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@kjunichi
Created February 7, 2017 03:53
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"以下の記事を試した\n",
"\n",
"- [さくっとトレンド抽出: Pythonのstatsmodelで時系列分析入門 - Gunosyデータ分析ブログ](http://data.gunosy.io/entry/statsmodel_trend)"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false
},
"outputs": [
{
"ename": "ImportError",
"evalue": "No module named pandas",
"output_type": "error",
"traceback": [
"\u001b[1;31m\u001b[0m",
"\u001b[1;31mImportError\u001b[0mTraceback (most recent call last)",
"\u001b[1;32m<ipython-input-1-af55e7023913>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[1;32mimport\u001b[0m \u001b[0mpandas\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0mpd\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
"\u001b[1;31mImportError\u001b[0m: No module named pandas"
]
}
],
"source": [
"import pandas as pd"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Collecting pandas\n",
" Downloading pandas-0.19.2-cp27-cp27mu-manylinux1_x86_64.whl (17.2MB)\n",
"\u001b[K 100% |################################| 17.2MB 49kB/s \n",
"\u001b[?25hCollecting pytz>=2011k (from pandas)\n",
" Downloading pytz-2016.10-py2.py3-none-any.whl (483kB)\n",
"\u001b[K 100% |################################| 491kB 2.2MB/s \n",
"\u001b[?25hCollecting python-dateutil (from pandas)\n",
" Downloading python_dateutil-2.6.0-py2.py3-none-any.whl (194kB)\n",
"\u001b[K 100% |################################| 194kB 1.6MB/s \n",
"\u001b[?25hCollecting numpy>=1.7.0 (from pandas)\n",
" Downloading numpy-1.12.0-cp27-cp27mu-manylinux1_x86_64.whl (16.5MB)\n",
"\u001b[K 100% |################################| 16.5MB 43kB/s \n",
"\u001b[?25hRequirement already satisfied (use --upgrade to upgrade): six>=1.5 in /app/.julia/v0.4/Conda/deps/usr/lib/python2.7/site-packages (from python-dateutil->pandas)\n",
"Installing collected packages: pytz, python-dateutil, numpy, pandas\n",
"Successfully installed numpy-1.12.0 pandas-0.19.2 python-dateutil-2.6.0 pytz-2016.10\n",
"\u001b[33mYou are using pip version 8.1.1, however version 9.0.1 is available.\n",
"You should consider upgrading via the 'pip install --upgrade pip' command.\u001b[0m\n"
]
}
],
"source": [
"!pip install pandas"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Collecting pip\n",
" Downloading pip-9.0.1-py2.py3-none-any.whl (1.3MB)\n",
"\u001b[K 100% |################################| 1.3MB 332kB/s \n",
"\u001b[?25hInstalling collected packages: pip\n",
" Found existing installation: pip 8.1.1\n",
" Uninstalling pip-8.1.1:\n",
" Successfully uninstalled pip-8.1.1\n",
"Successfully installed pip-9.0.1\n"
]
}
],
"source": [
"!pip install --upgrade pip"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [
{
"ename": "ImportError",
"evalue": "No module named matplotlib.pyplot",
"output_type": "error",
"traceback": [
"\u001b[1;31m\u001b[0m",
"\u001b[1;31mImportError\u001b[0mTraceback (most recent call last)",
"\u001b[1;32m<ipython-input-4-eff513f636fd>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[1;32mimport\u001b[0m \u001b[0mmatplotlib\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpyplot\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
"\u001b[1;31mImportError\u001b[0m: No module named matplotlib.pyplot"
]
}
],
"source": [
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Collecting matplotlib\n",
" Downloading matplotlib-2.0.0-1-cp27-cp27mu-manylinux1_x86_64.whl (14.6MB)\n",
"\u001b[K 100% |################################| 14.6MB 42kB/s \n",
"\u001b[?25hRequirement already satisfied: numpy>=1.7.1 in /app/.julia/v0.4/Conda/deps/usr/lib/python2.7/site-packages (from matplotlib)\n",
"Collecting cycler>=0.10 (from matplotlib)\n",
" Downloading cycler-0.10.0-py2.py3-none-any.whl\n",
"Requirement already satisfied: python-dateutil in /app/.julia/v0.4/Conda/deps/usr/lib/python2.7/site-packages (from matplotlib)\n",
"Collecting functools32 (from matplotlib)\n",
" Downloading functools32-3.2.3-2.zip\n",
"Requirement already satisfied: six>=1.10 in /app/.julia/v0.4/Conda/deps/usr/lib/python2.7/site-packages (from matplotlib)\n",
"Requirement already satisfied: pytz in /app/.julia/v0.4/Conda/deps/usr/lib/python2.7/site-packages (from matplotlib)\n",
"Collecting pyparsing!=2.0.0,!=2.0.4,!=2.1.2,!=2.1.6,>=1.5.6 (from matplotlib)\n",
" Downloading pyparsing-2.1.10-py2.py3-none-any.whl (56kB)\n",
"\u001b[K 100% |################################| 61kB 327kB/s \n",
"\u001b[?25hCollecting subprocess32 (from matplotlib)\n",
" Downloading subprocess32-3.2.7.tar.gz (54kB)\n",
"\u001b[K 100% |################################| 61kB 1.6MB/s \n",
"\u001b[?25hBuilding wheels for collected packages: functools32, subprocess32\n",
" Running setup.py bdist_wheel for functools32 ... \u001b[?25l-\b \b\\\b \bdone\n",
"\u001b[?25h Stored in directory: /app/.cache/pip/wheels/3c/d0/09/cd78d0ff4d6cfecfbd730782a7815a4571cd2cd4d2ed6e69d9\n",
" Running setup.py bdist_wheel for subprocess32 ... \u001b[?25l-\b \b\\\b \b|\b \b/\b \bdone\n",
"\u001b[?25h Stored in directory: /app/.cache/pip/wheels/7d/4c/a4/ce9ceb463dae01f4b95e670abd9afc8d65a45f38012f8030cc\n",
"Successfully built functools32 subprocess32\n",
"Installing collected packages: cycler, functools32, pyparsing, subprocess32, matplotlib\n",
"Successfully installed cycler-0.10.0 functools32-3.2.3.post2 matplotlib-2.0.0 pyparsing-2.1.10 subprocess32-3.2.7\n"
]
}
],
"source": [
"!pip install matplotlib"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"InitJulia.ipynb Untitled.ipynb jupyterconfig.py juyo-2016.csv start_jupyter\r\n"
]
}
],
"source": [
"#import urllib2\n",
"#response = urllib2.urlopen('http://www.tepco.co.jp/forecast/html/images/juyo-2016.csv')\n",
"#html = response.read()\n",
"import urllib\n",
"urllib.urlretrieve (\"http://www.tepco.co.jp/forecast/html/images/juyo-2016.csv\", \"juyo-2016.csv\")\n",
"!ls"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f213b122a10>"
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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aTO/PYhqqOg3ONGyTwCCtjfDZmosNA+GMi1j2lEIWACIzPBY0TCO795TsaUha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\nrkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f213b0fcb90>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"%matplotlib inline\n",
"\n",
"# csvファイルの読み込み\n",
"row_data = pd.read_csv('juyo-2016.csv', index_col=0,skiprows=3,names=('date', 'time', 'power'))\n",
"\n",
"df = row_data.reset_index()\n",
"df['date'] = pd.to_datetime(df['date'], format='%Y/%m/%d')\n",
"df['power'] = df['power'].values.astype(int)\n",
"daily_data = df.groupby('date')['power'].sum().reset_index() #元データが1時間ごとなので日毎のデータにする\n",
"daily_data = daily_data.set_index(['date'])\n",
"daily_data.plot()"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Collecting statsmodels\n",
" Downloading statsmodels-0.6.1.tar.gz (7.0MB)\n",
"\u001b[K 100% |################################| 7.0MB 153kB/s \n",
"\u001b[?25hCollecting scipy (from statsmodels)\n",
" Downloading scipy-0.18.1-cp27-cp27mu-manylinux1_x86_64.whl (40.3MB)\n",
"\u001b[K 100% |################################| 40.3MB 9.4kB/s \n",
"\u001b[?25hRequirement already satisfied: pandas in /app/.julia/v0.4/Conda/deps/usr/lib/python2.7/site-packages (from statsmodels)\n",
"Collecting patsy (from statsmodels)\n",
" Downloading patsy-0.4.1-py2.py3-none-any.whl (233kB)\n",
"\u001b[K 100% |################################| 235kB 4.7MB/s \n",
"\u001b[?25hRequirement already satisfied: pytz>=2011k in /app/.julia/v0.4/Conda/deps/usr/lib/python2.7/site-packages (from pandas->statsmodels)\n",
"Requirement already satisfied: python-dateutil in /app/.julia/v0.4/Conda/deps/usr/lib/python2.7/site-packages (from pandas->statsmodels)\n",
"Requirement already satisfied: numpy>=1.7.0 in /app/.julia/v0.4/Conda/deps/usr/lib/python2.7/site-packages (from pandas->statsmodels)\n",
"Requirement already satisfied: six in /app/.julia/v0.4/Conda/deps/usr/lib/python2.7/site-packages (from patsy->statsmodels)\n",
"Building wheels for collected packages: statsmodels\n",
" Running setup.py bdist_wheel for statsmodels ... \u001b[?25l-\b \b\\\b \b|\b \b/\b \b-\b \b\\\b \b|\b \b/\b \b-\b \b\\\b \b|\b \b/\b \b-\b \b\\\b \b|\b \b/\b \b-\b \b\\\b \bdone\n",
"\u001b[?25h Stored in directory: /app/.cache/pip/wheels/38/d3/1e/94a59b1460b3249b15399e09dae7a3828045bcf830d999b4b1\n",
"Successfully built statsmodels\n",
"Installing collected packages: scipy, patsy, statsmodels\n",
"Successfully installed patsy-0.4.1 scipy-0.18.1 statsmodels-0.6.1\n"
]
}
],
"source": [
"!pip install statsmodels"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Collecting statsmodels==0.8.0rc1\n",
" Downloading statsmodels-0.8.0rc1.zip (9.9MB)\n",
"\u001b[K 100% |################################| 9.9MB 77kB/s \n",
"\u001b[?25hBuilding wheels for collected packages: statsmodels\n",
" Running setup.py bdist_wheel for statsmodels ... \u001b[?25l-\b \b\\\b \b|\b \b/\b \b-\b \b\\\b \b|\b \b/\b \b-\b \b\\\b \b|\b \b/\b \b-\b \b\\\b \b|\b \b/\b \b-\b \b\\\b \b|\b \b/\b \b-\b \b\\\b \b|\b \b/\b \bdone\n",
"\u001b[?25h Stored in directory: /app/.cache/pip/wheels/cb/d6/d7/60bb4fc250ffa224af48175e09c990dac9c725432cf632c526\n",
"Successfully built statsmodels\n",
"Installing collected packages: statsmodels\n",
" Found existing installation: statsmodels 0.6.1\n",
" Uninstalling statsmodels-0.6.1:\n",
" Successfully uninstalled statsmodels-0.6.1\n",
"Successfully installed statsmodels-0.8.0rc1\n"
]
}
],
"source": [
"!pip install statsmodels==0.8.0rc1"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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2G03c8c5evk4v5bHFIxkX6dMtGm5VWjGXvfwDF/59K3/6NpO5yUHcOiuWtk4z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\nkimKArsVA8EYOofDWDq1HFYLQTSRwqG+AHyRBM6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fJIG2wRDuf/sgEil13QyKtvWmtm31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\nMYSUgYGBgcGo5f8DBraPA5GGD2gAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f2138e3d3d0>"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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2G03c8c5evk4v5bHFIxkX6dMtGm5VWjGXvfwDF/59K3/6NpO5yUHcOiuWtk4z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\nkimKArsVA8EYOofDWDq1HFYLQTSRwqG+AHyRBM6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fJIG2wRDuf/sgEil13QyKtvWmtm31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\nMYSUgYGBgcGo5f8DBraPA5GGD2gAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f2138e3d3d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import statsmodels.api as sm\n",
"#from statsmodels.tsa.seasonal import seasonal_decompose\n",
"res = sm.tsa.seasonal_decompose(daily_data.values, freq=7)\n",
"res.plot()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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HTY++z8Ha6Pz8Qxlz2IF3YHkXsN8452HgLuCflFJleMcUHjVOeRRIN9r/Cbjb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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f212f1eb090>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"trend = res.trend\n",
"trend = pd.DataFrame({'trend': trend, 'date':daily_data.index})\n",
"trend['date'] = pd.to_datetime(trend['date'], format='%Y-%m-%d')\n",
"trend = trend.set_index(['date'])\n",
"trend = trend.plot()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>date</th>\n",
" <th>seasonal</th>\n",
" <th>weekday</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>2016-04-01</td>\n",
" <td>2289.023493</td>\n",
" <td>4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>2016-04-02</td>\n",
" <td>-4295.653199</td>\n",
" <td>5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>2016-04-03</td>\n",
" <td>-8398.138161</td>\n",
" <td>6</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>2016-04-04</td>\n",
" <td>1140.969415</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>2016-04-05</td>\n",
" <td>2947.929122</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>2016-04-06</td>\n",
" <td>2809.665386</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>2016-04-07</td>\n",
" <td>3506.203944</td>\n",
" <td>3</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" date seasonal weekday\n",
"0 2016-04-01 2289.023493 4\n",
"1 2016-04-02 -4295.653199 5\n",
"2 2016-04-03 -8398.138161 6\n",
"3 2016-04-04 1140.969415 0\n",
"4 2016-04-05 2947.929122 1\n",
"5 2016-04-06 2809.665386 2\n",
"6 2016-04-07 3506.203944 3"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"seasonal_data = res.seasonal\n",
"seasonal = pd.DataFrame({'seasonal': seasonal_data, 'date':daily_data.index})\n",
"seasonal['date'] = pd.to_datetime(seasonal['date'], format='%Y-%m-%d')\n",
"seasonal['weekday'] = seasonal['date'].dt.dayofweek\n",
"seasonal[0:7]"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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Xd/ZQ1epg3ugUxmbGU9bcxa46G+9vq9PbBJuoaJpKh8NNk83FpJwEnr9hLoVp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\nv77mbC5bXklxyM8LB9p5XmM0+kai7DjSy5cuW8zn3nEyxSE/8aTkhf3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lGmmzxTWzlzJq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cUh2qZouq+2Q1mgAHqHY+Nuz9EiJYS4UghxCKgHqoAG4NlxP92FiwlAbccQAL3D0Qlpr3soQkP3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\n/j8pwN9B7XSz/gAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f2138f60950>"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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Xd/ZQ1epg3ugUxmbGU9bcxa46G+9vq9PbBJuoaJpKh8NNk83FpJwEnr9hLoVp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\nv77mbC5bXklxyM8LB9p5XmM0+kai7DjSy5cuW8zn3nEyxSE/8aTkhf3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lGmmzxTWzlzJq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cUh2qZouq+2Q1mgAHqHY+Nuz9EiJYS4UghxCKgHqoAG4NlxP92FiwlAbccQAL3D0Qlpr3soQkP3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\n/j8pwN9B7XSz/gAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f2138f60950>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df = row_data.reset_index()\n",
"morning_power = df[df['time'] == '8:00'].reset_index()\n",
"morning_power['date'] = pd.to_datetime(morning_power['date'], format='%Y/%m/%d')\n",
"morning_power['power'] = morning_power['power'].values.astype(int)\n",
"morning_data = morning_power.groupby('date')['power'].sum().reset_index()\n",
"morning_data = morning_data.set_index(['date'])\n",
"res = sm.tsa.seasonal_decompose(morning_data.values, freq=7)\n",
"res.plot()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.11"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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