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SP500 가격 데이터 수집과 수익률 분석
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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
},
"colab": {
"name": "SP500 가격 데이터 수집과 수익률 분석.ipynb",
"provenance": [],
"collapsed_sections": []
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "2eAi-1-DASdp",
"colab_type": "text"
},
"source": [
"# S&P 500 가격 데이터 수집과 수익률 분석\n",
"\n",
"<img src=\"https://i.imgur.com/tdpkZmM.png\" >\n",
"\n",
"### 이승준 plusjune@financedata.kr \n",
"\n",
"### 2019 ~ 2020 FinanceData.KR "
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "21dMhcW2ASdq",
"colab_type": "text"
},
"source": [
"## FinanceDataReader\n",
"https://financedata.github.io/FinanceDataReader/"
]
},
{
"cell_type": "code",
"metadata": {
"id": "SJ2OiOoZASdr",
"colab_type": "code",
"colab": {}
},
"source": [
"## FinanceDataReader 설치 (for 구글 Colab)\n",
"\n",
"!pip install -q finance-datareader"
],
"execution_count": 1,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "IGWF9_dXASdu",
"colab_type": "code",
"colab": {}
},
"source": [
"%matplotlib inline\n",
"import matplotlib.pyplot as plt\n",
"\n",
"plt.rcParams[\"figure.figsize\"] = (14,8)\n",
"plt.rcParams['font.size'] = 16\n",
"plt.rcParams['lines.linewidth'] = 2\n",
"plt.rcParams[\"axes.grid\"] = True\n",
"plt.rcParams['axes.axisbelow'] = True"
],
"execution_count": 2,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "XeXo8DDBASdx",
"colab_type": "text"
},
"source": [
"# S&P500 종목 리스트"
]
},
{
"cell_type": "code",
"metadata": {
"id": "Jkj-q_aAASdy",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 359
},
"outputId": "13f4e286-1722-4e14-c077-9282a1d1ab9b"
},
"source": [
"# S&P500 종목 리스트\n",
"import FinanceDataReader as fdr\n",
"\n",
"sp500 = fdr.StockListing('S&P500')\n",
"sp500.head(10)"
],
"execution_count": 3,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Symbol</th>\n",
" <th>Name</th>\n",
" <th>Sector</th>\n",
" <th>Industry</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>MMM</td>\n",
" <td>3M Company</td>\n",
" <td>Industrials</td>\n",
" <td>Industrial Conglomerates</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>ABT</td>\n",
" <td>Abbott Laboratories</td>\n",
" <td>Health Care</td>\n",
" <td>Health Care Equipment</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>ABBV</td>\n",
" <td>AbbVie Inc.</td>\n",
" <td>Health Care</td>\n",
" <td>Pharmaceuticals</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>ABMD</td>\n",
" <td>ABIOMED Inc</td>\n",
" <td>Health Care</td>\n",
" <td>Health Care Equipment</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>ACN</td>\n",
" <td>Accenture plc</td>\n",
" <td>Information Technology</td>\n",
" <td>IT Consulting &amp; Other Services</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>ATVI</td>\n",
" <td>Activision Blizzard</td>\n",
" <td>Communication Services</td>\n",
" <td>Interactive Home Entertainment</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>ADBE</td>\n",
" <td>Adobe Inc.</td>\n",
" <td>Information Technology</td>\n",
" <td>Application Software</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>AMD</td>\n",
" <td>Advanced Micro Devices Inc</td>\n",
" <td>Information Technology</td>\n",
" <td>Semiconductors</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>AAP</td>\n",
" <td>Advance Auto Parts</td>\n",
" <td>Consumer Discretionary</td>\n",
" <td>Automotive Retail</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>AES</td>\n",
" <td>AES Corp</td>\n",
" <td>Utilities</td>\n",
" <td>Independent Power Producers &amp; Energy Traders</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Symbol ... Industry\n",
"0 MMM ... Industrial Conglomerates\n",
"1 ABT ... Health Care Equipment\n",
"2 ABBV ... Pharmaceuticals\n",
"3 ABMD ... Health Care Equipment\n",
"4 ACN ... IT Consulting & Other Services\n",
"5 ATVI ... Interactive Home Entertainment\n",
"6 ADBE ... Application Software\n",
"7 AMD ... Semiconductors\n",
"8 AAP ... Automotive Retail\n",
"9 AES ... Independent Power Producers & Energy Traders\n",
"\n",
"[10 rows x 4 columns]"
]
},
"metadata": {
"tags": []
},
"execution_count": 3
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "-A13uCWlASd3",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 35
},
"outputId": "b3e15be3-dce2-4e8c-8fc8-d2a05ba2c9ba"
},
"source": [
"# S&P500 종목은 실제 505개\n",
"len(sp500)"
],
"execution_count": 4,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"505"
]
},
"metadata": {
"tags": []
},
"execution_count": 4
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "8OluGLkhASd6",
"colab_type": "text"
},
"source": [
"# 데이터 수집과 저장"
]
},
{
"cell_type": "code",
"metadata": {
"id": "4CiM5jiGASd7",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 390
},
"outputId": "e6bce9ca-5fe4-4105-8006-c2c0b2b7cfec"
},
"source": [
"# 가격 데이터 가져오기 예시\n",
"import FinanceDataReader as fdr\n",
"\n",
"aapl = fdr.DataReader('AAPL', '2010-01-01', '2019-12-31')\n",
"aapl.head(10)"
],
"execution_count": 5,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Close</th>\n",
" <th>Open</th>\n",
" <th>High</th>\n",
" <th>Low</th>\n",
" <th>Volume</th>\n",
" <th>Change</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Date</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2010-01-04</th>\n",
" <td>30.57</td>\n",
" <td>30.49</td>\n",
" <td>30.64</td>\n",
" <td>30.34</td>\n",
" <td>123430000.0</td>\n",
" <td>0.0156</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2010-01-05</th>\n",
" <td>30.63</td>\n",
" <td>30.66</td>\n",
" <td>30.80</td>\n",
" <td>30.46</td>\n",
" <td>150480000.0</td>\n",
" <td>0.0020</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2010-01-06</th>\n",
" <td>30.14</td>\n",
" <td>30.63</td>\n",
" <td>30.75</td>\n",
" <td>30.11</td>\n",
" <td>138040000.0</td>\n",
" <td>-0.0160</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2010-01-07</th>\n",
" <td>30.08</td>\n",
" <td>30.25</td>\n",
" <td>30.29</td>\n",
" <td>29.86</td>\n",
" <td>119280000.0</td>\n",
" <td>-0.0020</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2010-01-08</th>\n",
" <td>30.28</td>\n",
" <td>30.04</td>\n",
" <td>30.29</td>\n",
" <td>29.87</td>\n",
" <td>111970000.0</td>\n",
" <td>0.0066</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2010-01-11</th>\n",
" <td>30.02</td>\n",
" <td>30.40</td>\n",
" <td>30.43</td>\n",
" <td>29.78</td>\n",
" <td>115560000.0</td>\n",
" <td>-0.0086</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2010-01-12</th>\n",
" <td>29.67</td>\n",
" <td>29.88</td>\n",
" <td>29.97</td>\n",
" <td>29.49</td>\n",
" <td>148610000.0</td>\n",
" <td>-0.0117</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2010-01-13</th>\n",
" <td>30.09</td>\n",
" <td>29.70</td>\n",
" <td>30.13</td>\n",
" <td>29.16</td>\n",
" <td>151470000.0</td>\n",
" <td>0.0142</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2010-01-14</th>\n",
" <td>29.92</td>\n",
" <td>30.02</td>\n",
" <td>30.07</td>\n",
" <td>29.86</td>\n",
" <td>108290000.0</td>\n",
" <td>-0.0056</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2010-01-15</th>\n",
" <td>29.42</td>\n",
" <td>30.13</td>\n",
" <td>30.23</td>\n",
" <td>29.41</td>\n",
" <td>148580000.0</td>\n",
" <td>-0.0167</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Close Open High Low Volume Change\n",
"Date \n",
"2010-01-04 30.57 30.49 30.64 30.34 123430000.0 0.0156\n",
"2010-01-05 30.63 30.66 30.80 30.46 150480000.0 0.0020\n",
"2010-01-06 30.14 30.63 30.75 30.11 138040000.0 -0.0160\n",
"2010-01-07 30.08 30.25 30.29 29.86 119280000.0 -0.0020\n",
"2010-01-08 30.28 30.04 30.29 29.87 111970000.0 0.0066\n",
"2010-01-11 30.02 30.40 30.43 29.78 115560000.0 -0.0086\n",
"2010-01-12 29.67 29.88 29.97 29.49 148610000.0 -0.0117\n",
"2010-01-13 30.09 29.70 30.13 29.16 151470000.0 0.0142\n",
"2010-01-14 29.92 30.02 30.07 29.86 108290000.0 -0.0056\n",
"2010-01-15 29.42 30.13 30.23 29.41 148580000.0 -0.0167"
]
},
"metadata": {
"tags": []
},
"execution_count": 5
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "2pgndUA9ASd-",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 390
},
"outputId": "7af61620-d4b2-4589-da01-f20476227bd1"
},
"source": [
"aapl.tail(10)"
],
"execution_count": 6,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Close</th>\n",
" <th>Open</th>\n",
" <th>High</th>\n",
" <th>Low</th>\n",
" <th>Volume</th>\n",
" <th>Change</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Date</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2019-12-17</th>\n",
" <td>280.41</td>\n",
" <td>279.57</td>\n",
" <td>281.77</td>\n",
" <td>278.80</td>\n",
" <td>28580000.0</td>\n",
" <td>0.0020</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-12-18</th>\n",
" <td>279.74</td>\n",
" <td>279.80</td>\n",
" <td>281.90</td>\n",
" <td>279.12</td>\n",
" <td>29020000.0</td>\n",
" <td>-0.0024</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-12-19</th>\n",
" <td>280.02</td>\n",
" <td>279.50</td>\n",
" <td>281.18</td>\n",
" <td>278.95</td>\n",
" <td>24630000.0</td>\n",
" <td>0.0010</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-12-20</th>\n",
" <td>279.44</td>\n",
" <td>282.23</td>\n",
" <td>282.65</td>\n",
" <td>278.56</td>\n",
" <td>69030000.0</td>\n",
" <td>-0.0021</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-12-23</th>\n",
" <td>284.00</td>\n",
" <td>280.53</td>\n",
" <td>284.25</td>\n",
" <td>280.37</td>\n",
" <td>24680000.0</td>\n",
" <td>0.0163</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-12-24</th>\n",
" <td>284.27</td>\n",
" <td>284.69</td>\n",
" <td>284.89</td>\n",
" <td>282.92</td>\n",
" <td>12120000.0</td>\n",
" <td>0.0010</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-12-26</th>\n",
" <td>289.91</td>\n",
" <td>284.82</td>\n",
" <td>289.98</td>\n",
" <td>284.70</td>\n",
" <td>23330000.0</td>\n",
" <td>0.0198</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-12-27</th>\n",
" <td>289.80</td>\n",
" <td>291.12</td>\n",
" <td>293.97</td>\n",
" <td>288.12</td>\n",
" <td>36590000.0</td>\n",
" <td>-0.0004</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-12-30</th>\n",
" <td>291.52</td>\n",
" <td>289.46</td>\n",
" <td>292.69</td>\n",
" <td>285.22</td>\n",
" <td>36060000.0</td>\n",
" <td>0.0059</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-12-31</th>\n",
" <td>293.65</td>\n",
" <td>289.93</td>\n",
" <td>293.68</td>\n",
" <td>289.52</td>\n",
" <td>25250000.0</td>\n",
" <td>0.0073</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Close Open High Low Volume Change\n",
"Date \n",
"2019-12-17 280.41 279.57 281.77 278.80 28580000.0 0.0020\n",
"2019-12-18 279.74 279.80 281.90 279.12 29020000.0 -0.0024\n",
"2019-12-19 280.02 279.50 281.18 278.95 24630000.0 0.0010\n",
"2019-12-20 279.44 282.23 282.65 278.56 69030000.0 -0.0021\n",
"2019-12-23 284.00 280.53 284.25 280.37 24680000.0 0.0163\n",
"2019-12-24 284.27 284.69 284.89 282.92 12120000.0 0.0010\n",
"2019-12-26 289.91 284.82 289.98 284.70 23330000.0 0.0198\n",
"2019-12-27 289.80 291.12 293.97 288.12 36590000.0 -0.0004\n",
"2019-12-30 291.52 289.46 292.69 285.22 36060000.0 0.0059\n",
"2019-12-31 293.65 289.93 293.68 289.52 25250000.0 0.0073"
]
},
"metadata": {
"tags": []
},
"execution_count": 6
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "k6ErCQw9ASeC",
"colab_type": "text"
},
"source": [
"2010-01-01 ~ 2019-12-30 데이터 수집과 저장\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "j-iwpXauASeC",
"colab_type": "text"
},
"source": [
"## CSV 파일로 저장하기"
]
},
{
"cell_type": "code",
"metadata": {
"id": "rXkEGiYM7-BW",
"colab_type": "code",
"colab": {}
},
"source": [
"# 디렉토리가 없으면 생성\n",
"import os\n",
"folder = \"sp500_price\"\n",
"if not os.path.isdir(folder):\n",
" os.mkdir(folder)"
],
"execution_count": 7,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "rJowqgo7ASeG",
"colab_type": "code",
"colab": {}
},
"source": [
"import csv\n",
"import pandas as pd\n",
"\n",
"for ix, row in sp500.iterrows():\n",
" sym, name = row['Symbol'], row['Name']\n",
" csv_fn = os.path.join(folder, f'{sym}.csv')\n",
" if os.path.exists(csv_fn):\n",
" print('skip', csv_fn)\n",
" continue\n",
"\n",
" try:\n",
" print(csv_fn, end=' ')\n",
" df = fdr.DataReader(sym, '2019-01-01', '2019-12-31')\n",
" df['Symbol'] = sym\n",
" print(len(df), 'rows')\n",
" df.to_csv(csv_fn, quoting=csv.QUOTE_MINIMAL)\n",
" except ValueError as e:\n",
" print(e)\n",
" except IndexError as e:\n",
" print(e)\n"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "Lvrz1sUeASeI",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 235
},
"outputId": "689228d5-5e8e-45fd-dac1-a68ca29c51ba"
},
"source": [
"# 읽어서 확인\n",
"sym = 'MMM'\n",
"csv_fn = os.path.join(folder, f'{sym}.csv')\n",
"mmm = pd.read_csv(csv_fn, parse_dates=True, index_col='Date')\n",
"mmm.head()"
],
"execution_count": 9,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
"<div>\n",
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"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Close</th>\n",
" <th>Open</th>\n",
" <th>High</th>\n",
" <th>Low</th>\n",
" <th>Volume</th>\n",
" <th>Change</th>\n",
" <th>Symbol</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Date</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2019-01-02</th>\n",
" <td>190.95</td>\n",
" <td>187.82</td>\n",
" <td>190.99</td>\n",
" <td>186.70</td>\n",
" <td>2480000.0</td>\n",
" <td>0.0022</td>\n",
" <td>MMM</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-01-03</th>\n",
" <td>183.76</td>\n",
" <td>188.28</td>\n",
" <td>188.28</td>\n",
" <td>182.89</td>\n",
" <td>3360000.0</td>\n",
" <td>-0.0377</td>\n",
" <td>MMM</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-01-04</th>\n",
" <td>191.32</td>\n",
" <td>186.75</td>\n",
" <td>191.98</td>\n",
" <td>186.03</td>\n",
" <td>3000000.0</td>\n",
" <td>0.0411</td>\n",
" <td>MMM</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-01-07</th>\n",
" <td>190.88</td>\n",
" <td>191.36</td>\n",
" <td>192.30</td>\n",
" <td>188.66</td>\n",
" <td>2160000.0</td>\n",
" <td>-0.0023</td>\n",
" <td>MMM</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-01-08</th>\n",
" <td>191.68</td>\n",
" <td>193.00</td>\n",
" <td>194.11</td>\n",
" <td>189.58</td>\n",
" <td>2480000.0</td>\n",
" <td>0.0042</td>\n",
" <td>MMM</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Close Open High Low Volume Change Symbol\n",
"Date \n",
"2019-01-02 190.95 187.82 190.99 186.70 2480000.0 0.0022 MMM\n",
"2019-01-03 183.76 188.28 188.28 182.89 3360000.0 -0.0377 MMM\n",
"2019-01-04 191.32 186.75 191.98 186.03 3000000.0 0.0411 MMM\n",
"2019-01-07 190.88 191.36 192.30 188.66 2160000.0 -0.0023 MMM\n",
"2019-01-08 191.68 193.00 194.11 189.58 2480000.0 0.0042 MMM"
]
},
"metadata": {
"tags": []
},
"execution_count": 9
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "6KmL4Vw_ASeL",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 235
},
"outputId": "c9695a6c-ddf0-4ecc-cc98-bdd368bc6c1c"
},
"source": [
"mmm.tail()"
],
"execution_count": 10,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
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"</style>\n",
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" <thead>\n",
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" <th></th>\n",
" <th>Close</th>\n",
" <th>Open</th>\n",
" <th>High</th>\n",
" <th>Low</th>\n",
" <th>Volume</th>\n",
" <th>Change</th>\n",
" <th>Symbol</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Date</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2019-12-24</th>\n",
" <td>176.68</td>\n",
" <td>178.27</td>\n",
" <td>178.67</td>\n",
" <td>176.04</td>\n",
" <td>1260000.0</td>\n",
" <td>-0.0100</td>\n",
" <td>MMM</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-12-26</th>\n",
" <td>176.59</td>\n",
" <td>176.45</td>\n",
" <td>176.66</td>\n",
" <td>175.50</td>\n",
" <td>1440000.0</td>\n",
" <td>-0.0005</td>\n",
" <td>MMM</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-12-27</th>\n",
" <td>177.26</td>\n",
" <td>176.65</td>\n",
" <td>177.54</td>\n",
" <td>175.62</td>\n",
" <td>1470000.0</td>\n",
" <td>0.0038</td>\n",
" <td>MMM</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-12-30</th>\n",
" <td>175.83</td>\n",
" <td>177.26</td>\n",
" <td>178.96</td>\n",
" <td>175.59</td>\n",
" <td>1720000.0</td>\n",
" <td>-0.0081</td>\n",
" <td>MMM</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-12-31</th>\n",
" <td>176.42</td>\n",
" <td>175.23</td>\n",
" <td>176.59</td>\n",
" <td>175.07</td>\n",
" <td>1570000.0</td>\n",
" <td>0.0034</td>\n",
" <td>MMM</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Close Open High Low Volume Change Symbol\n",
"Date \n",
"2019-12-24 176.68 178.27 178.67 176.04 1260000.0 -0.0100 MMM\n",
"2019-12-26 176.59 176.45 176.66 175.50 1440000.0 -0.0005 MMM\n",
"2019-12-27 177.26 176.65 177.54 175.62 1470000.0 0.0038 MMM\n",
"2019-12-30 175.83 177.26 178.96 175.59 1720000.0 -0.0081 MMM\n",
"2019-12-31 176.42 175.23 176.59 175.07 1570000.0 0.0034 MMM"
]
},
"metadata": {
"tags": []
},
"execution_count": 10
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "nOOaqjsFASeP",
"colab_type": "text"
},
"source": [
"## S&P500 지수\n"
]
},
{
"cell_type": "code",
"metadata": {
"id": "daQYhJvWASeQ",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 235
},
"outputId": "48dfa10a-5073-4a22-ec56-a6d81eaa16d9"
},
"source": [
"us500 = fdr.DataReader('US500', '2010-01-01', '2019-12-31')\n",
"us500.head()"
],
"execution_count": 11,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
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"<style scoped>\n",
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" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
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" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Close</th>\n",
" <th>Open</th>\n",
" <th>High</th>\n",
" <th>Low</th>\n",
" <th>Volume</th>\n",
" <th>Change</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Date</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2010-01-04</th>\n",
" <td>1132.99</td>\n",
" <td>1116.56</td>\n",
" <td>1133.87</td>\n",
" <td>1116.56</td>\n",
" <td>0.0</td>\n",
" <td>0.0160</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2010-01-05</th>\n",
" <td>1136.52</td>\n",
" <td>1132.66</td>\n",
" <td>1136.63</td>\n",
" <td>1129.66</td>\n",
" <td>0.0</td>\n",
" <td>0.0031</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2010-01-06</th>\n",
" <td>1137.14</td>\n",
" <td>1135.71</td>\n",
" <td>1139.19</td>\n",
" <td>1133.95</td>\n",
" <td>0.0</td>\n",
" <td>0.0005</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2010-01-07</th>\n",
" <td>1141.69</td>\n",
" <td>1136.27</td>\n",
" <td>1142.46</td>\n",
" <td>1131.32</td>\n",
" <td>0.0</td>\n",
" <td>0.0040</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2010-01-08</th>\n",
" <td>1144.98</td>\n",
" <td>1140.52</td>\n",
" <td>1145.39</td>\n",
" <td>1136.22</td>\n",
" <td>0.0</td>\n",
" <td>0.0029</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Close Open High Low Volume Change\n",
"Date \n",
"2010-01-04 1132.99 1116.56 1133.87 1116.56 0.0 0.0160\n",
"2010-01-05 1136.52 1132.66 1136.63 1129.66 0.0 0.0031\n",
"2010-01-06 1137.14 1135.71 1139.19 1133.95 0.0 0.0005\n",
"2010-01-07 1141.69 1136.27 1142.46 1131.32 0.0 0.0040\n",
"2010-01-08 1144.98 1140.52 1145.39 1136.22 0.0 0.0029"
]
},
"metadata": {
"tags": []
},
"execution_count": 11
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "0g3ue8AHASeT",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 500
},
"outputId": "d1a1df72-ec90-43d3-9431-daf80d03fd0d"
},
"source": [
"df_plot = pd.DataFrame()\n",
"\n",
"df_plot['S&P500'] = us500['Close']\n",
"df_plot['AAPL'] = aapl['Close']\n",
"\n",
"df_plot = df_plot / df_plot.iloc[0] - 1.0\n",
"df_plot.plot()"
],
"execution_count": 12,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f29520d3d68>"
]
},
"metadata": {
"tags": []
},
"execution_count": 12
},
{
"output_type": "display_data",
"data": {
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\n",
"text/plain": [
"<Figure size 1008x576 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "qsJKvZgdASeW",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 35
},
"outputId": "b9663718-72d7-4fbc-c961-485fe09e660c"
},
"source": [
"changes = us500['Close'].pct_change()\n",
"\n",
"(changes + 1).product() - 1"
],
"execution_count": 13,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"1.8515520878383813"
]
},
"metadata": {
"tags": []
},
"execution_count": 13
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "K6mbTZ5OASec",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 35
},
"outputId": "b887c9c8-4fd8-41a2-936c-5af9375479e0"
},
"source": [
"changes = aapl['Close'].pct_change()\n",
"\n",
"(changes + 1).product() - 1"
],
"execution_count": 14,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"8.605822701995441"
]
},
"metadata": {
"tags": []
},
"execution_count": 14
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "jYm9NqD0ASeh",
"colab_type": "text"
},
"source": [
"## S&P500 전체 종목의 가격"
]
},
{
"cell_type": "code",
"metadata": {
"id": "DAJWsNCeASei",
"colab_type": "code",
"colab": {}
},
"source": [
"df_price = pd.DataFrame() \n",
"\n",
"for ix, row in sp500.iterrows():\n",
" try:\n",
" sym, name = row['Symbol'], row['Name']\n",
" csv_fn = os.path.join(folder, f'{sym}.csv')\n",
" print(csv_fn)\n",
" df = pd.read_csv(csv_fn, parse_dates=True, index_col='Date')\n",
" df_price[sym] = df['Close']\n",
" except FileNotFoundError as e:\n",
" print(e)\n",
" except ValueError as e:\n",
" print(e) "
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "VEjVMkIKASen",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 609
},
"outputId": "c26a5f5c-9580-4e84-e90c-586c9e60517b"
},
"source": [
"df_price.tail(10)"
],
"execution_count": 16,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
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" }\n",
"\n",
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" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>MMM</th>\n",
" <th>ABT</th>\n",
" <th>ABBV</th>\n",
" <th>ABMD</th>\n",
" <th>ACN</th>\n",
" <th>ATVI</th>\n",
" <th>ADBE</th>\n",
" <th>AMD</th>\n",
" <th>AAP</th>\n",
" <th>AES</th>\n",
" <th>AFL</th>\n",
" <th>A</th>\n",
" <th>APD</th>\n",
" <th>AKAM</th>\n",
" <th>ALK</th>\n",
" <th>ALB</th>\n",
" <th>ARE</th>\n",
" <th>ALXN</th>\n",
" <th>ALGN</th>\n",
" <th>ALLE</th>\n",
" <th>ADS</th>\n",
" <th>LNT</th>\n",
" <th>ALL</th>\n",
" <th>GOOGL</th>\n",
" <th>GOOG</th>\n",
" <th>MO</th>\n",
" <th>AMZN</th>\n",
" <th>AMCR</th>\n",
" <th>AEE</th>\n",
" <th>AAL</th>\n",
" <th>AEP</th>\n",
" <th>AXP</th>\n",
" <th>AIG</th>\n",
" <th>AMT</th>\n",
" <th>AWK</th>\n",
" <th>AMP</th>\n",
" <th>ABC</th>\n",
" <th>AME</th>\n",
" <th>AMGN</th>\n",
" <th>APH</th>\n",
" <th>...</th>\n",
" <th>VFC</th>\n",
" <th>VLO</th>\n",
" <th>VAR</th>\n",
" <th>VTR</th>\n",
" <th>VRSN</th>\n",
" <th>VRSK</th>\n",
" <th>VZ</th>\n",
" <th>VRTX</th>\n",
" <th>VIAC</th>\n",
" <th>V</th>\n",
" <th>VNO</th>\n",
" <th>VMC</th>\n",
" <th>WRB</th>\n",
" <th>WAB</th>\n",
" <th>WMT</th>\n",
" <th>WBA</th>\n",
" <th>DIS</th>\n",
" <th>WM</th>\n",
" <th>WAT</th>\n",
" <th>WEC</th>\n",
" <th>WFC</th>\n",
" <th>WELL</th>\n",
" <th>WST</th>\n",
" <th>WDC</th>\n",
" <th>WU</th>\n",
" <th>WRK</th>\n",
" <th>WY</th>\n",
" <th>WHR</th>\n",
" <th>WMB</th>\n",
" <th>WLTW</th>\n",
" <th>WYNN</th>\n",
" <th>XEL</th>\n",
" <th>XRX</th>\n",
" <th>XLNX</th>\n",
" <th>XYL</th>\n",
" <th>YUM</th>\n",
" <th>ZBRA</th>\n",
" <th>ZBH</th>\n",
" <th>ZION</th>\n",
" <th>ZTS</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Date</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2019-12-17</th>\n",
" <td>169.93</td>\n",
" <td>87.06</td>\n",
" <td>90.08</td>\n",
" <td>178.93</td>\n",
" <td>203.40</td>\n",
" <td>58.26</td>\n",
" <td>322.85</td>\n",
" <td>42.77</td>\n",
" <td>157.98</td>\n",
" <td>18.92</td>\n",
" <td>53.11</td>\n",
" <td>83.95</td>\n",
" <td>235.61</td>\n",
" <td>84.29</td>\n",
" <td>70.06</td>\n",
" <td>68.77</td>\n",
" <td>154.90</td>\n",
" <td>109.82</td>\n",
" <td>268.29</td>\n",
" <td>123.53</td>\n",
" <td>109.83</td>\n",
" <td>53.88</td>\n",
" <td>109.85</td>\n",
" <td>1354.89</td>\n",
" <td>1355.12</td>\n",
" <td>50.83</td>\n",
" <td>1790.66</td>\n",
" <td>10.81</td>\n",
" <td>75.61</td>\n",
" <td>28.28</td>\n",
" <td>93.22</td>\n",
" <td>124.95</td>\n",
" <td>51.79</td>\n",
" <td>211.93</td>\n",
" <td>120.90</td>\n",
" <td>167.34</td>\n",
" <td>83.15</td>\n",
" <td>99.20</td>\n",
" <td>242.84</td>\n",
" <td>106.90</td>\n",
" <td>...</td>\n",
" <td>95.02</td>\n",
" <td>95.68</td>\n",
" <td>142.81</td>\n",
" <td>55.83</td>\n",
" <td>190.93</td>\n",
" <td>150.81</td>\n",
" <td>61.49</td>\n",
" <td>217.62</td>\n",
" <td>40.28</td>\n",
" <td>185.52</td>\n",
" <td>63.13</td>\n",
" <td>143.03</td>\n",
" <td>69.57</td>\n",
" <td>74.42</td>\n",
" <td>121.28</td>\n",
" <td>57.09</td>\n",
" <td>147.73</td>\n",
" <td>112.96</td>\n",
" <td>231.30</td>\n",
" <td>91.09</td>\n",
" <td>54.34</td>\n",
" <td>77.40</td>\n",
" <td>148.39</td>\n",
" <td>57.24</td>\n",
" <td>26.86</td>\n",
" <td>42.01</td>\n",
" <td>29.66</td>\n",
" <td>146.65</td>\n",
" <td>22.94</td>\n",
" <td>201.23</td>\n",
" <td>133.50</td>\n",
" <td>63.46</td>\n",
" <td>37.08</td>\n",
" <td>96.00</td>\n",
" <td>77.98</td>\n",
" <td>99.62</td>\n",
" <td>253.44</td>\n",
" <td>149.86</td>\n",
" <td>51.51</td>\n",
" <td>127.10</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-12-18</th>\n",
" <td>169.03</td>\n",
" <td>86.93</td>\n",
" <td>89.33</td>\n",
" <td>177.01</td>\n",
" <td>205.76</td>\n",
" <td>59.02</td>\n",
" <td>324.38</td>\n",
" <td>42.30</td>\n",
" <td>158.03</td>\n",
" <td>19.17</td>\n",
" <td>52.91</td>\n",
" <td>83.43</td>\n",
" <td>233.11</td>\n",
" <td>84.90</td>\n",
" <td>69.03</td>\n",
" <td>68.90</td>\n",
" <td>158.14</td>\n",
" <td>109.20</td>\n",
" <td>272.61</td>\n",
" <td>123.61</td>\n",
" <td>110.45</td>\n",
" <td>54.28</td>\n",
" <td>109.65</td>\n",
" <td>1351.91</td>\n",
" <td>1352.62</td>\n",
" <td>51.36</td>\n",
" <td>1784.03</td>\n",
" <td>10.77</td>\n",
" <td>76.03</td>\n",
" <td>28.00</td>\n",
" <td>93.75</td>\n",
" <td>124.26</td>\n",
" <td>51.97</td>\n",
" <td>217.95</td>\n",
" <td>121.23</td>\n",
" <td>167.26</td>\n",
" <td>83.55</td>\n",
" <td>98.96</td>\n",
" <td>241.94</td>\n",
" <td>106.22</td>\n",
" <td>...</td>\n",
" <td>96.50</td>\n",
" <td>94.51</td>\n",
" <td>142.10</td>\n",
" <td>56.03</td>\n",
" <td>190.15</td>\n",
" <td>148.84</td>\n",
" <td>60.86</td>\n",
" <td>219.35</td>\n",
" <td>41.15</td>\n",
" <td>184.90</td>\n",
" <td>64.30</td>\n",
" <td>143.43</td>\n",
" <td>69.12</td>\n",
" <td>74.77</td>\n",
" <td>119.86</td>\n",
" <td>57.20</td>\n",
" <td>146.26</td>\n",
" <td>112.58</td>\n",
" <td>229.00</td>\n",
" <td>91.66</td>\n",
" <td>53.67</td>\n",
" <td>78.39</td>\n",
" <td>149.30</td>\n",
" <td>57.23</td>\n",
" <td>26.87</td>\n",
" <td>42.14</td>\n",
" <td>29.84</td>\n",
" <td>146.59</td>\n",
" <td>23.08</td>\n",
" <td>201.71</td>\n",
" <td>138.71</td>\n",
" <td>63.79</td>\n",
" <td>37.29</td>\n",
" <td>96.93</td>\n",
" <td>77.91</td>\n",
" <td>98.74</td>\n",
" <td>255.43</td>\n",
" <td>148.88</td>\n",
" <td>51.35</td>\n",
" <td>126.99</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-12-19</th>\n",
" <td>172.15</td>\n",
" <td>87.35</td>\n",
" <td>88.77</td>\n",
" <td>169.43</td>\n",
" <td>208.30</td>\n",
" <td>59.13</td>\n",
" <td>327.63</td>\n",
" <td>42.83</td>\n",
" <td>156.48</td>\n",
" <td>19.55</td>\n",
" <td>52.99</td>\n",
" <td>84.51</td>\n",
" <td>233.06</td>\n",
" <td>84.51</td>\n",
" <td>69.20</td>\n",
" <td>69.45</td>\n",
" <td>159.82</td>\n",
" <td>111.24</td>\n",
" <td>273.75</td>\n",
" <td>123.68</td>\n",
" <td>110.08</td>\n",
" <td>54.22</td>\n",
" <td>111.21</td>\n",
" <td>1356.44</td>\n",
" <td>1356.04</td>\n",
" <td>50.79</td>\n",
" <td>1792.28</td>\n",
" <td>10.80</td>\n",
" <td>75.45</td>\n",
" <td>28.55</td>\n",
" <td>93.97</td>\n",
" <td>124.83</td>\n",
" <td>51.93</td>\n",
" <td>224.20</td>\n",
" <td>121.66</td>\n",
" <td>167.28</td>\n",
" <td>83.80</td>\n",
" <td>99.56</td>\n",
" <td>241.84</td>\n",
" <td>107.05</td>\n",
" <td>...</td>\n",
" <td>96.90</td>\n",
" <td>94.59</td>\n",
" <td>141.86</td>\n",
" <td>56.62</td>\n",
" <td>190.20</td>\n",
" <td>148.19</td>\n",
" <td>60.80</td>\n",
" <td>217.78</td>\n",
" <td>41.95</td>\n",
" <td>186.54</td>\n",
" <td>65.34</td>\n",
" <td>141.71</td>\n",
" <td>68.74</td>\n",
" <td>76.10</td>\n",
" <td>120.08</td>\n",
" <td>57.75</td>\n",
" <td>146.15</td>\n",
" <td>112.48</td>\n",
" <td>231.87</td>\n",
" <td>92.18</td>\n",
" <td>53.63</td>\n",
" <td>79.05</td>\n",
" <td>149.44</td>\n",
" <td>58.77</td>\n",
" <td>27.17</td>\n",
" <td>42.24</td>\n",
" <td>30.01</td>\n",
" <td>143.90</td>\n",
" <td>23.50</td>\n",
" <td>203.85</td>\n",
" <td>139.84</td>\n",
" <td>63.85</td>\n",
" <td>37.03</td>\n",
" <td>96.29</td>\n",
" <td>77.59</td>\n",
" <td>99.82</td>\n",
" <td>253.13</td>\n",
" <td>148.80</td>\n",
" <td>51.49</td>\n",
" <td>128.74</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-12-20</th>\n",
" <td>175.37</td>\n",
" <td>86.66</td>\n",
" <td>89.29</td>\n",
" <td>162.89</td>\n",
" <td>211.10</td>\n",
" <td>59.22</td>\n",
" <td>327.61</td>\n",
" <td>44.15</td>\n",
" <td>158.12</td>\n",
" <td>19.81</td>\n",
" <td>53.14</td>\n",
" <td>85.19</td>\n",
" <td>235.00</td>\n",
" <td>86.86</td>\n",
" <td>69.34</td>\n",
" <td>70.36</td>\n",
" <td>159.24</td>\n",
" <td>109.75</td>\n",
" <td>272.89</td>\n",
" <td>124.20</td>\n",
" <td>111.29</td>\n",
" <td>54.95</td>\n",
" <td>111.58</td>\n",
" <td>1351.22</td>\n",
" <td>1349.59</td>\n",
" <td>51.13</td>\n",
" <td>1786.50</td>\n",
" <td>10.77</td>\n",
" <td>76.57</td>\n",
" <td>29.04</td>\n",
" <td>94.90</td>\n",
" <td>125.77</td>\n",
" <td>51.54</td>\n",
" <td>227.74</td>\n",
" <td>122.72</td>\n",
" <td>168.09</td>\n",
" <td>85.67</td>\n",
" <td>99.78</td>\n",
" <td>243.06</td>\n",
" <td>107.15</td>\n",
" <td>...</td>\n",
" <td>97.24</td>\n",
" <td>95.27</td>\n",
" <td>142.01</td>\n",
" <td>57.45</td>\n",
" <td>192.45</td>\n",
" <td>149.68</td>\n",
" <td>62.07</td>\n",
" <td>220.69</td>\n",
" <td>42.39</td>\n",
" <td>188.00</td>\n",
" <td>64.99</td>\n",
" <td>141.77</td>\n",
" <td>68.93</td>\n",
" <td>76.41</td>\n",
" <td>120.29</td>\n",
" <td>58.39</td>\n",
" <td>146.88</td>\n",
" <td>113.16</td>\n",
" <td>233.28</td>\n",
" <td>92.85</td>\n",
" <td>53.33</td>\n",
" <td>80.40</td>\n",
" <td>150.84</td>\n",
" <td>61.11</td>\n",
" <td>27.43</td>\n",
" <td>42.48</td>\n",
" <td>30.15</td>\n",
" <td>147.41</td>\n",
" <td>23.80</td>\n",
" <td>205.64</td>\n",
" <td>138.05</td>\n",
" <td>64.15</td>\n",
" <td>37.35</td>\n",
" <td>97.74</td>\n",
" <td>78.61</td>\n",
" <td>100.59</td>\n",
" <td>252.49</td>\n",
" <td>150.32</td>\n",
" <td>51.63</td>\n",
" <td>132.68</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-12-23</th>\n",
" <td>178.47</td>\n",
" <td>87.35</td>\n",
" <td>90.25</td>\n",
" <td>170.44</td>\n",
" <td>210.83</td>\n",
" <td>58.89</td>\n",
" <td>328.95</td>\n",
" <td>45.46</td>\n",
" <td>159.97</td>\n",
" <td>19.82</td>\n",
" <td>52.54</td>\n",
" <td>85.26</td>\n",
" <td>235.14</td>\n",
" <td>85.91</td>\n",
" <td>69.29</td>\n",
" <td>72.43</td>\n",
" <td>159.21</td>\n",
" <td>110.46</td>\n",
" <td>278.14</td>\n",
" <td>123.42</td>\n",
" <td>111.47</td>\n",
" <td>54.30</td>\n",
" <td>110.88</td>\n",
" <td>1350.63</td>\n",
" <td>1348.84</td>\n",
" <td>51.55</td>\n",
" <td>1793.00</td>\n",
" <td>10.91</td>\n",
" <td>75.64</td>\n",
" <td>29.30</td>\n",
" <td>93.75</td>\n",
" <td>124.49</td>\n",
" <td>50.97</td>\n",
" <td>226.97</td>\n",
" <td>121.39</td>\n",
" <td>167.28</td>\n",
" <td>85.60</td>\n",
" <td>100.14</td>\n",
" <td>243.03</td>\n",
" <td>107.26</td>\n",
" <td>...</td>\n",
" <td>98.35</td>\n",
" <td>95.24</td>\n",
" <td>142.80</td>\n",
" <td>57.48</td>\n",
" <td>192.43</td>\n",
" <td>149.55</td>\n",
" <td>61.40</td>\n",
" <td>219.98</td>\n",
" <td>42.19</td>\n",
" <td>187.08</td>\n",
" <td>65.09</td>\n",
" <td>140.36</td>\n",
" <td>68.40</td>\n",
" <td>77.86</td>\n",
" <td>119.03</td>\n",
" <td>58.57</td>\n",
" <td>144.68</td>\n",
" <td>112.91</td>\n",
" <td>232.99</td>\n",
" <td>91.48</td>\n",
" <td>53.81</td>\n",
" <td>79.85</td>\n",
" <td>151.21</td>\n",
" <td>62.70</td>\n",
" <td>27.14</td>\n",
" <td>43.18</td>\n",
" <td>30.14</td>\n",
" <td>145.48</td>\n",
" <td>23.94</td>\n",
" <td>201.58</td>\n",
" <td>140.23</td>\n",
" <td>63.02</td>\n",
" <td>37.35</td>\n",
" <td>98.90</td>\n",
" <td>78.95</td>\n",
" <td>99.81</td>\n",
" <td>256.73</td>\n",
" <td>151.24</td>\n",
" <td>51.34</td>\n",
" <td>132.37</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-12-24</th>\n",
" <td>176.68</td>\n",
" <td>87.28</td>\n",
" <td>89.85</td>\n",
" <td>172.30</td>\n",
" <td>211.61</td>\n",
" <td>58.81</td>\n",
" <td>329.64</td>\n",
" <td>46.54</td>\n",
" <td>160.57</td>\n",
" <td>19.76</td>\n",
" <td>52.76</td>\n",
" <td>85.30</td>\n",
" <td>235.05</td>\n",
" <td>85.73</td>\n",
" <td>69.09</td>\n",
" <td>72.32</td>\n",
" <td>160.10</td>\n",
" <td>110.28</td>\n",
" <td>277.89</td>\n",
" <td>123.87</td>\n",
" <td>110.99</td>\n",
" <td>54.27</td>\n",
" <td>111.17</td>\n",
" <td>1344.43</td>\n",
" <td>1343.56</td>\n",
" <td>50.28</td>\n",
" <td>1789.21</td>\n",
" <td>10.79</td>\n",
" <td>75.75</td>\n",
" <td>29.18</td>\n",
" <td>93.84</td>\n",
" <td>124.74</td>\n",
" <td>50.94</td>\n",
" <td>227.08</td>\n",
" <td>121.62</td>\n",
" <td>167.72</td>\n",
" <td>85.42</td>\n",
" <td>99.71</td>\n",
" <td>242.33</td>\n",
" <td>107.23</td>\n",
" <td>...</td>\n",
" <td>98.90</td>\n",
" <td>95.10</td>\n",
" <td>142.90</td>\n",
" <td>57.37</td>\n",
" <td>192.75</td>\n",
" <td>149.17</td>\n",
" <td>61.28</td>\n",
" <td>220.56</td>\n",
" <td>42.02</td>\n",
" <td>187.57</td>\n",
" <td>65.28</td>\n",
" <td>142.65</td>\n",
" <td>68.42</td>\n",
" <td>77.63</td>\n",
" <td>119.51</td>\n",
" <td>58.35</td>\n",
" <td>145.29</td>\n",
" <td>112.60</td>\n",
" <td>233.09</td>\n",
" <td>91.62</td>\n",
" <td>53.82</td>\n",
" <td>79.93</td>\n",
" <td>150.73</td>\n",
" <td>62.23</td>\n",
" <td>27.07</td>\n",
" <td>42.76</td>\n",
" <td>29.85</td>\n",
" <td>145.18</td>\n",
" <td>23.84</td>\n",
" <td>201.99</td>\n",
" <td>139.44</td>\n",
" <td>62.86</td>\n",
" <td>37.37</td>\n",
" <td>98.49</td>\n",
" <td>78.64</td>\n",
" <td>100.33</td>\n",
" <td>254.33</td>\n",
" <td>150.87</td>\n",
" <td>51.53</td>\n",
" <td>132.92</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-12-26</th>\n",
" <td>176.59</td>\n",
" <td>87.28</td>\n",
" <td>89.83</td>\n",
" <td>171.01</td>\n",
" <td>212.05</td>\n",
" <td>58.89</td>\n",
" <td>331.20</td>\n",
" <td>46.63</td>\n",
" <td>159.27</td>\n",
" <td>19.93</td>\n",
" <td>52.62</td>\n",
" <td>85.45</td>\n",
" <td>236.08</td>\n",
" <td>86.34</td>\n",
" <td>69.07</td>\n",
" <td>72.49</td>\n",
" <td>160.03</td>\n",
" <td>108.93</td>\n",
" <td>278.26</td>\n",
" <td>124.64</td>\n",
" <td>110.33</td>\n",
" <td>54.22</td>\n",
" <td>111.60</td>\n",
" <td>1362.47</td>\n",
" <td>1360.40</td>\n",
" <td>50.40</td>\n",
" <td>1868.77</td>\n",
" <td>10.85</td>\n",
" <td>75.64</td>\n",
" <td>29.67</td>\n",
" <td>93.88</td>\n",
" <td>125.41</td>\n",
" <td>50.62</td>\n",
" <td>227.87</td>\n",
" <td>121.88</td>\n",
" <td>167.68</td>\n",
" <td>85.05</td>\n",
" <td>100.07</td>\n",
" <td>241.90</td>\n",
" <td>107.99</td>\n",
" <td>...</td>\n",
" <td>99.40</td>\n",
" <td>94.42</td>\n",
" <td>141.66</td>\n",
" <td>57.61</td>\n",
" <td>193.71</td>\n",
" <td>148.83</td>\n",
" <td>61.29</td>\n",
" <td>220.25</td>\n",
" <td>42.66</td>\n",
" <td>189.16</td>\n",
" <td>65.96</td>\n",
" <td>143.65</td>\n",
" <td>68.47</td>\n",
" <td>78.18</td>\n",
" <td>119.52</td>\n",
" <td>58.90</td>\n",
" <td>145.70</td>\n",
" <td>113.18</td>\n",
" <td>233.26</td>\n",
" <td>91.75</td>\n",
" <td>54.15</td>\n",
" <td>80.48</td>\n",
" <td>150.77</td>\n",
" <td>62.80</td>\n",
" <td>27.29</td>\n",
" <td>42.97</td>\n",
" <td>29.99</td>\n",
" <td>145.19</td>\n",
" <td>23.81</td>\n",
" <td>202.02</td>\n",
" <td>140.94</td>\n",
" <td>62.79</td>\n",
" <td>37.48</td>\n",
" <td>98.68</td>\n",
" <td>78.60</td>\n",
" <td>101.79</td>\n",
" <td>254.42</td>\n",
" <td>150.30</td>\n",
" <td>51.66</td>\n",
" <td>133.03</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-12-27</th>\n",
" <td>177.26</td>\n",
" <td>87.40</td>\n",
" <td>89.20</td>\n",
" <td>169.27</td>\n",
" <td>212.22</td>\n",
" <td>59.19</td>\n",
" <td>330.79</td>\n",
" <td>46.18</td>\n",
" <td>158.35</td>\n",
" <td>19.98</td>\n",
" <td>52.62</td>\n",
" <td>85.42</td>\n",
" <td>235.49</td>\n",
" <td>86.50</td>\n",
" <td>68.29</td>\n",
" <td>72.01</td>\n",
" <td>160.40</td>\n",
" <td>108.55</td>\n",
" <td>277.64</td>\n",
" <td>124.59</td>\n",
" <td>110.91</td>\n",
" <td>54.34</td>\n",
" <td>111.87</td>\n",
" <td>1354.64</td>\n",
" <td>1351.89</td>\n",
" <td>50.40</td>\n",
" <td>1869.80</td>\n",
" <td>10.95</td>\n",
" <td>76.30</td>\n",
" <td>28.44</td>\n",
" <td>94.19</td>\n",
" <td>125.19</td>\n",
" <td>51.07</td>\n",
" <td>229.08</td>\n",
" <td>122.96</td>\n",
" <td>166.71</td>\n",
" <td>84.91</td>\n",
" <td>99.95</td>\n",
" <td>241.53</td>\n",
" <td>108.06</td>\n",
" <td>...</td>\n",
" <td>99.96</td>\n",
" <td>93.20</td>\n",
" <td>142.24</td>\n",
" <td>57.83</td>\n",
" <td>194.05</td>\n",
" <td>148.58</td>\n",
" <td>61.53</td>\n",
" <td>220.97</td>\n",
" <td>41.76</td>\n",
" <td>189.39</td>\n",
" <td>65.89</td>\n",
" <td>143.89</td>\n",
" <td>68.57</td>\n",
" <td>78.55</td>\n",
" <td>119.59</td>\n",
" <td>59.02</td>\n",
" <td>145.75</td>\n",
" <td>113.89</td>\n",
" <td>233.76</td>\n",
" <td>92.31</td>\n",
" <td>53.92</td>\n",
" <td>80.96</td>\n",
" <td>150.81</td>\n",
" <td>62.13</td>\n",
" <td>27.37</td>\n",
" <td>42.64</td>\n",
" <td>29.98</td>\n",
" <td>145.92</td>\n",
" <td>23.59</td>\n",
" <td>201.76</td>\n",
" <td>139.81</td>\n",
" <td>63.12</td>\n",
" <td>37.31</td>\n",
" <td>98.42</td>\n",
" <td>78.84</td>\n",
" <td>101.90</td>\n",
" <td>256.00</td>\n",
" <td>150.01</td>\n",
" <td>51.50</td>\n",
" <td>133.25</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-12-30</th>\n",
" <td>175.83</td>\n",
" <td>86.80</td>\n",
" <td>88.52</td>\n",
" <td>167.29</td>\n",
" <td>210.64</td>\n",
" <td>58.88</td>\n",
" <td>328.34</td>\n",
" <td>45.52</td>\n",
" <td>159.12</td>\n",
" <td>20.04</td>\n",
" <td>52.74</td>\n",
" <td>84.90</td>\n",
" <td>235.33</td>\n",
" <td>85.88</td>\n",
" <td>67.68</td>\n",
" <td>71.93</td>\n",
" <td>159.67</td>\n",
" <td>107.34</td>\n",
" <td>275.63</td>\n",
" <td>124.12</td>\n",
" <td>110.69</td>\n",
" <td>54.38</td>\n",
" <td>111.77</td>\n",
" <td>1339.71</td>\n",
" <td>1336.14</td>\n",
" <td>49.89</td>\n",
" <td>1846.89</td>\n",
" <td>10.85</td>\n",
" <td>76.56</td>\n",
" <td>28.30</td>\n",
" <td>94.03</td>\n",
" <td>124.30</td>\n",
" <td>51.00</td>\n",
" <td>228.85</td>\n",
" <td>123.05</td>\n",
" <td>166.07</td>\n",
" <td>83.64</td>\n",
" <td>99.93</td>\n",
" <td>240.27</td>\n",
" <td>108.28</td>\n",
" <td>...</td>\n",
" <td>99.56</td>\n",
" <td>92.88</td>\n",
" <td>141.45</td>\n",
" <td>57.98</td>\n",
" <td>192.33</td>\n",
" <td>147.55</td>\n",
" <td>61.21</td>\n",
" <td>218.97</td>\n",
" <td>41.48</td>\n",
" <td>187.83</td>\n",
" <td>65.64</td>\n",
" <td>142.53</td>\n",
" <td>68.63</td>\n",
" <td>77.60</td>\n",
" <td>119.40</td>\n",
" <td>58.91</td>\n",
" <td>143.77</td>\n",
" <td>113.77</td>\n",
" <td>233.19</td>\n",
" <td>92.17</td>\n",
" <td>53.60</td>\n",
" <td>81.01</td>\n",
" <td>150.81</td>\n",
" <td>62.38</td>\n",
" <td>26.78</td>\n",
" <td>42.60</td>\n",
" <td>29.93</td>\n",
" <td>146.22</td>\n",
" <td>23.20</td>\n",
" <td>201.58</td>\n",
" <td>139.38</td>\n",
" <td>63.29</td>\n",
" <td>36.90</td>\n",
" <td>97.68</td>\n",
" <td>78.74</td>\n",
" <td>100.64</td>\n",
" <td>254.11</td>\n",
" <td>148.75</td>\n",
" <td>51.77</td>\n",
" <td>132.21</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-12-31</th>\n",
" <td>176.42</td>\n",
" <td>86.86</td>\n",
" <td>88.54</td>\n",
" <td>170.59</td>\n",
" <td>210.57</td>\n",
" <td>59.42</td>\n",
" <td>329.81</td>\n",
" <td>45.86</td>\n",
" <td>160.16</td>\n",
" <td>19.90</td>\n",
" <td>52.90</td>\n",
" <td>85.31</td>\n",
" <td>234.99</td>\n",
" <td>86.38</td>\n",
" <td>67.75</td>\n",
" <td>73.04</td>\n",
" <td>161.58</td>\n",
" <td>108.15</td>\n",
" <td>279.04</td>\n",
" <td>124.54</td>\n",
" <td>112.20</td>\n",
" <td>54.72</td>\n",
" <td>112.45</td>\n",
" <td>1339.39</td>\n",
" <td>1337.02</td>\n",
" <td>49.91</td>\n",
" <td>1847.84</td>\n",
" <td>10.84</td>\n",
" <td>76.80</td>\n",
" <td>28.68</td>\n",
" <td>94.51</td>\n",
" <td>124.49</td>\n",
" <td>51.33</td>\n",
" <td>229.82</td>\n",
" <td>122.85</td>\n",
" <td>166.58</td>\n",
" <td>85.02</td>\n",
" <td>99.74</td>\n",
" <td>241.07</td>\n",
" <td>108.23</td>\n",
" <td>...</td>\n",
" <td>99.66</td>\n",
" <td>93.65</td>\n",
" <td>142.01</td>\n",
" <td>57.74</td>\n",
" <td>192.68</td>\n",
" <td>149.34</td>\n",
" <td>61.40</td>\n",
" <td>218.95</td>\n",
" <td>41.97</td>\n",
" <td>187.90</td>\n",
" <td>66.50</td>\n",
" <td>143.99</td>\n",
" <td>69.10</td>\n",
" <td>77.80</td>\n",
" <td>118.84</td>\n",
" <td>58.96</td>\n",
" <td>144.63</td>\n",
" <td>113.96</td>\n",
" <td>233.65</td>\n",
" <td>92.23</td>\n",
" <td>53.80</td>\n",
" <td>81.78</td>\n",
" <td>150.33</td>\n",
" <td>63.47</td>\n",
" <td>26.78</td>\n",
" <td>42.91</td>\n",
" <td>30.20</td>\n",
" <td>147.53</td>\n",
" <td>23.72</td>\n",
" <td>201.94</td>\n",
" <td>138.87</td>\n",
" <td>63.49</td>\n",
" <td>36.87</td>\n",
" <td>97.77</td>\n",
" <td>78.79</td>\n",
" <td>100.73</td>\n",
" <td>255.44</td>\n",
" <td>149.68</td>\n",
" <td>51.92</td>\n",
" <td>132.35</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>10 rows × 503 columns</p>\n",
"</div>"
],
"text/plain": [
" MMM ABT ABBV ABMD ... ZBRA ZBH ZION ZTS\n",
"Date ... \n",
"2019-12-17 169.93 87.06 90.08 178.93 ... 253.44 149.86 51.51 127.10\n",
"2019-12-18 169.03 86.93 89.33 177.01 ... 255.43 148.88 51.35 126.99\n",
"2019-12-19 172.15 87.35 88.77 169.43 ... 253.13 148.80 51.49 128.74\n",
"2019-12-20 175.37 86.66 89.29 162.89 ... 252.49 150.32 51.63 132.68\n",
"2019-12-23 178.47 87.35 90.25 170.44 ... 256.73 151.24 51.34 132.37\n",
"2019-12-24 176.68 87.28 89.85 172.30 ... 254.33 150.87 51.53 132.92\n",
"2019-12-26 176.59 87.28 89.83 171.01 ... 254.42 150.30 51.66 133.03\n",
"2019-12-27 177.26 87.40 89.20 169.27 ... 256.00 150.01 51.50 133.25\n",
"2019-12-30 175.83 86.80 88.52 167.29 ... 254.11 148.75 51.77 132.21\n",
"2019-12-31 176.42 86.86 88.54 170.59 ... 255.44 149.68 51.92 132.35\n",
"\n",
"[10 rows x 503 columns]"
]
},
"metadata": {
"tags": []
},
"execution_count": 16
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "dV_uEUKUASes",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 125
},
"outputId": "bd1a5d06-1a76-4c3e-9f9a-fd4e117a16bb"
},
"source": [
"df_price.columns"
],
"execution_count": 17,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"Index(['MMM', 'ABT', 'ABBV', 'ABMD', 'ACN', 'ATVI', 'ADBE', 'AMD', 'AAP',\n",
" 'AES',\n",
" ...\n",
" 'WYNN', 'XEL', 'XRX', 'XLNX', 'XYL', 'YUM', 'ZBRA', 'ZBH', 'ZION',\n",
" 'ZTS'],\n",
" dtype='object', length=503)"
]
},
"metadata": {
"tags": []
},
"execution_count": 17
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "obbo9r1AASev",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 35
},
"outputId": "97044a5f-4d20-4808-f87a-86e608a33a5b"
},
"source": [
"len(df_price.columns)"
],
"execution_count": 18,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"503"
]
},
"metadata": {
"tags": []
},
"execution_count": 18
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "VD1vow_UASey",
"colab_type": "text"
},
"source": [
"## 2019 수익률 Best, Worst 20\n",
"* df.pct_change()\n",
"* (df_price['2019'].pct_change() + 1).product() - 1"
]
},
{
"cell_type": "code",
"metadata": {
"id": "ciJLox-ZASez",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 395
},
"outputId": "3e4cc369-4397-4746-a2ca-0f59b8e2a950"
},
"source": [
"returns = (df_price['2019'].pct_change() + 1).product() - 1\n",
"returns = returns.sort_values(ascending=False)\n",
"\n",
"# Best 20\n",
"best20 = returns.head(20)\n",
"best20"
],
"execution_count": 19,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"AMD 1.435475\n",
"PAYC 1.211863\n",
"LRCX 1.114244\n",
"KLAC 0.959850\n",
"TGT 0.929711\n",
"CPRT 0.907299\n",
"QRVO 0.899804\n",
"DXCM 0.899114\n",
"CMG 0.888104\n",
"LDOS 0.880692\n",
"AAPL 0.859486\n",
"XRX 0.831595\n",
"AMAT 0.823178\n",
"MKTX 0.812103\n",
"CDW 0.804219\n",
"ANSS 0.799944\n",
"GPN 0.789278\n",
"SWKS 0.778693\n",
"MSCI 0.757044\n",
"IR 0.746667\n",
"dtype: float64"
]
},
"metadata": {
"tags": []
},
"execution_count": 19
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "DxVy10_9ASe2",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 395
},
"outputId": "c68cd092-8f68-4a5d-eaf6-001d9e093503"
},
"source": [
"# Worst 20\n",
"\n",
"worst20 = returns.tail(20)[::-1]\n",
"worst20"
],
"execution_count": 20,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"ABMD -0.449639\n",
"OXY -0.335323\n",
"GPS -0.313398\n",
"LB -0.311288\n",
"DXC -0.310149\n",
"MYL -0.280086\n",
"ADS -0.277899\n",
"COG -0.260093\n",
"KHC -0.258653\n",
"MOS -0.258396\n",
"KSS -0.248525\n",
"TPR -0.216216\n",
"CXO -0.179211\n",
"DD -0.172467\n",
"CTL -0.144430\n",
"JWN -0.137953\n",
"NLSN -0.137272\n",
"FFIV -0.133577\n",
"WBA -0.133451\n",
"BEN -0.129648\n",
"dtype: float64"
]
},
"metadata": {
"tags": []
},
"execution_count": 20
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "Q3Kr3hWCASe4",
"colab_type": "text"
},
"source": [
"## 2019 수익률 상위 10\n",
"1. AMD(에이엠디) - 그래픽카드, 집적회로 제조사\n",
"1. PAYC 페이컴 소프트웨어 - 클라우드 기반 인적 자본 관리 애플리케이션\n",
"1. LRCX 램리서치 - 글로벌 웨이퍼 제조 장비 제조사로, 집적회로(IC) 제작에 쓰이는 반도체 가공 시스템\n",
"1. KLAC KLA 텐코 - 반도체 제조 공정 관련 결함 검사 및 측정 시스템\n",
"1. TGT 타깃 - 일반상품판매점과 온라인 사이트를 운영하는 유통업체\n",
"\n",
"CPRT 코파트 \n",
"온라인 경매 및 차량 리마케팅 서비스 \n",
"\n",
"QRVO 코보 \n",
"무선 주파수(RF) 기술을 전문으로 하는 반도체 제품 제조\n",
"\n",
"CMG 치폴레 멕시칸 그릴\n",
"멕시코 음식 전문의 패스트푸드 프랜차이즈\n",
"\n",
"LDOS 레이도스 홀딩스 \n",
"\n",
"AAPL 애플\n",
"전자제품 제조사로, 소프트웨어, 서비스, 주변 기기, 네트워킹 솔루션\n"
]
},
{
"cell_type": "code",
"metadata": {
"id": "Bo2eMkijASe5",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 215
},
"outputId": "55d224c7-bada-4545-b142-68dd5148e045"
},
"source": [
"# Best 10\n",
"best10 = returns.head(10)\n",
"best10"
],
"execution_count": 21,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"AMD 1.435475\n",
"PAYC 1.211863\n",
"LRCX 1.114244\n",
"KLAC 0.959850\n",
"TGT 0.929711\n",
"CPRT 0.907299\n",
"QRVO 0.899804\n",
"DXCM 0.899114\n",
"CMG 0.888104\n",
"LDOS 0.880692\n",
"dtype: float64"
]
},
"metadata": {
"tags": []
},
"execution_count": 21
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "Ld57_N1tASe8",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 700
},
"outputId": "b530d495-de5d-4fe7-9ca0-2fa42ab4c623"
},
"source": [
"df_price.loc['2019', best10.keys()].head(20)"
],
"execution_count": 22,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>AMD</th>\n",
" <th>PAYC</th>\n",
" <th>LRCX</th>\n",
" <th>KLAC</th>\n",
" <th>TGT</th>\n",
" <th>CPRT</th>\n",
" <th>QRVO</th>\n",
" <th>DXCM</th>\n",
" <th>CMG</th>\n",
" <th>LDOS</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Date</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2019-01-02</th>\n",
" <td>18.83</td>\n",
" <td>119.70</td>\n",
" <td>138.30</td>\n",
" <td>90.91</td>\n",
" <td>66.44</td>\n",
" <td>47.68</td>\n",
" <td>61.18</td>\n",
" <td>115.18</td>\n",
" <td>443.36</td>\n",
" <td>52.05</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-01-03</th>\n",
" <td>17.05</td>\n",
" <td>116.50</td>\n",
" <td>131.63</td>\n",
" <td>85.81</td>\n",
" <td>65.53</td>\n",
" <td>46.89</td>\n",
" <td>55.64</td>\n",
" <td>112.26</td>\n",
" <td>439.45</td>\n",
" <td>51.33</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-01-04</th>\n",
" <td>19.00</td>\n",
" <td>121.02</td>\n",
" <td>138.06</td>\n",
" <td>91.30</td>\n",
" <td>66.43</td>\n",
" <td>48.56</td>\n",
" <td>59.37</td>\n",
" <td>116.24</td>\n",
" <td>455.00</td>\n",
" <td>53.38</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-01-07</th>\n",
" <td>20.57</td>\n",
" <td>124.11</td>\n",
" <td>139.29</td>\n",
" <td>92.60</td>\n",
" <td>69.68</td>\n",
" <td>48.83</td>\n",
" <td>59.78</td>\n",
" <td>129.95</td>\n",
" <td>485.15</td>\n",
" <td>53.50</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-01-08</th>\n",
" <td>20.75</td>\n",
" <td>127.14</td>\n",
" <td>136.93</td>\n",
" <td>91.13</td>\n",
" <td>69.61</td>\n",
" <td>49.63</td>\n",
" <td>59.37</td>\n",
" <td>131.52</td>\n",
" <td>497.37</td>\n",
" <td>53.91</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-01-09</th>\n",
" <td>20.19</td>\n",
" <td>128.47</td>\n",
" <td>144.00</td>\n",
" <td>93.48</td>\n",
" <td>70.29</td>\n",
" <td>50.30</td>\n",
" <td>60.45</td>\n",
" <td>138.75</td>\n",
" <td>498.48</td>\n",
" <td>54.57</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-01-10</th>\n",
" <td>19.74</td>\n",
" <td>128.61</td>\n",
" <td>144.57</td>\n",
" <td>93.71</td>\n",
" <td>68.29</td>\n",
" <td>50.60</td>\n",
" <td>61.86</td>\n",
" <td>141.90</td>\n",
" <td>509.62</td>\n",
" <td>54.91</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-01-11</th>\n",
" <td>20.27</td>\n",
" <td>127.30</td>\n",
" <td>144.11</td>\n",
" <td>94.03</td>\n",
" <td>69.61</td>\n",
" <td>50.66</td>\n",
" <td>63.69</td>\n",
" <td>141.10</td>\n",
" <td>506.95</td>\n",
" <td>55.42</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-01-14</th>\n",
" <td>20.23</td>\n",
" <td>124.57</td>\n",
" <td>140.43</td>\n",
" <td>92.43</td>\n",
" <td>68.84</td>\n",
" <td>49.92</td>\n",
" <td>61.18</td>\n",
" <td>142.74</td>\n",
" <td>501.99</td>\n",
" <td>55.33</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-01-15</th>\n",
" <td>20.38</td>\n",
" <td>130.77</td>\n",
" <td>140.00</td>\n",
" <td>92.52</td>\n",
" <td>68.21</td>\n",
" <td>49.36</td>\n",
" <td>61.56</td>\n",
" <td>147.05</td>\n",
" <td>514.49</td>\n",
" <td>55.39</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-01-16</th>\n",
" <td>19.73</td>\n",
" <td>131.38</td>\n",
" <td>138.75</td>\n",
" <td>90.96</td>\n",
" <td>67.85</td>\n",
" <td>49.32</td>\n",
" <td>61.41</td>\n",
" <td>147.05</td>\n",
" <td>514.82</td>\n",
" <td>55.28</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-01-17</th>\n",
" <td>20.25</td>\n",
" <td>132.22</td>\n",
" <td>141.76</td>\n",
" <td>92.92</td>\n",
" <td>69.37</td>\n",
" <td>49.74</td>\n",
" <td>62.25</td>\n",
" <td>149.50</td>\n",
" <td>517.66</td>\n",
" <td>56.08</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-01-18</th>\n",
" <td>20.77</td>\n",
" <td>136.24</td>\n",
" <td>147.55</td>\n",
" <td>95.73</td>\n",
" <td>70.68</td>\n",
" <td>50.06</td>\n",
" <td>63.28</td>\n",
" <td>149.52</td>\n",
" <td>513.24</td>\n",
" <td>56.88</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-01-22</th>\n",
" <td>19.76</td>\n",
" <td>136.54</td>\n",
" <td>139.89</td>\n",
" <td>93.21</td>\n",
" <td>70.28</td>\n",
" <td>49.64</td>\n",
" <td>61.94</td>\n",
" <td>150.82</td>\n",
" <td>520.08</td>\n",
" <td>56.12</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-01-23</th>\n",
" <td>19.80</td>\n",
" <td>137.02</td>\n",
" <td>139.33</td>\n",
" <td>91.85</td>\n",
" <td>70.32</td>\n",
" <td>49.27</td>\n",
" <td>61.91</td>\n",
" <td>146.54</td>\n",
" <td>521.37</td>\n",
" <td>56.15</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-01-24</th>\n",
" <td>20.85</td>\n",
" <td>138.49</td>\n",
" <td>161.20</td>\n",
" <td>98.29</td>\n",
" <td>70.61</td>\n",
" <td>49.51</td>\n",
" <td>63.38</td>\n",
" <td>144.08</td>\n",
" <td>533.39</td>\n",
" <td>56.37</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-01-25</th>\n",
" <td>21.93</td>\n",
" <td>143.05</td>\n",
" <td>165.49</td>\n",
" <td>101.39</td>\n",
" <td>72.39</td>\n",
" <td>50.08</td>\n",
" <td>65.76</td>\n",
" <td>145.01</td>\n",
" <td>543.37</td>\n",
" <td>57.05</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-01-28</th>\n",
" <td>20.18</td>\n",
" <td>144.00</td>\n",
" <td>166.06</td>\n",
" <td>101.68</td>\n",
" <td>72.12</td>\n",
" <td>49.84</td>\n",
" <td>65.09</td>\n",
" <td>141.36</td>\n",
" <td>532.00</td>\n",
" <td>57.09</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-01-29</th>\n",
" <td>19.25</td>\n",
" <td>141.67</td>\n",
" <td>164.99</td>\n",
" <td>100.99</td>\n",
" <td>71.70</td>\n",
" <td>49.58</td>\n",
" <td>63.66</td>\n",
" <td>140.05</td>\n",
" <td>530.06</td>\n",
" <td>57.51</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-01-30</th>\n",
" <td>23.09</td>\n",
" <td>145.56</td>\n",
" <td>170.93</td>\n",
" <td>105.98</td>\n",
" <td>72.33</td>\n",
" <td>50.14</td>\n",
" <td>65.53</td>\n",
" <td>143.61</td>\n",
" <td>532.98</td>\n",
" <td>58.19</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" AMD PAYC LRCX KLAC ... QRVO DXCM CMG LDOS\n",
"Date ... \n",
"2019-01-02 18.83 119.70 138.30 90.91 ... 61.18 115.18 443.36 52.05\n",
"2019-01-03 17.05 116.50 131.63 85.81 ... 55.64 112.26 439.45 51.33\n",
"2019-01-04 19.00 121.02 138.06 91.30 ... 59.37 116.24 455.00 53.38\n",
"2019-01-07 20.57 124.11 139.29 92.60 ... 59.78 129.95 485.15 53.50\n",
"2019-01-08 20.75 127.14 136.93 91.13 ... 59.37 131.52 497.37 53.91\n",
"2019-01-09 20.19 128.47 144.00 93.48 ... 60.45 138.75 498.48 54.57\n",
"2019-01-10 19.74 128.61 144.57 93.71 ... 61.86 141.90 509.62 54.91\n",
"2019-01-11 20.27 127.30 144.11 94.03 ... 63.69 141.10 506.95 55.42\n",
"2019-01-14 20.23 124.57 140.43 92.43 ... 61.18 142.74 501.99 55.33\n",
"2019-01-15 20.38 130.77 140.00 92.52 ... 61.56 147.05 514.49 55.39\n",
"2019-01-16 19.73 131.38 138.75 90.96 ... 61.41 147.05 514.82 55.28\n",
"2019-01-17 20.25 132.22 141.76 92.92 ... 62.25 149.50 517.66 56.08\n",
"2019-01-18 20.77 136.24 147.55 95.73 ... 63.28 149.52 513.24 56.88\n",
"2019-01-22 19.76 136.54 139.89 93.21 ... 61.94 150.82 520.08 56.12\n",
"2019-01-23 19.80 137.02 139.33 91.85 ... 61.91 146.54 521.37 56.15\n",
"2019-01-24 20.85 138.49 161.20 98.29 ... 63.38 144.08 533.39 56.37\n",
"2019-01-25 21.93 143.05 165.49 101.39 ... 65.76 145.01 543.37 57.05\n",
"2019-01-28 20.18 144.00 166.06 101.68 ... 65.09 141.36 532.00 57.09\n",
"2019-01-29 19.25 141.67 164.99 100.99 ... 63.66 140.05 530.06 57.51\n",
"2019-01-30 23.09 145.56 170.93 105.98 ... 65.53 143.61 532.98 58.19\n",
"\n",
"[20 rows x 10 columns]"
]
},
"metadata": {
"tags": []
},
"execution_count": 22
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "OHWjHscWASfA",
"colab_type": "code",
"colab": {}
},
"source": [
"import matplotlib as mpl\n",
"import numpy as np\n",
"\n",
"def make_colors(n, colormap=plt.cm.Spectral):\n",
" return colormap(np.linspace(0.1, 1.0, n))"
],
"execution_count": 23,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "n3LZm--bASfF",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 513
},
"outputId": "3fd86cc6-6e7b-4598-f694-d8ebaccd093c"
},
"source": [
"df_plot = pd.DataFrame()\n",
"\n",
"df_plot['S&P500'] = us500.loc['2019', 'Close'] # S&P500 지수\n",
"df_plot[best10.keys()] = df_price.loc['2019', best10.keys()] # 10개 종목\n",
"\n",
"df_plot = df_plot / df_plot.iloc[0] - 1\n",
"df_plot.plot(color=make_colors(11))"
],
"execution_count": 24,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f2952058240>"
]
},
"metadata": {
"tags": []
},
"execution_count": 24
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1008x576 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "VrR78cywASfH",
"colab_type": "code",
"colab": {}
},
"source": [
"worst10 = returns.tail(10)[::-1]"
],
"execution_count": 25,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "pvI5moWoASfK",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 513
},
"outputId": "1d5bf060-80e8-4642-abd4-ba1071933ff1"
},
"source": [
"df_plot = pd.DataFrame()\n",
"\n",
"df_plot['S&P500'] = us500.loc['2019', 'Close'] # S&P500 지수\n",
"df_plot[worst10.keys()] = df_price.loc['2019', worst10.keys()] # 10개 종목\n",
"\n",
"df_plot = df_plot / df_plot.iloc[0] - 1\n",
"df_plot.plot(color=make_colors(11))"
],
"execution_count": 26,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f29508452e8>"
]
},
"metadata": {
"tags": []
},
"execution_count": 26
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1008x576 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "Xgf32q5zASfN",
"colab_type": "text"
},
"source": [
"## 수익률"
]
},
{
"cell_type": "code",
"metadata": {
"id": "QiUV7Hk6ASfO",
"colab_type": "code",
"colab": {}
},
"source": [
"df = pd.DataFrame()\n",
"\n",
"df['S&P500'] = us500.loc['2019', 'Close'] # S&P500 지수\n",
"df[best20.keys()] = df_price.loc['2019', best20.keys()]"
],
"execution_count": 27,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "kE_3BPvsASfQ",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 700
},
"outputId": "272c09a5-3fa6-45bc-f7e8-9fd58eca329d"
},
"source": [
"df.head(20)"
],
"execution_count": 28,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>S&amp;P500</th>\n",
" <th>AMD</th>\n",
" <th>PAYC</th>\n",
" <th>LRCX</th>\n",
" <th>KLAC</th>\n",
" <th>TGT</th>\n",
" <th>CPRT</th>\n",
" <th>QRVO</th>\n",
" <th>DXCM</th>\n",
" <th>CMG</th>\n",
" <th>LDOS</th>\n",
" <th>AAPL</th>\n",
" <th>XRX</th>\n",
" <th>AMAT</th>\n",
" <th>MKTX</th>\n",
" <th>CDW</th>\n",
" <th>ANSS</th>\n",
" <th>GPN</th>\n",
" <th>SWKS</th>\n",
" <th>MSCI</th>\n",
" <th>IR</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Date</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2019-01-02</th>\n",
" <td>2510.03</td>\n",
" <td>18.83</td>\n",
" <td>119.70</td>\n",
" <td>138.30</td>\n",
" <td>90.91</td>\n",
" <td>66.44</td>\n",
" <td>47.68</td>\n",
" <td>61.18</td>\n",
" <td>115.18</td>\n",
" <td>443.36</td>\n",
" <td>52.05</td>\n",
" <td>157.92</td>\n",
" <td>20.13</td>\n",
" <td>33.48</td>\n",
" <td>209.21</td>\n",
" <td>79.17</td>\n",
" <td>143.01</td>\n",
" <td>102.03</td>\n",
" <td>67.96</td>\n",
" <td>146.94</td>\n",
" <td>21.00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-01-03</th>\n",
" <td>2447.89</td>\n",
" <td>17.05</td>\n",
" <td>116.50</td>\n",
" <td>131.63</td>\n",
" <td>85.81</td>\n",
" <td>65.53</td>\n",
" <td>46.89</td>\n",
" <td>55.64</td>\n",
" <td>112.26</td>\n",
" <td>439.45</td>\n",
" <td>51.33</td>\n",
" <td>142.19</td>\n",
" <td>19.69</td>\n",
" <td>31.54</td>\n",
" <td>207.76</td>\n",
" <td>77.13</td>\n",
" <td>137.64</td>\n",
" <td>98.72</td>\n",
" <td>60.72</td>\n",
" <td>141.34</td>\n",
" <td>20.58</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-01-04</th>\n",
" <td>2531.94</td>\n",
" <td>19.00</td>\n",
" <td>121.02</td>\n",
" <td>138.06</td>\n",
" <td>91.30</td>\n",
" <td>66.43</td>\n",
" <td>48.56</td>\n",
" <td>59.37</td>\n",
" <td>116.24</td>\n",
" <td>455.00</td>\n",
" <td>53.38</td>\n",
" <td>148.26</td>\n",
" <td>20.45</td>\n",
" <td>33.70</td>\n",
" <td>214.30</td>\n",
" <td>77.88</td>\n",
" <td>143.66</td>\n",
" <td>102.75</td>\n",
" <td>63.63</td>\n",
" <td>146.60</td>\n",
" <td>20.94</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-01-07</th>\n",
" <td>2549.69</td>\n",
" <td>20.57</td>\n",
" <td>124.11</td>\n",
" <td>139.29</td>\n",
" <td>92.60</td>\n",
" <td>69.68</td>\n",
" <td>48.83</td>\n",
" <td>59.78</td>\n",
" <td>129.95</td>\n",
" <td>485.15</td>\n",
" <td>53.50</td>\n",
" <td>147.93</td>\n",
" <td>20.89</td>\n",
" <td>34.30</td>\n",
" <td>216.86</td>\n",
" <td>77.57</td>\n",
" <td>147.32</td>\n",
" <td>104.90</td>\n",
" <td>64.49</td>\n",
" <td>147.28</td>\n",
" <td>21.61</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-01-08</th>\n",
" <td>2574.41</td>\n",
" <td>20.75</td>\n",
" <td>127.14</td>\n",
" <td>136.93</td>\n",
" <td>91.13</td>\n",
" <td>69.61</td>\n",
" <td>49.63</td>\n",
" <td>59.37</td>\n",
" <td>131.52</td>\n",
" <td>497.37</td>\n",
" <td>53.91</td>\n",
" <td>150.75</td>\n",
" <td>21.58</td>\n",
" <td>32.91</td>\n",
" <td>216.69</td>\n",
" <td>80.27</td>\n",
" <td>148.05</td>\n",
" <td>107.67</td>\n",
" <td>65.19</td>\n",
" <td>150.34</td>\n",
" <td>21.86</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-01-09</th>\n",
" <td>2584.96</td>\n",
" <td>20.19</td>\n",
" <td>128.47</td>\n",
" <td>144.00</td>\n",
" <td>93.48</td>\n",
" <td>70.29</td>\n",
" <td>50.30</td>\n",
" <td>60.45</td>\n",
" <td>138.75</td>\n",
" <td>498.48</td>\n",
" <td>54.57</td>\n",
" <td>153.31</td>\n",
" <td>21.89</td>\n",
" <td>34.30</td>\n",
" <td>213.14</td>\n",
" <td>81.33</td>\n",
" <td>150.64</td>\n",
" <td>109.25</td>\n",
" <td>67.69</td>\n",
" <td>151.81</td>\n",
" <td>22.38</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-01-10</th>\n",
" <td>2596.64</td>\n",
" <td>19.74</td>\n",
" <td>128.61</td>\n",
" <td>144.57</td>\n",
" <td>93.71</td>\n",
" <td>68.29</td>\n",
" <td>50.60</td>\n",
" <td>61.86</td>\n",
" <td>141.90</td>\n",
" <td>509.62</td>\n",
" <td>54.91</td>\n",
" <td>153.80</td>\n",
" <td>22.15</td>\n",
" <td>34.76</td>\n",
" <td>212.67</td>\n",
" <td>81.94</td>\n",
" <td>152.60</td>\n",
" <td>110.25</td>\n",
" <td>68.59</td>\n",
" <td>153.94</td>\n",
" <td>22.49</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-01-11</th>\n",
" <td>2596.26</td>\n",
" <td>20.27</td>\n",
" <td>127.30</td>\n",
" <td>144.11</td>\n",
" <td>94.03</td>\n",
" <td>69.61</td>\n",
" <td>50.66</td>\n",
" <td>63.69</td>\n",
" <td>141.10</td>\n",
" <td>506.95</td>\n",
" <td>55.42</td>\n",
" <td>152.29</td>\n",
" <td>22.14</td>\n",
" <td>34.78</td>\n",
" <td>212.59</td>\n",
" <td>80.59</td>\n",
" <td>154.75</td>\n",
" <td>110.79</td>\n",
" <td>70.02</td>\n",
" <td>154.83</td>\n",
" <td>22.71</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-01-14</th>\n",
" <td>2582.61</td>\n",
" <td>20.23</td>\n",
" <td>124.57</td>\n",
" <td>140.43</td>\n",
" <td>92.43</td>\n",
" <td>68.84</td>\n",
" <td>49.92</td>\n",
" <td>61.18</td>\n",
" <td>142.74</td>\n",
" <td>501.99</td>\n",
" <td>55.33</td>\n",
" <td>150.00</td>\n",
" <td>22.30</td>\n",
" <td>33.86</td>\n",
" <td>207.58</td>\n",
" <td>79.24</td>\n",
" <td>153.60</td>\n",
" <td>110.04</td>\n",
" <td>68.35</td>\n",
" <td>153.71</td>\n",
" <td>22.00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-01-15</th>\n",
" <td>2610.30</td>\n",
" <td>20.38</td>\n",
" <td>130.77</td>\n",
" <td>140.00</td>\n",
" <td>92.52</td>\n",
" <td>68.21</td>\n",
" <td>49.36</td>\n",
" <td>61.56</td>\n",
" <td>147.05</td>\n",
" <td>514.49</td>\n",
" <td>55.39</td>\n",
" <td>153.07</td>\n",
" <td>22.81</td>\n",
" <td>33.75</td>\n",
" <td>210.88</td>\n",
" <td>80.49</td>\n",
" <td>156.16</td>\n",
" <td>112.01</td>\n",
" <td>68.45</td>\n",
" <td>157.06</td>\n",
" <td>21.92</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-01-16</th>\n",
" <td>2616.10</td>\n",
" <td>19.73</td>\n",
" <td>131.38</td>\n",
" <td>138.75</td>\n",
" <td>90.96</td>\n",
" <td>67.85</td>\n",
" <td>49.32</td>\n",
" <td>61.41</td>\n",
" <td>147.05</td>\n",
" <td>514.82</td>\n",
" <td>55.28</td>\n",
" <td>154.94</td>\n",
" <td>23.11</td>\n",
" <td>33.64</td>\n",
" <td>216.25</td>\n",
" <td>80.53</td>\n",
" <td>157.13</td>\n",
" <td>112.91</td>\n",
" <td>68.80</td>\n",
" <td>160.25</td>\n",
" <td>21.84</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-01-17</th>\n",
" <td>2635.96</td>\n",
" <td>20.25</td>\n",
" <td>132.22</td>\n",
" <td>141.76</td>\n",
" <td>92.92</td>\n",
" <td>69.37</td>\n",
" <td>49.74</td>\n",
" <td>62.25</td>\n",
" <td>149.50</td>\n",
" <td>517.66</td>\n",
" <td>56.08</td>\n",
" <td>155.86</td>\n",
" <td>23.12</td>\n",
" <td>34.54</td>\n",
" <td>215.99</td>\n",
" <td>80.76</td>\n",
" <td>158.31</td>\n",
" <td>113.43</td>\n",
" <td>69.03</td>\n",
" <td>160.73</td>\n",
" <td>22.23</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-01-18</th>\n",
" <td>2670.71</td>\n",
" <td>20.77</td>\n",
" <td>136.24</td>\n",
" <td>147.55</td>\n",
" <td>95.73</td>\n",
" <td>70.68</td>\n",
" <td>50.06</td>\n",
" <td>63.28</td>\n",
" <td>149.52</td>\n",
" <td>513.24</td>\n",
" <td>56.88</td>\n",
" <td>156.82</td>\n",
" <td>23.43</td>\n",
" <td>35.71</td>\n",
" <td>219.18</td>\n",
" <td>81.69</td>\n",
" <td>161.71</td>\n",
" <td>114.59</td>\n",
" <td>70.07</td>\n",
" <td>165.97</td>\n",
" <td>23.22</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-01-22</th>\n",
" <td>2632.90</td>\n",
" <td>19.76</td>\n",
" <td>136.54</td>\n",
" <td>139.89</td>\n",
" <td>93.21</td>\n",
" <td>70.28</td>\n",
" <td>49.64</td>\n",
" <td>61.94</td>\n",
" <td>150.82</td>\n",
" <td>520.08</td>\n",
" <td>56.12</td>\n",
" <td>153.30</td>\n",
" <td>23.38</td>\n",
" <td>34.44</td>\n",
" <td>218.30</td>\n",
" <td>80.33</td>\n",
" <td>161.03</td>\n",
" <td>112.69</td>\n",
" <td>68.90</td>\n",
" <td>162.26</td>\n",
" <td>22.78</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-01-23</th>\n",
" <td>2638.70</td>\n",
" <td>19.80</td>\n",
" <td>137.02</td>\n",
" <td>139.33</td>\n",
" <td>91.85</td>\n",
" <td>70.32</td>\n",
" <td>49.27</td>\n",
" <td>61.91</td>\n",
" <td>146.54</td>\n",
" <td>521.37</td>\n",
" <td>56.15</td>\n",
" <td>153.92</td>\n",
" <td>23.57</td>\n",
" <td>34.31</td>\n",
" <td>219.81</td>\n",
" <td>81.39</td>\n",
" <td>158.63</td>\n",
" <td>111.28</td>\n",
" <td>68.27</td>\n",
" <td>162.78</td>\n",
" <td>22.43</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-01-24</th>\n",
" <td>2642.33</td>\n",
" <td>20.85</td>\n",
" <td>138.49</td>\n",
" <td>161.20</td>\n",
" <td>98.29</td>\n",
" <td>70.61</td>\n",
" <td>49.51</td>\n",
" <td>63.38</td>\n",
" <td>144.08</td>\n",
" <td>533.39</td>\n",
" <td>56.37</td>\n",
" <td>152.70</td>\n",
" <td>23.92</td>\n",
" <td>37.82</td>\n",
" <td>218.75</td>\n",
" <td>81.16</td>\n",
" <td>158.10</td>\n",
" <td>112.23</td>\n",
" <td>70.03</td>\n",
" <td>161.74</td>\n",
" <td>22.65</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-01-25</th>\n",
" <td>2664.76</td>\n",
" <td>21.93</td>\n",
" <td>143.05</td>\n",
" <td>165.49</td>\n",
" <td>101.39</td>\n",
" <td>72.39</td>\n",
" <td>50.08</td>\n",
" <td>65.76</td>\n",
" <td>145.01</td>\n",
" <td>543.37</td>\n",
" <td>57.05</td>\n",
" <td>157.76</td>\n",
" <td>24.54</td>\n",
" <td>39.19</td>\n",
" <td>219.45</td>\n",
" <td>81.96</td>\n",
" <td>161.65</td>\n",
" <td>113.23</td>\n",
" <td>72.47</td>\n",
" <td>163.83</td>\n",
" <td>24.18</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-01-28</th>\n",
" <td>2643.85</td>\n",
" <td>20.18</td>\n",
" <td>144.00</td>\n",
" <td>166.06</td>\n",
" <td>101.68</td>\n",
" <td>72.12</td>\n",
" <td>49.84</td>\n",
" <td>65.09</td>\n",
" <td>141.36</td>\n",
" <td>532.00</td>\n",
" <td>57.09</td>\n",
" <td>156.30</td>\n",
" <td>24.30</td>\n",
" <td>38.70</td>\n",
" <td>218.30</td>\n",
" <td>82.07</td>\n",
" <td>160.70</td>\n",
" <td>111.65</td>\n",
" <td>72.69</td>\n",
" <td>162.44</td>\n",
" <td>23.97</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-01-29</th>\n",
" <td>2640.00</td>\n",
" <td>19.25</td>\n",
" <td>141.67</td>\n",
" <td>164.99</td>\n",
" <td>100.99</td>\n",
" <td>71.70</td>\n",
" <td>49.58</td>\n",
" <td>63.66</td>\n",
" <td>140.05</td>\n",
" <td>530.06</td>\n",
" <td>57.51</td>\n",
" <td>154.68</td>\n",
" <td>27.07</td>\n",
" <td>38.20</td>\n",
" <td>213.50</td>\n",
" <td>81.92</td>\n",
" <td>158.86</td>\n",
" <td>110.70</td>\n",
" <td>71.54</td>\n",
" <td>160.85</td>\n",
" <td>24.44</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-01-30</th>\n",
" <td>2681.05</td>\n",
" <td>23.09</td>\n",
" <td>145.56</td>\n",
" <td>170.93</td>\n",
" <td>105.98</td>\n",
" <td>72.33</td>\n",
" <td>50.14</td>\n",
" <td>65.53</td>\n",
" <td>143.61</td>\n",
" <td>532.98</td>\n",
" <td>58.19</td>\n",
" <td>165.25</td>\n",
" <td>28.16</td>\n",
" <td>39.60</td>\n",
" <td>210.22</td>\n",
" <td>82.98</td>\n",
" <td>162.99</td>\n",
" <td>113.68</td>\n",
" <td>73.92</td>\n",
" <td>162.77</td>\n",
" <td>24.63</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" S&P500 AMD PAYC LRCX ... GPN SWKS MSCI IR\n",
"Date ... \n",
"2019-01-02 2510.03 18.83 119.70 138.30 ... 102.03 67.96 146.94 21.00\n",
"2019-01-03 2447.89 17.05 116.50 131.63 ... 98.72 60.72 141.34 20.58\n",
"2019-01-04 2531.94 19.00 121.02 138.06 ... 102.75 63.63 146.60 20.94\n",
"2019-01-07 2549.69 20.57 124.11 139.29 ... 104.90 64.49 147.28 21.61\n",
"2019-01-08 2574.41 20.75 127.14 136.93 ... 107.67 65.19 150.34 21.86\n",
"2019-01-09 2584.96 20.19 128.47 144.00 ... 109.25 67.69 151.81 22.38\n",
"2019-01-10 2596.64 19.74 128.61 144.57 ... 110.25 68.59 153.94 22.49\n",
"2019-01-11 2596.26 20.27 127.30 144.11 ... 110.79 70.02 154.83 22.71\n",
"2019-01-14 2582.61 20.23 124.57 140.43 ... 110.04 68.35 153.71 22.00\n",
"2019-01-15 2610.30 20.38 130.77 140.00 ... 112.01 68.45 157.06 21.92\n",
"2019-01-16 2616.10 19.73 131.38 138.75 ... 112.91 68.80 160.25 21.84\n",
"2019-01-17 2635.96 20.25 132.22 141.76 ... 113.43 69.03 160.73 22.23\n",
"2019-01-18 2670.71 20.77 136.24 147.55 ... 114.59 70.07 165.97 23.22\n",
"2019-01-22 2632.90 19.76 136.54 139.89 ... 112.69 68.90 162.26 22.78\n",
"2019-01-23 2638.70 19.80 137.02 139.33 ... 111.28 68.27 162.78 22.43\n",
"2019-01-24 2642.33 20.85 138.49 161.20 ... 112.23 70.03 161.74 22.65\n",
"2019-01-25 2664.76 21.93 143.05 165.49 ... 113.23 72.47 163.83 24.18\n",
"2019-01-28 2643.85 20.18 144.00 166.06 ... 111.65 72.69 162.44 23.97\n",
"2019-01-29 2640.00 19.25 141.67 164.99 ... 110.70 71.54 160.85 24.44\n",
"2019-01-30 2681.05 23.09 145.56 170.93 ... 113.68 73.92 162.77 24.63\n",
"\n",
"[20 rows x 21 columns]"
]
},
"metadata": {
"tags": []
},
"execution_count": 28
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "xBssUe1sASfS",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 359
},
"outputId": "61ba649f-0c24-4fa7-dec0-c76d428f2f5f"
},
"source": [
"# 종목간 상관관계\n",
"changes = df.pct_change()\n",
"corr = changes.corr()\n",
"corr.head(10)"
],
"execution_count": 29,
"outputs": [
{
"output_type": "execute_result",
"data": {
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"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>S&amp;P500</th>\n",
" <th>AMD</th>\n",
" <th>PAYC</th>\n",
" <th>LRCX</th>\n",
" <th>KLAC</th>\n",
" <th>TGT</th>\n",
" <th>CPRT</th>\n",
" <th>QRVO</th>\n",
" <th>DXCM</th>\n",
" <th>CMG</th>\n",
" <th>LDOS</th>\n",
" <th>AAPL</th>\n",
" <th>XRX</th>\n",
" <th>AMAT</th>\n",
" <th>MKTX</th>\n",
" <th>CDW</th>\n",
" <th>ANSS</th>\n",
" <th>GPN</th>\n",
" <th>SWKS</th>\n",
" <th>MSCI</th>\n",
" <th>IR</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>S&amp;P500</th>\n",
" <td>1.000000</td>\n",
" <td>0.610437</td>\n",
" <td>0.510378</td>\n",
" <td>0.573241</td>\n",
" <td>0.659310</td>\n",
" <td>0.287969</td>\n",
" <td>0.492393</td>\n",
" <td>0.553678</td>\n",
" <td>0.291508</td>\n",
" <td>0.302902</td>\n",
" <td>0.517872</td>\n",
" <td>0.742273</td>\n",
" <td>0.527770</td>\n",
" <td>0.600518</td>\n",
" <td>0.226362</td>\n",
" <td>0.585452</td>\n",
" <td>0.751633</td>\n",
" <td>0.646109</td>\n",
" <td>0.619364</td>\n",
" <td>0.677740</td>\n",
" <td>0.455418</td>\n",
" </tr>\n",
" <tr>\n",
" <th>AMD</th>\n",
" <td>0.610437</td>\n",
" <td>1.000000</td>\n",
" <td>0.327791</td>\n",
" <td>0.454464</td>\n",
" <td>0.548725</td>\n",
" <td>0.204122</td>\n",
" <td>0.314434</td>\n",
" <td>0.445470</td>\n",
" <td>0.248204</td>\n",
" <td>0.271885</td>\n",
" <td>0.303984</td>\n",
" <td>0.493731</td>\n",
" <td>0.325530</td>\n",
" <td>0.499653</td>\n",
" <td>0.074996</td>\n",
" <td>0.333528</td>\n",
" <td>0.491899</td>\n",
" <td>0.372128</td>\n",
" <td>0.445481</td>\n",
" <td>0.437443</td>\n",
" <td>0.274731</td>\n",
" </tr>\n",
" <tr>\n",
" <th>PAYC</th>\n",
" <td>0.510378</td>\n",
" <td>0.327791</td>\n",
" <td>1.000000</td>\n",
" <td>0.342322</td>\n",
" <td>0.324485</td>\n",
" <td>0.216424</td>\n",
" <td>0.302606</td>\n",
" <td>0.257256</td>\n",
" <td>0.281175</td>\n",
" <td>0.312506</td>\n",
" <td>0.399857</td>\n",
" <td>0.387340</td>\n",
" <td>0.199495</td>\n",
" <td>0.292915</td>\n",
" <td>0.437965</td>\n",
" <td>0.444345</td>\n",
" <td>0.609793</td>\n",
" <td>0.577442</td>\n",
" <td>0.320867</td>\n",
" <td>0.562790</td>\n",
" <td>0.109671</td>\n",
" </tr>\n",
" <tr>\n",
" <th>LRCX</th>\n",
" <td>0.573241</td>\n",
" <td>0.454464</td>\n",
" <td>0.342322</td>\n",
" <td>1.000000</td>\n",
" <td>0.779465</td>\n",
" <td>0.130958</td>\n",
" <td>0.308146</td>\n",
" <td>0.511473</td>\n",
" <td>0.100905</td>\n",
" <td>0.166910</td>\n",
" <td>0.302005</td>\n",
" <td>0.481127</td>\n",
" <td>0.279081</td>\n",
" <td>0.872015</td>\n",
" <td>0.091235</td>\n",
" <td>0.352777</td>\n",
" <td>0.472235</td>\n",
" <td>0.411833</td>\n",
" <td>0.565487</td>\n",
" <td>0.381490</td>\n",
" <td>0.271845</td>\n",
" </tr>\n",
" <tr>\n",
" <th>KLAC</th>\n",
" <td>0.659310</td>\n",
" <td>0.548725</td>\n",
" <td>0.324485</td>\n",
" <td>0.779465</td>\n",
" <td>1.000000</td>\n",
" <td>0.171246</td>\n",
" <td>0.313695</td>\n",
" <td>0.539211</td>\n",
" <td>0.206961</td>\n",
" <td>0.240637</td>\n",
" <td>0.364401</td>\n",
" <td>0.571946</td>\n",
" <td>0.324578</td>\n",
" <td>0.808078</td>\n",
" <td>0.173323</td>\n",
" <td>0.395231</td>\n",
" <td>0.532250</td>\n",
" <td>0.447443</td>\n",
" <td>0.597925</td>\n",
" <td>0.428796</td>\n",
" <td>0.306690</td>\n",
" </tr>\n",
" <tr>\n",
" <th>TGT</th>\n",
" <td>0.287969</td>\n",
" <td>0.204122</td>\n",
" <td>0.216424</td>\n",
" <td>0.130958</td>\n",
" <td>0.171246</td>\n",
" <td>1.000000</td>\n",
" <td>0.148721</td>\n",
" <td>0.194496</td>\n",
" <td>0.140692</td>\n",
" <td>0.124946</td>\n",
" <td>0.128571</td>\n",
" <td>0.166440</td>\n",
" <td>0.150220</td>\n",
" <td>0.122040</td>\n",
" <td>0.127591</td>\n",
" <td>0.133044</td>\n",
" <td>0.246601</td>\n",
" <td>0.160135</td>\n",
" <td>0.191611</td>\n",
" <td>0.152761</td>\n",
" <td>0.143732</td>\n",
" </tr>\n",
" <tr>\n",
" <th>CPRT</th>\n",
" <td>0.492393</td>\n",
" <td>0.314434</td>\n",
" <td>0.302606</td>\n",
" <td>0.308146</td>\n",
" <td>0.313695</td>\n",
" <td>0.148721</td>\n",
" <td>1.000000</td>\n",
" <td>0.327883</td>\n",
" <td>0.103755</td>\n",
" <td>0.128791</td>\n",
" <td>0.305929</td>\n",
" <td>0.326658</td>\n",
" <td>0.320583</td>\n",
" <td>0.304192</td>\n",
" <td>0.177971</td>\n",
" <td>0.269213</td>\n",
" <td>0.440785</td>\n",
" <td>0.427613</td>\n",
" <td>0.363579</td>\n",
" <td>0.368780</td>\n",
" <td>0.260459</td>\n",
" </tr>\n",
" <tr>\n",
" <th>QRVO</th>\n",
" <td>0.553678</td>\n",
" <td>0.445470</td>\n",
" <td>0.257256</td>\n",
" <td>0.511473</td>\n",
" <td>0.539211</td>\n",
" <td>0.194496</td>\n",
" <td>0.327883</td>\n",
" <td>1.000000</td>\n",
" <td>0.139119</td>\n",
" <td>0.055690</td>\n",
" <td>0.238955</td>\n",
" <td>0.557627</td>\n",
" <td>0.265410</td>\n",
" <td>0.520509</td>\n",
" <td>0.042831</td>\n",
" <td>0.297773</td>\n",
" <td>0.396601</td>\n",
" <td>0.372271</td>\n",
" <td>0.804908</td>\n",
" <td>0.414121</td>\n",
" <td>0.369953</td>\n",
" </tr>\n",
" <tr>\n",
" <th>DXCM</th>\n",
" <td>0.291508</td>\n",
" <td>0.248204</td>\n",
" <td>0.281175</td>\n",
" <td>0.100905</td>\n",
" <td>0.206961</td>\n",
" <td>0.140692</td>\n",
" <td>0.103755</td>\n",
" <td>0.139119</td>\n",
" <td>1.000000</td>\n",
" <td>0.221246</td>\n",
" <td>0.195887</td>\n",
" <td>0.222664</td>\n",
" <td>0.100036</td>\n",
" <td>0.180592</td>\n",
" <td>0.220295</td>\n",
" <td>0.183933</td>\n",
" <td>0.416770</td>\n",
" <td>0.312937</td>\n",
" <td>0.197225</td>\n",
" <td>0.325803</td>\n",
" <td>0.192268</td>\n",
" </tr>\n",
" <tr>\n",
" <th>CMG</th>\n",
" <td>0.302902</td>\n",
" <td>0.271885</td>\n",
" <td>0.312506</td>\n",
" <td>0.166910</td>\n",
" <td>0.240637</td>\n",
" <td>0.124946</td>\n",
" <td>0.128791</td>\n",
" <td>0.055690</td>\n",
" <td>0.221246</td>\n",
" <td>1.000000</td>\n",
" <td>0.277243</td>\n",
" <td>0.205593</td>\n",
" <td>0.087576</td>\n",
" <td>0.233175</td>\n",
" <td>0.212962</td>\n",
" <td>0.345914</td>\n",
" <td>0.349593</td>\n",
" <td>0.293355</td>\n",
" <td>0.123536</td>\n",
" <td>0.291325</td>\n",
" <td>0.057731</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" S&P500 AMD PAYC ... SWKS MSCI IR\n",
"S&P500 1.000000 0.610437 0.510378 ... 0.619364 0.677740 0.455418\n",
"AMD 0.610437 1.000000 0.327791 ... 0.445481 0.437443 0.274731\n",
"PAYC 0.510378 0.327791 1.000000 ... 0.320867 0.562790 0.109671\n",
"LRCX 0.573241 0.454464 0.342322 ... 0.565487 0.381490 0.271845\n",
"KLAC 0.659310 0.548725 0.324485 ... 0.597925 0.428796 0.306690\n",
"TGT 0.287969 0.204122 0.216424 ... 0.191611 0.152761 0.143732\n",
"CPRT 0.492393 0.314434 0.302606 ... 0.363579 0.368780 0.260459\n",
"QRVO 0.553678 0.445470 0.257256 ... 0.804908 0.414121 0.369953\n",
"DXCM 0.291508 0.248204 0.281175 ... 0.197225 0.325803 0.192268\n",
"CMG 0.302902 0.271885 0.312506 ... 0.123536 0.291325 0.057731\n",
"\n",
"[10 rows x 21 columns]"
]
},
"metadata": {
"tags": []
},
"execution_count": 29
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "wTKfJesMASfV",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 541
},
"outputId": "88f4f81e-75bc-4afe-cbb1-4cf1fc94a1f2"
},
"source": [
"# 상관관계 히트맵\n",
"\n",
"plt.figure(figsize=(16,8))\n",
"plt.grid(False)\n",
"plt.imshow(corr, cmap='hot', interpolation='none')\n",
"plt.colorbar()\n",
"plt.xticks(range(len(corr)), corr.columns, rotation=90)\n",
"plt.yticks(range(len(corr)), corr.columns)\n",
"plt.show()"
],
"execution_count": 30,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x576 with 2 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "XMjHUsjFASfY",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 395
},
"outputId": "fb332ef2-71dd-4ad7-a1c7-a10d690bbb1f"
},
"source": [
"# 상관계수 순위 만들기 (수익률 상위 20종목)\n",
"import pandas as pd\n",
"\n",
"idx, vals = [], []\n",
"for ix, i in enumerate(corr.columns.values):\n",
" for j in corr.columns.values[ix + 1:]:\n",
" idx.append((i, j))\n",
" vals.append(corr[i][j])\n",
"\n",
"ser = pd.Series(data=vals, index=idx)\n",
"ser_ord = ser.sort_values(ascending=False)\n",
"ser_ord[:20]"
],
"execution_count": 31,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"(LRCX, AMAT) 0.872015\n",
"(KLAC, AMAT) 0.808078\n",
"(QRVO, SWKS) 0.804908\n",
"(LRCX, KLAC) 0.779465\n",
"(S&P500, ANSS) 0.751633\n",
"(S&P500, AAPL) 0.742273\n",
"(S&P500, MSCI) 0.677740\n",
"(S&P500, KLAC) 0.659310\n",
"(S&P500, GPN) 0.646109\n",
"(AAPL, SWKS) 0.637391\n",
"(GPN, MSCI) 0.622021\n",
"(ANSS, MSCI) 0.620718\n",
"(S&P500, SWKS) 0.619364\n",
"(AMAT, SWKS) 0.616893\n",
"(S&P500, AMD) 0.610437\n",
"(PAYC, ANSS) 0.609793\n",
"(S&P500, AMAT) 0.600518\n",
"(ANSS, GPN) 0.598392\n",
"(KLAC, SWKS) 0.597925\n",
"(S&P500, CDW) 0.585452\n",
"dtype: float64"
]
},
"metadata": {
"tags": []
},
"execution_count": 31
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "z61FKlHnASfb",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 395
},
"outputId": "5d948de8-f687-48ef-8e5b-692460fd848b"
},
"source": [
"# 지수와 상관관계\n",
"changes = df.pct_change()\n",
"corr = changes.corr()\n",
"corr['S&P500'].sort_values(ascending=False)[1:]"
],
"execution_count": 32,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"ANSS 0.751633\n",
"AAPL 0.742273\n",
"MSCI 0.677740\n",
"KLAC 0.659310\n",
"GPN 0.646109\n",
"SWKS 0.619364\n",
"AMD 0.610437\n",
"AMAT 0.600518\n",
"CDW 0.585452\n",
"LRCX 0.573241\n",
"QRVO 0.553678\n",
"XRX 0.527770\n",
"LDOS 0.517872\n",
"PAYC 0.510378\n",
"CPRT 0.492393\n",
"IR 0.455418\n",
"CMG 0.302902\n",
"DXCM 0.291508\n",
"TGT 0.287969\n",
"MKTX 0.226362\n",
"Name: S&P500, dtype: float64"
]
},
"metadata": {
"tags": []
},
"execution_count": 32
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "n-X3cOXvASfe",
"colab_type": "text"
},
"source": [
"## 스캐터 차트, 수익과 위험 분석\n",
"* 수익 (returns): 수익률 평균 (mean)\n",
"* 위험 (risk): 표준편차 (std)"
]
},
{
"cell_type": "code",
"metadata": {
"id": "1DbtR5P8ASfe",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 573
},
"outputId": "c28cf9d2-78d4-4ea2-c659-9c975df0f70f"
},
"source": [
"plt.figure(figsize=(16,8))\n",
"plt.scatter(changes.mean(), changes.std())\n",
"plt.xlabel('returns')\n",
"plt.ylabel('risk')\n",
"plt.xlim(0.0005, 0.003)\n",
"plt.ylim(0.005, 0.030)\n",
"for label, x, y in zip(changes.columns, changes.mean(), changes.std()):\n",
" plt.annotate( label, xy=(x, y), xytext=(30, -30),\n",
" textcoords = 'offset points',\n",
" ha = 'right', va = 'bottom',\n",
" bbox = dict(boxstyle = 'round,pad=0.5', fc = 'yellow', alpha = 0.5),\n",
" arrowprops = dict(arrowstyle = '->', connectionstyle = 'arc3,rad=0')) "
],
"execution_count": 33,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x576 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "0qKvAJe7ASfg",
"colab_type": "text"
},
"source": [
"## 전체 종목에서 2019년 수익률 상관관계 상위 종목"
]
},
{
"cell_type": "code",
"metadata": {
"id": "zHw29L21ASfh",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 755
},
"outputId": "63092af7-94f7-4f1c-91be-531d395af64a"
},
"source": [
"df = pd.DataFrame()\n",
"\n",
"df['S&P500'] = us500.loc['2019', 'Close'] # S&P500 지수\n",
"df[df_price.columns] = df_price.loc['2019', df_price.columns]\n",
"\n",
"# 종목간 상관관계\n",
"changes = df.pct_change()\n",
"corr = changes.corr()\n",
"\n",
"idx, vals = [], []\n",
"for ix, i in enumerate(corr.columns.values):\n",
" for j in corr.columns.values[ix + 1:]:\n",
" idx.append((i, j))\n",
" vals.append(corr[i][j])\n",
"\n",
"ser = pd.Series(data=vals, index=idx)\n",
"ser_ord = ser.sort_values(ascending=False)\n",
"ser_ord[:40]"
],
"execution_count": 34,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"(GOOGL, GOOG) 0.997356\n",
"(FOXA, FOX) 0.987175\n",
"(UAA, UA) 0.980852\n",
"(DISCA, DISCK) 0.980606\n",
"(NWSA, NWS) 0.978020\n",
"(CMS, WEC) 0.892382\n",
"(HBAN, KEY) 0.891619\n",
"(KEY, RF) 0.885981\n",
"(CMS, XEL) 0.884278\n",
"(CFG, KEY) 0.881697\n",
"(WEC, XEL) 0.879908\n",
"(HBAN, RF) 0.875948\n",
"(LNT, CMS) 0.873435\n",
"(FITB, KEY) 0.872738\n",
"(CFG, HBAN) 0.872727\n",
"(CMA, HBAN) 0.872630\n",
"(AMAT, LRCX) 0.872015\n",
"(AIV, UDR) 0.871271\n",
"(LNC, PRU) 0.870651\n",
"(CFG, CMA) 0.869331\n",
"(FITB, RF) 0.869273\n",
"(EQR, UDR) 0.868437\n",
"(MA, V) 0.867344\n",
"(LNT, XEL) 0.866470\n",
"(HBAN, TFC) 0.862957\n",
"(CFG, RF) 0.862820\n",
"(BAC, GS) 0.859066\n",
"(C, MS) 0.857629\n",
"(C, JPM) 0.857281\n",
"(FITB, HBAN) 0.856761\n",
"(AVB, EQR) 0.854082\n",
"(LNT, WEC) 0.853289\n",
"(ESS, UDR) 0.853266\n",
"(CMA, KEY) 0.852449\n",
"(CMA, RF) 0.851086\n",
"(BAC, JPM) 0.850873\n",
"(AIV, EQR) 0.850095\n",
"(AEP, XEL) 0.849707\n",
"(JPM, MS) 0.845753\n",
"(CFG, FITB) 0.845562\n",
"dtype: float64"
]
},
"metadata": {
"tags": []
},
"execution_count": 34
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "naCpi_OuASfk",
"colab_type": "text"
},
"source": [
"## 상관계수가 높은 페어 종목"
]
},
{
"cell_type": "code",
"metadata": {
"id": "jFlpxrNaASfl",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 518
},
"outputId": "0da8d7c4-249d-4644-d1a6-492b0665cb88"
},
"source": [
"df_price[['CMS', 'WEC']].plot()"
],
"execution_count": 35,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f294ee851d0>"
]
},
"metadata": {
"tags": []
},
"execution_count": 35
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1008x576 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "AqKC8r5vASfn",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 513
},
"outputId": "2b0e11c6-8841-4ac1-d387-cb0fd388a843"
},
"source": [
"df_plot = df_price[['CMS', 'WEC']]\n",
"df_plot = df_plot / (df_plot.max() - df_plot.min())\n",
"df_plot.plot()"
],
"execution_count": 36,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f294b275dd8>"
]
},
"metadata": {
"tags": []
},
"execution_count": 36
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1008x576 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "zm_mT260ASfr",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 513
},
"outputId": "82b9b9db-e415-495e-fd10-204352d34afa"
},
"source": [
"df_plot = df_price[['CMS', 'WEC']]\n",
"df_plot = df_plot / df_plot.iloc[0]\n",
"df_plot.plot()"
],
"execution_count": 37,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f294b1f3dd8>"
]
},
"metadata": {
"tags": []
},
"execution_count": 37
},
{
"output_type": "display_data",
"data": {
"image/png": 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