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발틱운임지수와 해양운송업(팬오션)
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 발틱운임지수(BDI)와 해양운송업(팬오션, 대한해운)\n",
"\n",
"해양운송업은 발틱운임지수(BDI)와 밀접한 관련이 있다. pandas_datareader을 사용하여 해양운송업의 두 종목의 가격과 BDI 데이터를 가져와 차트로 확인하고 상관계수도 구해본다.\n",
"\n",
"<img src=\"http://img.hankyung.com/photo/201605/AA.11652791.1.jpg\" >\n",
"이미지출처: (한국경제) https://goo.gl/iFgU4m \n",
"\n",
"### 2017 http://financedata.kr"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"%matplotlib inline\n",
"import matplotlib.pyplot as plt\n",
"\n",
"plt.rcParams[\"axes.grid\"] = True\n",
"plt.rcParams[\"figure.figsize\"] = (14,4)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 해상운송업\n",
"* 벌크선, 탱커, 컨테이너선 3가지 형태로 분류\n",
" \n",
"### 국내 해운사\n",
"* 벌크선, 탱커: 팬오션(028670)과 대한해운(005880)\n",
"* 컨테이너선: 현대상선(011200), 한진해운(2017-03-06 상장폐지)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# BDI, Baltic Dry Index\n",
"* BDI (Baltic Dry Index): 발틱 건화물(乾貨物) 운임 지수\n",
"* 1985년 1월 4일의 운임을 1000으로 볼 때 운임이 얼마나 내리고 올랐는지를 수치화한 것\n",
"* 벌크업황을 나타내는 대표적인 지표\n",
"\n",
"데이터는 quandl 에서 구할 수 있다\n",
"* https://www.quandl.com/data/LLOYDS/BDI-Baltic-Dry-Index"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# BDI 데이터 가져오기\n",
"\n",
"pandas_datareader를 사용하여, 2010년 1월 부터 현재까지 BDI를 간편하게 가져올 수 있다"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style>\n",
" .dataframe thead tr:only-child th {\n",
" text-align: right;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: left;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Index</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Date</th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2017-11-06</th>\n",
" <td>1473.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-11-03</th>\n",
" <td>1476.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-11-02</th>\n",
" <td>1482.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-11-01</th>\n",
" <td>1496.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-10-31</th>\n",
" <td>1522.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Index\n",
"Date \n",
"2017-11-06 1473.0\n",
"2017-11-03 1476.0\n",
"2017-11-02 1482.0\n",
"2017-11-01 1496.0\n",
"2017-10-31 1522.0"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import pandas_datareader as pdr\n",
"\n",
"# 2010년 1월 부터 현재까지 BDI\n",
"df_bdi = pdr.DataReader('LLOYDS/BDI', 'quandl')\n",
"df_bdi.head()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style>\n",
" .dataframe thead tr:only-child th {\n",
" text-align: right;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: left;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Index</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Date</th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2010-01-04</th>\n",
" <td>3140.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2010-01-05</th>\n",
" <td>3270.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2010-01-06</th>\n",
" <td>3259.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2010-01-07</th>\n",
" <td>3149.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2010-01-08</th>\n",
" <td>3140.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Index\n",
"Date \n",
"2010-01-04 3140.0\n",
"2010-01-05 3270.0\n",
"2010-01-06 3259.0\n",
"2010-01-07 3149.0\n",
"2010-01-08 3140.0"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# 날짜 역순으로 되어 있어 인덱스인 'Data'로 소트 \n",
"df_bdi.sort_index(inplace=True)\n",
"df_bdi.head()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f7865388748>"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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OVYfJzw9HKqhpbOHqyQN39Up3Sl0vAX4A4pVS+Uqpn3Ry+grgKJAN/BP4OUB7oYM/ANvb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\nTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f7865388b38>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# 2016년 이후 BDI \n",
"df_bdi['2016':].plot()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 팬오션 주가"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style>\n",
" .dataframe thead tr:only-child th {\n",
" text-align: right;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: left;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Open</th>\n",
" <th>High</th>\n",
" <th>Low</th>\n",
" <th>Close</th>\n",
" <th>Adj Close</th>\n",
" <th>Volume</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>140000.0</td>\n",
" <td>141250.0</td>\n",
" <td>138750.0</td>\n",
" <td>141250.0</td>\n",
" <td>140997.765625</td>\n",
" <td>109223</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2010-01-05</th>\n",
" <td>142500.0</td>\n",
" <td>150000.0</td>\n",
" <td>141250.0</td>\n",
" <td>150000.0</td>\n",
" <td>149732.140625</td>\n",
" <td>439173</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2010-01-06</th>\n",
" <td>149375.0</td>\n",
" <td>151875.0</td>\n",
" <td>147500.0</td>\n",
" <td>150625.0</td>\n",
" <td>150356.015625</td>\n",
" <td>302577</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2010-01-07</th>\n",
" <td>151875.0</td>\n",
" <td>166875.0</td>\n",
" <td>150000.0</td>\n",
" <td>156250.0</td>\n",
" <td>155970.984375</td>\n",
" <td>880208</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2010-01-08</th>\n",
" <td>158125.0</td>\n",
" <td>165000.0</td>\n",
" <td>154375.0</td>\n",
" <td>163125.0</td>\n",
" <td>162833.703125</td>\n",
" <td>563491</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Open High Low Close Adj Close Volume\n",
"Date \n",
"2010-01-04 140000.0 141250.0 138750.0 141250.0 140997.765625 109223\n",
"2010-01-05 142500.0 150000.0 141250.0 150000.0 149732.140625 439173\n",
"2010-01-06 149375.0 151875.0 147500.0 150625.0 150356.015625 302577\n",
"2010-01-07 151875.0 166875.0 150000.0 156250.0 155970.984375 880208\n",
"2010-01-08 158125.0 165000.0 154375.0 163125.0 162833.703125 563491"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# 팬오션\n",
"df_pan = pdr.DataReader('028670.KS', 'yahoo')\n",
"df_pan.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# BDI지수 + 팬오션 주가"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"\n",
"df = pd.DataFrame() # 빈 DataFrame 생성\n",
"df['BDI'] = df_bdi['Index']\n",
"df['Pan Ocean'] = df_pan['Adj Close']\n",
"df.sort_index(inplace=True)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f785f2262b0>"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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GSVdB7rVNtzd9tg02bQIge/gocnMiBrlBdn9dAOvWM+OUE8lKjoM3noUdn5tU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QOrd+5vcBfJ2jbnFDKg6/E/ry5do0MOrhdzNHmFZcx3ahKfnr+F6QMT682PfcUVvLM8k3OHJfHA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\nrkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f7864a4da20>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df.plot(secondary_y='BDI')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"BDI\t와 팬오션(Pan Ocean)의 수정종가사이의 상관계수를 구해본다. 0.74 상당히 높게 나온다."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style>\n",
" .dataframe thead tr:only-child th {\n",
" text-align: right;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: left;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>BDI</th>\n",
" <th>Pan Ocean</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>BDI</th>\n",
" <td>1.000000</td>\n",
" <td>0.740296</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Pan Ocean</th>\n",
" <td>0.740296</td>\n",
" <td>1.000000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" BDI Pan Ocean\n",
"BDI 1.000000 0.740296\n",
"Pan Ocean 0.740296 1.000000"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.corr()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f785f11e438>"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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nJHD1iQk891UWv3p9O80d7M21I7uC9Pwqrl8ykWd+OJcHL5jFlJEhrN50eKCH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\nAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f785f17dba8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# 2015년 이후만 따로 뽑아 본다\n",
"\n",
"df_2015 = df['2015':]\n",
"df_2015.plot(secondary_y='BDI')"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style>\n",
" .dataframe thead tr:only-child th {\n",
" text-align: right;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: left;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>BDI</th>\n",
" <th>Pan Ocean</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>BDI</th>\n",
" <td>1.000000</td>\n",
" <td>0.737314</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Pan Ocean</th>\n",
" <td>0.737314</td>\n",
" <td>1.000000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" BDI Pan Ocean\n",
"BDI 1.000000 0.737314\n",
"Pan Ocean 0.737314 1.000000"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_2015.corr() # 0.737 상당히 높게 나온다"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 대한해운에 대해 동일한 분석\n",
"\n",
"대한해운(005880)에 대해 동일한 비교 분석을 해본다"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f785f00d278>"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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dx2/Affs2oONy/uUNXgDSaICGshPOx9utePwRN0yPrrECtv6t9bihvHv3E0IIIYQQQ156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\nYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f785f056710>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df_koline = pdr.DataReader('005880.KS', 'yahoo')\n",
"df_bdi = pdr.DataReader('LLOYDS/BDI', 'quandl')\n",
"\n",
"df = pd.DataFrame() # 빈 DataFrame 생성\n",
"df['BDI'] = df_bdi['Index']\n",
"df['KoLine'] = df_koline['Adj Close']\n",
"df.sort_index(inplace=True)\n",
"\n",
"df.plot(secondary_y='BDI')"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style>\n",
" .dataframe thead tr:only-child th {\n",
" text-align: right;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: left;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>BDI</th>\n",
" <th>KoLine</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>BDI</th>\n",
" <td>1.000000</td>\n",
" <td>0.838375</td>\n",
" </tr>\n",
" <tr>\n",
" <th>KoLine</th>\n",
" <td>0.838375</td>\n",
" <td>1.000000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" BDI KoLine\n",
"BDI 1.000000 0.838375\n",
"KoLine 0.838375 1.000000"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.corr()"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f785f0205f8>"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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W/MIhciH/MF/FcM9afnd+ZNf7bMGNM8KJCPbksS8PcSCtjXV1vYwEYkIIIYQQwn5KMo1H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\niGTZ/wMEE80rmBfMaQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f785d70f080>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# 2016년 이후만 그려본다\n",
"\n",
"df['2016':].plot(secondary_y='BDI')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 참고자료\n",
"* https://goo.gl/Kogdq5 돈이 보이는 경제 지표 - 발틱운임지수(BDI) -- 중앙일보\n",
"* https://goo.gl/iFgU4m 2016-05-09 팬오션의 이유있는 순항 -- 한국경제\n",
"* https://goo.gl/9j3kTx 2017-07-20 \"팬오션, 건화물선 운임지수(BDI) 개선되며 이익증가도 기대\" - KB\n",
"* https://goo.gl/a4ypm3 2017-01-02 [Top-Down] BDI 지수와 해운산업, 대학원생 '옹쿠'의 공부하는 블로그"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 2017 http://financedata.kr"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.5.2"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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