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@trianta2
Created April 5, 2018 21:34
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/trianta/.pyenv/versions/miniconda3-latest/envs/py36/lib/python3.6/site-packages/statsmodels/compat/pandas.py:56: FutureWarning: The pandas.core.datetools module is deprecated and will be removed in a future version. Please use the pandas.tseries module instead.\n",
" from pandas.core import datetools\n"
]
}
],
"source": [
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import statsmodels.tsa.api as smt\n",
"import statsmodels.api as sm\n",
"from statsmodels.tsa.stattools import adfuller\n",
"from statsmodels.tsa.statespace.sarimax import SARIMAX\n",
"\n",
"\n",
"def ts_diagnostics(y, lags=None, title=''):\n",
" '''\n",
" Calculate acf, pacf, qq plot and Augmented Dickey Fuller test for a given time series\n",
"\n",
" Modified from http://dacatay.com/data-science/part-3-time-series-stationarity-python/\n",
" '''\n",
" if not isinstance(y, pd.Series):\n",
" y = pd.Series(y)\n",
"\n",
" # weekly moving averages (5 day window because of workdays)\n",
" rolling_mean = y.rolling(window=12).mean()\n",
" rolling_std = y.rolling(window=12).std()\n",
"\n",
" plt.figure(figsize=(14, 12))\n",
" layout = (3, 2)\n",
" ts_ax = plt.subplot2grid(layout, (0, 0), colspan=2)\n",
" acf_ax = plt.subplot2grid(layout, (1, 0))\n",
" pacf_ax = plt.subplot2grid(layout, (1, 1))\n",
" qq_ax = plt.subplot2grid(layout, (2, 0))\n",
" hist_ax = plt.subplot2grid(layout, (2, 1))\n",
"\n",
" # time series plot\n",
" y.plot(ax=ts_ax)\n",
" rolling_mean.plot(ax=ts_ax, color='crimson', label='rolling-mean');\n",
" rolling_std.plot(ax=ts_ax, color='darkslateblue', label='rolling-std');\n",
" ts_ax.legend(loc='best')\n",
" ts_ax.set_title(title, fontsize=24);\n",
"\n",
" # acf and pacf\n",
" smt.graphics.plot_acf(y, lags=lags, ax=acf_ax, alpha=0.5)\n",
" smt.graphics.plot_pacf(y, lags=lags, ax=pacf_ax, alpha=0.5)\n",
"\n",
" # qq plot\n",
" sm.qqplot(y, line='s', ax=qq_ax)\n",
" qq_ax.set_title('QQ Plot')\n",
"\n",
" # hist plot\n",
" y.plot(ax=hist_ax, kind='hist', bins=25);\n",
" hist_ax.set_title('Histogram');\n",
" plt.tight_layout();\n",
" plt.show()\n",
"\n",
" # perform Augmented Dickey Fuller test\n",
" print('Results of Dickey-Fuller test:')\n",
" dftest = adfuller(y, autolag='AIC')\n",
" dfoutput = pd.Series(dftest[0:4], index=['test statistic', 'p-value', '# of lags', '# of observations'])\n",
" for key, value in dftest[4].items():\n",
" dfoutput['Critical Value (%s)'%key] = value\n",
" print(dfoutput)"
]
},
{
"cell_type": "code",
"execution_count": 2,
"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",
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" .dataframe thead th {\n",
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"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>endog</th>\n",
" <th>exog</th>\n",
" </tr>\n",
" <tr>\n",
" <th>dt_utc</th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2017-01-01 05:00:00</th>\n",
" <td>3.514526</td>\n",
" <td>37.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-01-01 06:00:00</th>\n",
" <td>3.467297</td>\n",
" <td>37.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-01-01 07:00:00</th>\n",
" <td>3.375196</td>\n",
" <td>37.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-01-01 08:00:00</th>\n",
" <td>3.219676</td>\n",
" <td>37.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-01-01 09:00:00</th>\n",
" <td>3.293612</td>\n",
" <td>37.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" endog exog\n",
"dt_utc \n",
"2017-01-01 05:00:00 3.514526 37.0\n",
"2017-01-01 06:00:00 3.467297 37.0\n",
"2017-01-01 07:00:00 3.375196 37.0\n",
"2017-01-01 08:00:00 3.219676 37.0\n",
"2017-01-01 09:00:00 3.293612 37.0"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"csv = pd.read_csv('sample.csv')\n",
"data = csv.set_index(pd.DatetimeIndex(csv['dt_utc'], freq='H')).drop('dt_utc', axis=1)\n",
"data.head()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"endog_train = data['endog'].loc[:'2017-09']\n",
"endog_test = data['endog'].loc['2017-10':]\n",
"\n",
"exog_train = data['exog'].loc[:'2017-09']\n",
"exog_test = data['exog'].loc['2017-10':]"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10a84fcc0>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Results of Dickey-Fuller test:\n",
"test statistic -1.341094e+01\n",
"p-value 4.375296e-25\n",
"# of lags 3.300000e+01\n",
"# of observations 6.512000e+03\n",
"Critical Value (1%) -3.431355e+00\n",
"Critical Value (5%) -2.861984e+00\n",
"Critical Value (10%) -2.567006e+00\n",
"dtype: float64\n"
]
}
],
"source": [
"# plot acf/pacf with first difference only\n",
"\n",
"ts_diagnostics(endog_train.diff().dropna(), lags=72)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10a9200b8>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Results of Dickey-Fuller test:\n",
"test statistic -1.186123e+01\n",
"p-value 6.839069e-22\n",
"# of lags 3.500000e+01\n",
"# of observations 6.487000e+03\n",
"Critical Value (1%) -3.431358e+00\n",
"Critical Value (5%) -2.861986e+00\n",
"Critical Value (10%) -2.567007e+00\n",
"dtype: float64\n"
]
}
],
"source": [
"# plot acf/pacf with seasonal difference only\n",
"\n",
"ts_diagnostics(endog_train.diff(24).dropna(), lags=72)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" Statespace Model Results \n",
"==========================================================================================\n",
"Dep. Variable: endog No. Observations: 6547\n",
"Model: SARIMAX(0, 1, 0)x(1, 0, 1, 24) Log Likelihood 8313.627\n",
"Date: Thu, 05 Apr 2018 AIC -16619.253\n",
"Time: 17:31:44 BIC -16592.106\n",
"Sample: 01-01-2017 HQIC -16609.867\n",
" - 09-30-2017 \n",
"Covariance Type: opg \n",
"==============================================================================\n",
" coef std err z P>|z| [0.025 0.975]\n",
"------------------------------------------------------------------------------\n",
"exog -0.0012 0.001 -1.347 0.178 -0.003 0.001\n",
"ar.S.L24 0.9947 0.001 963.657 0.000 0.993 0.997\n",
"ma.S.L24 -0.8565 0.005 -157.658 0.000 -0.867 -0.846\n",
"sigma2 0.0046 4.46e-05 102.751 0.000 0.004 0.005\n",
"===================================================================================\n",
"Ljung-Box (Q): 595.37 Jarque-Bera (JB): 5515.02\n",
"Prob(Q): 0.00 Prob(JB): 0.00\n",
"Heteroskedasticity (H): 1.52 Skew: -0.11\n",
"Prob(H) (two-sided): 0.00 Kurtosis: 7.49\n",
"===================================================================================\n",
"\n",
"Warnings:\n",
"[1] Covariance matrix calculated using the outer product of gradients (complex-step).\n"
]
},
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x11288a9b0>"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x110d80cc0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# try SARIMAX(0,1,0)(1,0,1,24)\n",
"\n",
"sarimax = SARIMAX(endog=endog_train, exog=exog_train,\n",
" order=(0,1,0), seasonal_order=(1,0,1,24),\n",
" trend='n')\n",
"res = sarimax.fit()\n",
"print(res.summary())\n",
"\n",
"pred_both = res.predict('2017-09-25', '2017-10-31 23:00:00', exog=exog_test.values.reshape((-1, 1)))\n",
"pred_both.name = 'pred_both'\n",
"\n",
"comp_both = pd.concat((data['endog'].loc['2017-09-25':], pred_both), axis=1)\n",
"comp_both.plot()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" Statespace Model Results \n",
"==========================================================================================\n",
"Dep. Variable: endog No. Observations: 6547\n",
"Model: SARIMAX(1, 1, 0)x(1, 0, 0, 24) Log Likelihood 7645.749\n",
"Date: Thu, 05 Apr 2018 AIC -15283.498\n",
"Time: 17:31:59 BIC -15256.351\n",
"Sample: 01-01-2017 HQIC -15274.112\n",
" - 09-30-2017 \n",
"Covariance Type: opg \n",
"==============================================================================\n",
" coef std err z P>|z| [0.025 0.975]\n",
"------------------------------------------------------------------------------\n",
"exog 0.0009 0.001 1.027 0.304 -0.001 0.003\n",
"ar.L1 0.0475 0.009 5.242 0.000 0.030 0.065\n",
"ar.S.L24 0.7328 0.006 115.311 0.000 0.720 0.745\n",
"sigma2 0.0056 5.66e-05 99.678 0.000 0.006 0.006\n",
"===================================================================================\n",
"Ljung-Box (Q): 803.50 Jarque-Bera (JB): 5161.81\n",
"Prob(Q): 0.00 Prob(JB): 0.00\n",
"Heteroskedasticity (H): 1.48 Skew: 0.24\n",
"Prob(H) (two-sided): 0.00 Kurtosis: 7.32\n",
"===================================================================================\n",
"\n",
"Warnings:\n",
"[1] Covariance matrix calculated using the outer product of gradients (complex-step).\n"
]
},
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1120b4470>"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x11288ada0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# add ar.L1, remove ma.S.24\n",
"\n",
"sarimax = SARIMAX(endog=endog_train, exog=exog_train,\n",
" order=(1,1,0), seasonal_order=(1,0,0,24),\n",
" trend='n')\n",
"res = sarimax.fit()\n",
"print(res.summary())\n",
"\n",
"pred_both = res.predict('2017-09-25', '2017-10-31 23:00:00', exog=exog_test.values.reshape((-1, 1)))\n",
"pred_both.name = 'pred_both'\n",
"\n",
"comp_both = pd.concat((data['endog'].loc['2017-09-25':], pred_both), axis=1)\n",
"comp_both.plot()"
]
}
],
"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": "3.6.4"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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