyiuKZc+yUFHgCQFBUWpQlX/FePt338jMfGrnxDt33fTUczjliQDAAAFCSjR4dfsMBzmtttaPTo8CAnAgAAAACgcKDEAwCwlMf0aPSyker+zfXaf3K/z2O1S9TR7O5z1aFyJ2vCAUAeZDNsGnH5CH1w7QcKs4X5PDb3z190+fROWrl/+TlmAwAAnN+WLTbNm5ezxbvnz7dr61a2PQYAAAAA4GKxnRYAwDKH0w/rwZ/76pc/5pzx2OWXXKH3Lp+omPBYC5IBQN7Xt3lfVQqvrj4/3qn9afu843+c2KlrZl6uZ1q9oAeaDJDNoLcPAEBBs3WroV9/dSglxVBMjKnOnV2KizMDMn/u3JxvzWmahubOdbCdFgAAAAAAF4kSDwDAEr/8MUcP/9Lf541nSTJkaFDzx/R4yyGy23L+4jEAFCYty7fSnJt/V5/Zd2rpviXecZfHpRcXPavfd/+qt7q8r7JRZS1MCQAAAmXePLvGjAk/60o57du7NGhQlhIT3Rc1PyUldyvq5HYeAAAAAAD4Gx/LBQCEVJozTU/9/qhu/e6mMwo8paNK64eeP+ipVkMp8ACAn8oVLa+ZN3yvexr2O+OxX//8WZ2+aKPvt39rQTIAAAqfrVsNjR8fpjfeCNf48WEB3WJq8mSHevQocs6trubNc+jmm4toypSzP+7v/C1bcpc5Jsb/lYAAAAAAAMDZsRIPACBklu9fqoE/36+tx7ac8VhC+daacds0VY6trIMHUyxIBwD5V7g9XK+2f13tK3XSI7/217HMY97HDqUfVO8fe6pbrR4a1n6ESkSWtC4oAAAF1MWukHMh8+fbNXhwpNzu8xds3G5DgwZFqnLldJ/75WT+zJlhOc5nGNlbcgEAAAAAgIvDSjwAgKBLzUrRkHmP6+oZl51R4LEZNg1q/phm3vC9KsdWtighABQMV9e4Vr/0WKBWFdqc8diMLVPVfkorzdr+nQXJAAAouC52hRx/jB4dfsECzmlut6HRo8NzPd/jMVSsmCdH+RIT3apZk5V4AAAAAAC4WKzEAwAIqp92/qgnfh+sPam7z3isWmx1vXPZB2pZvpUFyQAgb5ubvOecj8VER0qSUlIzzvKoTY9U+0AzHe9rxu735Db//lT8gbT9uvvH23VFtas0rP1IVYmpGujYAIBCYP/+/XrllVe0YMECGYahjh076umnn1bp0qVzfc3U1FQNHTpUs2bNUteuXTV8+HCfx3fv3q0uXbqcde748ePVoUOHXN/7YlzsCjn+2LLFds6C0Plybd1qKC7OzNX848cN2e2mX8Ufu93UoEFZObo+AAAAAAA4O0o8AICg2H5sq55f+Ixm7/zhrI/fUe8uvZT4qqLDokOcDAAKPrvhUPcqD6pFyUv1zpantSttk8/js3f+oN93z9WjLZ7S/Y0fVLg9/BxXAgDAV1pamnr16qUDBw7onnvukcPh0EcffaTevXtr+vTpioiIyNH1srKyNHXqVL333ns6ceLEBc/v3r27mjdv7jNWp06dHN0zkHKzQk5iYnqO7jF3rj3HuUzT0Ny5DsXFOXM1XzJ0441OffWV47xfn91uavTojIvaKgwAAAAAAPyNEg8AIKBOZB7XG8tHavzqd+X0OM94vGpsNb3ecYw6VbnUgnQAULhUK1pPrzaaqhm739NXez6Q2/z7DbZ0V7r+s/h5fbbhv3q29Yu6tsb1Mgz/3oQEABRe06ZN086dOzVy5Ehdf/31kqS6devqvvvu04wZM3T77bfn6Hq///67Xn75ZSUkJOjJJ59Ut27dznt+8+bNddNNN+U6fyBd7Ao5/kpJyd3fz6fn5XZ+7doeTZuWrtGjw8/4Og3DVGKiW4MGZVHgAQAAAAAggCjxAAACwuVxafLGT/Xqkpd1KP3gGY/bDJseaDxQj7d8WlFhURYkBIDCyWEL1y1VH9KAtnfqid8Haem+JT6P7zi+XffMvlMty7fSi21fUYvyCRYlBQDkB3PmzFFsbKyuvvpq79ju3dlb586ePTvHJZ5q1arpo48+Utu2bXXy5MmAZg22i10hx18xMf4Xfs4272LmJya6lZiYrq1bs3OnpBiKiTHVqZMrR0UkAAAAAADgH0o8AICL4va49eWWaXp92XDtOL79rOe0KJeg4R1eV6MyTUIbDgD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" ] }, "metadata": { "image/png": { "height": 278, "width": 1144 } }, "output_type": "display_data" } ], "source": [ "import seaborn as sns\n", "fig, ax = plt.subplots(1, 2, figsize=(16, 4))\n", "\n", "# Histogram 그리기\n", "sns.distplot(df.log_rtn, kde=False, norm_hist=True, ax=ax[0]) \n", "ax[0].set_title('Distribution of MSFT returns', fontsize=16) \n", "ax[0].plot(r_range, norm_pdf, 'g', lw=2, \n", " label=f'N({mu:.2f}, {sigma**2:.4f})')\n", "ax[0].legend(loc='upper left');\n", "\n", "# Q-Q plot 그리기\n", "import statsmodels.api as sm\n", "qq = sm.qqplot(df.log_rtn.values, line='s', ax=ax[1])\n", "ax[1].set_title('Q-Q plot', fontsize = 16)\n", "# plt.savefig('images/ch1_im10.png')\n", "plt.tight_layout(); plt.show()" ] }, { "cell_type": "code", "execution_count": 6, "id": "ordered-distance", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "---------- Descriptive Statistics ----------\n", "Range of dates: 1999-01-05 - 2021-08-12\n", "Number of observations: 5586\n", "Mean: 0.0007\n", "Median: 0.0000\n", "Min: -0.1480\n", "Max: 0.1398\n", "Standard Deviation: 0.0235\n", "Skewness(왜도): 0.1403\n", "Kurtosis(첨도): 4.5569\n", "Jarque-Bera (자르케-베라) statistic (정규성 검정): 4840.58\n", "p-value: 0.00000\n" ] } ], "source": [ "# 통계적인 방법을 활용하여 \n", "# Log 수익률 데이터의 정규성 검정을 실시한다\n", "jb_test = scs.jarque_bera(df.log_rtn.values)\n", "print('---------- Descriptive Statistics ----------')\n", "print('Range of dates:', min(df.index.date), '-', max(df.index.date))\n", "print('Number of observations:', df.shape[0])\n", "print(f'Mean: {df.log_rtn.mean():.4f}')\n", "print(f'Median: {df.log_rtn.median():.4f}')\n", "print(f'Min: {df.log_rtn.min():.4f}')\n", "print(f'Max: {df.log_rtn.max():.4f}')\n", "print(f'Standard Deviation: {df.log_rtn.std():.4f}')\n", "print(f'Skewness(왜도): {df.log_rtn.skew():.4f}')\n", "print(f'Kurtosis(첨도): {df.log_rtn.kurtosis():.4f}') \n", "print(f'Jarque-Bera (자르케-베라) statistic (정규성 검정): {jb_test[0]:.2f}')\n", "print(f'p-value: {jb_test[1]:.5f}')" ] }, { "cell_type": "markdown", "id": "abstract-national", "metadata": {}, "source": [ "### **03 상관관계 함수 (ACF)**\n", "- Log 수익률의 상관관계 함수 (AutoCorrelation Function) 를 분석합니다.\n", "- 아래 결과를 분석하면 : **Log 수익률 시계열** 에는 **자기 상관관계가 없음이** 확인 가능하다" ] }, { "cell_type": "code", "execution_count": 7, "id": "northern-passing", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "image/png": { "height": 214, "width": 1162 } }, "output_type": "display_data" } ], "source": [ "# Log 수익률을 도식화 한다.\n", "df.log_rtn.plot(figsize=(20, 3), title='Daily S&500 returns')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 8, "id": "italic-habitat", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "image/png": { "height": 170, "width": 1432 } }, "output_type": "display_data" } ], "source": [ "# 수익률과 자기 상관의 부재\n", "N_LAGS = 50\n", "SIGNIFICANCE_LEVEL = 0.05\n", "\n", "# 상관관계 함수를 활용하여 그림을 그린다 \n", "import statsmodels.tsa.api as smt\n", "plt.rcParams['figure.figsize'] = (20.0, 2.5)\n", "acf = smt.graphics.plot_acf(\n", " df.log_rtn, lags=N_LAGS, alpha = SIGNIFICANCE_LEVEL)\n", "plt.tight_layout(); plt.show()\n", "# 신뢰구간을 벗어나는 값은 몇개만 보인다 (귀무가설이 기각)\n", "# 이를 근거로 Log 수익률 시계결은 자기 상관관계가 없음이 확인 됨" ] }, { "cell_type": "markdown", "id": "coastal-occasions", "metadata": {}, "source": [ "### **04 제곱 수익률과 절대 수익률의 ACF 분석**\n", "ACF 도표를 만들어서 자기 상관관계를 분석 합니다\n", "- 제곱과 절대 수익률에 대한 자기 상관관계값이 작고 감소함을 관찰 가능하다" ] }, { "cell_type": "code", "execution_count": 9, "id": "changing-calcium", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "image/png": { "height": 193, "width": 1165 } }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(2, 1, figsize=(20, 2.5))\n", "# 절대 수익률의 ACF 그래프를 그린다\n", "smt.graphics.plot_acf(df.log_rtn ** 2, \n", " lags=N_LAGS, alpha=SIGNIFICANCE_LEVEL, ax=ax[0])\n", "ax[0].set(title='Auto Correlation Plots', ylabel='Squared Returns')\n", "\n", "# 제곱 수익률의 ACF 그래프를 그린다\n", "smt.graphics.plot_acf(np.abs(df.log_rtn),\n", " lags=N_LAGS, alpha=SIGNIFICANCE_LEVEL, ax=ax[1])\n", "ax[1].set(ylabel='Absolute Returns', xlabel='Lag')\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "correct-beginning", "metadata": {}, "source": [ "### **05 레버리지 효과의 분석**\n", "레버리지 효과 존재를 확인한다" ] }, { "cell_type": "code", "execution_count": 10, "id": "ready-reading", "metadata": {}, "outputs": [], "source": [ "# Log 수익률의 이동평균선 만들기 (20일선, 1년선)\n", "df['moving_std_21'] = df[['log_rtn']].rolling(window=21).std()\n", "df['moving_std_252'] = df[['log_rtn']].rolling(window=252).std()" ] }, { "cell_type": "code", "execution_count": 15, "id": "breathing-parent", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 507, "width": 1176 } }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(3, 1, figsize=(20,9), sharex=True)\n", "df.adj_close.plot(ax=ax[0])\n", "ax[0].set(title='SAMSUNG Time Series', ylabel='Stock Price (원)')\n", "\n", "df.log_rtn.plot(ax=ax[1])\n", "ax[1].set(ylabel='Log returns (%)')\n", "\n", "df.moving_std_21.plot(ax=ax[2], color='g', label='Log Moving Volatility 21d')\n", "df.moving_std_252.plot(ax=ax[2], color='r', label='Log Moving Volatility 252d')\n", "ax[2].set(ylabel='Log MV (%)', xlabel='Date')\n", "ax[2].legend(); plt.show()" ] }, { "cell_type": "markdown", "id": "descending-fetish", "metadata": { "tags": [] }, "source": [ "### **06 레버리지 효과의 분석 2**\n", "VIX 지수를 활용하여 전처리를 한다\n", "```r\n", "https://github.com/ranaroussi/yfinance\n", "! pip install yfinance\n", "```" ] }, { "cell_type": "code", "execution_count": 12, "id": "2c328959-92f6-4636-8a4f-291177386f9f", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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sp500vix
Date
1998-12-311229.22998024.420000
1999-01-041228.09997626.170000
1999-01-051244.78002924.459999
\n", "
" ], "text/plain": [ " sp500 vix\n", "Date \n", "1998-12-31 1229.229980 24.420000\n", "1999-01-04 1228.099976 26.170000\n", "1999-01-05 1244.780029 24.459999" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "DATA_FILENAME = 'data/stock-vix.pkl'\n", "import pandas as pd\n", "import yfinance as yf\n", "try:\n", " df = pd.read_pickle(DATA_FILENAME)\n", "except FileNotFoundError:\n", " df = yf.download(['^GSPC', '^VIX'], start='1999-01-01', end='2022-12-31', progress=False)\n", " df = df[['Adj Close']]\n", " df.columns = df.columns.droplevel(0)\n", " df = df.rename(columns={'^GSPC': 'sp500', '^VIX': 'vix'})\n", " df.to_pickle(DATA_FILENAME)\n", "df.head(3)" ] }, { "cell_type": "code", "execution_count": 13, "id": "normal-italic", "metadata": {}, "outputs": [], "source": [ "# 지수 데이터를 Log 수익률을 활용하여 계산 합니다.\n", "# log 대신 단순 수익률의 백분율 변화를 사용해도 된다\n", "df['log_rtn'] = np.log(df.sp500 / df.sp500.shift(1))\n", "df['vol_rtn'] = np.log(df.vix / df.vix.shift(1))\n", "df.dropna(how='any', axis=0, inplace=True)\n", "corr_coeff = df.log_rtn.corr(df.vol_rtn)" ] }, { "cell_type": "code", "execution_count": 14, "id": "ignored-digest", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "image/png": { "height": 494, "width": 1170 } }, "output_type": "display_data" } ], "source": [ "# Visualization\n", "plt.rcParams['figure.figsize'] = (20.0, 8.0)\n", "ax = sns.regplot(x='log_rtn', y='vol_rtn', data=df, line_kws={'color':'red'})\n", "ax.set(title=f'S&P 500 vs VIX ($\\\\rho$ = {corr_coeff:.2f})', ylabel='VIX log returns', xlabel='S&P 500 log returns')\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.8.5" } }, "nbformat": 4, "nbformat_minor": 5 }