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Last active December 1, 2020 10:45
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Quandl WebAPIでE-mini S&P500先物の全期間日足データを取得するサンプル
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Quandl WebAPIのサンプル\n",
"\n",
"- [quandlについてちょろっと書いた自分の記事](https://www.leo-leo.uno/2020/12/01/1362/)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"import quandl\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"quandl.ApiConfig.api_key = \"YOUR_KEY_HERE\"\n",
"\n",
"# E-mini S&P500先物\n",
"# Pandasのデータフレームとして返却される\n",
"es500 = quandl.get('CHRIS/CME_ES1')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 基本情報"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<class 'pandas.core.frame.DataFrame'>\n",
"DatetimeIndex: 5931 entries, 1997-09-09 to 2020-11-30\n",
"Data columns (total 8 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 Open 5931 non-null float64\n",
" 1 High 5931 non-null float64\n",
" 2 Low 5931 non-null float64\n",
" 3 Last 5931 non-null float64\n",
" 4 Change 1676 non-null float64\n",
" 5 Settle 5931 non-null float64\n",
" 6 Volume 5931 non-null float64\n",
" 7 Previous Day Open Interest 5931 non-null float64\n",
"dtypes: float64(8)\n",
"memory usage: 417.0 KB\n"
]
}
],
"source": [
"es500.info()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 初めの5件\n",
"E-mini S&P500先物の取引が始まった最初の日のデータから取得できる。"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"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>Open</th>\n",
" <th>High</th>\n",
" <th>Low</th>\n",
" <th>Last</th>\n",
" <th>Change</th>\n",
" <th>Settle</th>\n",
" <th>Volume</th>\n",
" <th>Previous Day Open Interest</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",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>1997-09-09</th>\n",
" <td>934.0</td>\n",
" <td>942.0</td>\n",
" <td>933.0</td>\n",
" <td>934.0</td>\n",
" <td>NaN</td>\n",
" <td>934.0</td>\n",
" <td>7034.0</td>\n",
" <td>1109.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1997-09-10</th>\n",
" <td>934.0</td>\n",
" <td>935.0</td>\n",
" <td>915.0</td>\n",
" <td>915.0</td>\n",
" <td>NaN</td>\n",
" <td>915.0</td>\n",
" <td>11387.0</td>\n",
" <td>2325.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1997-09-11</th>\n",
" <td>916.0</td>\n",
" <td>918.0</td>\n",
" <td>900.0</td>\n",
" <td>908.0</td>\n",
" <td>NaN</td>\n",
" <td>908.0</td>\n",
" <td>2523.0</td>\n",
" <td>2549.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1997-09-12</th>\n",
" <td>908.0</td>\n",
" <td>926.0</td>\n",
" <td>904.0</td>\n",
" <td>924.0</td>\n",
" <td>NaN</td>\n",
" <td>924.0</td>\n",
" <td>928.0</td>\n",
" <td>2163.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1997-09-15</th>\n",
" <td>925.0</td>\n",
" <td>930.0</td>\n",
" <td>920.0</td>\n",
" <td>922.0</td>\n",
" <td>NaN</td>\n",
" <td>922.0</td>\n",
" <td>208.0</td>\n",
" <td>2107.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Open High Low Last Change Settle Volume \\\n",
"Date \n",
"1997-09-09 934.0 942.0 933.0 934.0 NaN 934.0 7034.0 \n",
"1997-09-10 934.0 935.0 915.0 915.0 NaN 915.0 11387.0 \n",
"1997-09-11 916.0 918.0 900.0 908.0 NaN 908.0 2523.0 \n",
"1997-09-12 908.0 926.0 904.0 924.0 NaN 924.0 928.0 \n",
"1997-09-15 925.0 930.0 920.0 922.0 NaN 922.0 208.0 \n",
"\n",
" Previous Day Open Interest \n",
"Date \n",
"1997-09-09 1109.0 \n",
"1997-09-10 2325.0 \n",
"1997-09-11 2549.0 \n",
"1997-09-12 2163.0 \n",
"1997-09-15 2107.0 "
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"es500.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 最後の5件\n",
"取得日の前日データまでちゃんと入っている。"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"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>Open</th>\n",
" <th>High</th>\n",
" <th>Low</th>\n",
" <th>Last</th>\n",
" <th>Change</th>\n",
" <th>Settle</th>\n",
" <th>Volume</th>\n",
" <th>Previous Day Open Interest</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",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2020-11-23</th>\n",
" <td>3546.50</td>\n",
" <td>3588.00</td>\n",
" <td>3545.50</td>\n",
" <td>3576.00</td>\n",
" <td>21.75</td>\n",
" <td>3576.00</td>\n",
" <td>1165672.0</td>\n",
" <td>2452943.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-11-24</th>\n",
" <td>3576.00</td>\n",
" <td>3640.00</td>\n",
" <td>3575.25</td>\n",
" <td>3638.25</td>\n",
" <td>56.75</td>\n",
" <td>3632.75</td>\n",
" <td>1247431.0</td>\n",
" <td>2464998.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-11-25</th>\n",
" <td>3635.50</td>\n",
" <td>3655.00</td>\n",
" <td>3615.25</td>\n",
" <td>3629.00</td>\n",
" <td>-5.50</td>\n",
" <td>3627.25</td>\n",
" <td>990421.0</td>\n",
" <td>2475696.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-11-27</th>\n",
" <td>3630.25</td>\n",
" <td>3642.75</td>\n",
" <td>3612.75</td>\n",
" <td>3637.00</td>\n",
" <td>9.25</td>\n",
" <td>3636.50</td>\n",
" <td>618389.0</td>\n",
" <td>2474064.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-11-30</th>\n",
" <td>3643.75</td>\n",
" <td>3652.00</td>\n",
" <td>3592.25</td>\n",
" <td>3632.50</td>\n",
" <td>-13.25</td>\n",
" <td>3623.25</td>\n",
" <td>1633572.0</td>\n",
" <td>2486928.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Open High Low Last Change Settle Volume \\\n",
"Date \n",
"2020-11-23 3546.50 3588.00 3545.50 3576.00 21.75 3576.00 1165672.0 \n",
"2020-11-24 3576.00 3640.00 3575.25 3638.25 56.75 3632.75 1247431.0 \n",
"2020-11-25 3635.50 3655.00 3615.25 3629.00 -5.50 3627.25 990421.0 \n",
"2020-11-27 3630.25 3642.75 3612.75 3637.00 9.25 3636.50 618389.0 \n",
"2020-11-30 3643.75 3652.00 3592.25 3632.50 -13.25 3623.25 1633572.0 \n",
"\n",
" Previous Day Open Interest \n",
"Date \n",
"2020-11-23 2452943.0 \n",
"2020-11-24 2464998.0 \n",
"2020-11-25 2475696.0 \n",
"2020-11-27 2474064.0 \n",
"2020-11-30 2486928.0 "
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"es500.tail()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 全データプロット\n",
"価格も取引量も建玉も同じ軸になっているからスケールがめちゃくちゃだけど気にしない。"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f06a87a5a58>"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"text/plain": [
"<Figure size 1008x504 with 0 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 1008x504 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"es500.plot(figsize=(14,7))"
]
}
],
"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": "3.6.6"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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