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@balzer82
Last active June 20, 2022 14:38
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TimeSeries Decomposition in Python with statsmodels and Pandas
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{
"cells": [
{
"cell_type": "code",
"execution_count": 100,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import pandas as pd\n",
"\n",
"%matplotlib inline\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib.dates as mdates\n",
"\n",
"import statsmodels.api as sm\n",
"\n",
"import seaborn as sns\n",
"sns.set_style('whitegrid')\n",
"sns.set_context('talk')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# TimeSeries Decomposition\n",
"\n",
"![Image](http://www.cbcity.de/wp-content/uploads/2016/01/Seasonal_Decompose1.png)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Load Data"
]
},
{
"cell_type": "code",
"execution_count": 101,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"centrumGalerie = pd.read_csv('Centrum-Galerie-Belegung.csv',\n",
" index_col=[0],\n",
" names=['Belegung'],\n",
" parse_dates=True)"
]
},
{
"cell_type": "code",
"execution_count": 102,
"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>Belegung</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2014-04-13 01:45:00</th>\n",
" <td>30</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2014-04-13 02:00:00</th>\n",
" <td>30</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2014-04-13 02:15:00</th>\n",
" <td>30</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2014-04-13 02:30:00</th>\n",
" <td>30</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2014-04-13 02:45:00</th>\n",
" <td>30</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Belegung\n",
"2014-04-13 01:45:00 30\n",
"2014-04-13 02:00:00 30\n",
"2014-04-13 02:15:00 30\n",
"2014-04-13 02:30:00 30\n",
"2014-04-13 02:45:00 30"
]
},
"execution_count": 102,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"centrumGalerie.head()"
]
},
{
"cell_type": "code",
"execution_count": 103,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.text.Text at 0x1136e1e50>"
]
},
"execution_count": 103,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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Fl19+GSNHjrQ632GZR/369bFx40b8/PPPGD16NNzc3NC+fXssWrSIdqOZP38+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\n/wdCQHpmPm+axAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x113ef07d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"centrumGalerie.Belegung.plot(figsize=(12,4))\n",
"plt.title('Parking Lot occupancy of the Centrum Galerie in Dresden, Germany')\n",
"plt.ylabel('%')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Time Series Decomposition\n",
"\n",
"This is not fully functional at this time, see [this SO question](http://stackoverflow.com/questions/29229889/seasonal-decompose-in-statsmodels-cant-understand-frequent-h)\n",
"\n",
"The frequency of decomposition must be an interval, which 'may' repeat. So we have data with 15min frequency and we are looking for a weekly repetition of behavior.\n",
"\n",
"$decompfreq = \\cfrac{24h \\cdot 60min}{15min} \\cdot 7days$"
]
},
{
"cell_type": "code",
"execution_count": 105,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"decompfreq = 24*60/15*7"
]
},
{
"cell_type": "code",
"execution_count": 107,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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ysZchjF86pjdmXj0ESTxxPPn6kNm5QvOG73u1Mhz+nnxjBzcRvJuIr34KjQktB7jejUbo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VZnhTC0yFzGsKxob8nB6nfeWj2TS2GEvK1Xhx7e18DKg45ZmZmaisrASAnjSI5eXliIkJ5gL+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yb1L9yQP2vSvyAIQml82Tu/J8q2hiHm1Svf9KEJ/fz5fXKb56Z9lclkmFfXL1HawRetaWjl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\nQRC0TATlgiAIgiAIgqBl/w+0yGE3mLGrKQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10973b610>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"res = sm.tsa.seasonal_decompose(centrumGalerie.Belegung.interpolate(),\n",
" freq=decompfreq,\n",
" model='additive')\n",
"resplot = res.plot()\n",
"resplot.savefig('Seasonal_Decompose.png', dpi=150)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Questions? [@Balzer82](https://twitter.com/balzer82)"
]
}
],
"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": "2.7.10"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
@Cyberguille
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I follow the steps that you follow and I got
image

In my case I have a huge amount of data so is difficult review this data
What do you suggest me?
How can I create more big graph?
Is there a procedure for big time series??

@lotusirous
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@Cyberguille.

res = sm.tsa.seasonal_decompose(centrumGalerie.Belegung.interpolate(),
                                freq=decompfreq,
                                model='additive')

You can plot a bigger graph by plotting each graph separately. For example,

import matplotlib.pyplot as plt 

fig, (ax1,ax2,ax3) = plt.subplots(3,1, figsize=(15,8))
res.trend.plot(ax=ax1)
res.resid.plot(ax=ax2)
res.seasonal.plot(ax=ax3)

@IanQS
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IanQS commented Nov 22, 2018

Knowing the trend, seasonality and residuals, what do we do with them?

We want a trend that is fairly stable (like a straight line) before we do ARMA or ARIMA on the data, correct? We would do things like difference or log difference to address this issue?

What would we like from seasonal? Would we like it to be flat as well? How do we interpret the sinusoidal shape? And what cn we do to address seasonality?

@mekomlusa
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@IanQS That's what I'm trying to figure out as well. I got the nice plots from seasonal_decompose, now have no idea how to proceed...

@fclesio
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fclesio commented Oct 10, 2019

@Cyberguille

Just use that before the plot and you will be fine:

pylab.rcParams['figure.figsize'] = (14, 9)

@XiaoLaoDi
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when we get the decomposition components, how to predict the future steps?

@DavidD32-svg
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Thanks for your comments,

I also want to know how can i use this data in ARIMA or FOURIER.

@jcarless
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jcarless commented Oct 5, 2020

@Cyberguille

Just use that before the plot and you will be fine:

pylab.rcParams['figure.figsize'] = (14, 9)

Worked for me, thanks!

@pratikask
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Hi..am trying to use your method in my project and am using many issues. Can anyone help me decompose my time series??

@Ibitayoabiodun
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Just use that before the plot and you will be fine:

pylab.rcParams['figure.figsize'] = (14, 9)

Works perfectly!

@simonyelisey
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@pratikask if you still need a help I can help you

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