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dta = sm.datasets.co2.load_pandas().data
# deal with missing values. see issue
dta = dta.co2.interpolate()

res = sm.tsa.seasonal_decompose(dta.co2)
co2 = dta.co2.interpolate()
res = sm.tsa.seasonal_decompose(co2)
res.plot()
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weekly_seasonality = 10 * np.sin(2 * np.pi * t / (24 * 7))
noise = np.random.randn(len(t))
y = trend + daily_seasonality + weekly_seasonality + noise
index = pd.date_range(start='2000-01-01', periods=len(t), freq='H')
index = pd.date_range(start='2000-01-01', periods=len(t), freq='h')
data = pd.DataFrame(data=y, index=index)

res = MSTL(data, periods=(24, 24*7)).fit()
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register_matplotlib_converters()
data = co2.load().data
data = data.resample('M').mean().ffill()
data = data.resample('ME').mean().ffill()

res = STL(np.squeeze(data)).fit()
res.plot()
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<title>Overview: module code - statsmodels 0.15.0 (+469)</title>
<title>Overview: module code - statsmodels 0.15.0 (+480)</title>


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<small>

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Oct 16, 2024

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<title>statsmodels.__init__ - statsmodels 0.15.0 (+469)</title>
<title>statsmodels.__init__ - statsmodels 0.15.0 (+480)</title>


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<small>

Last update:
Oct 15, 2024
Oct 16, 2024

</small>
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<title>statsmodels.base._prediction_inference - statsmodels 0.15.0 (+469)</title>
<title>statsmodels.base._prediction_inference - statsmodels 0.15.0 (+480)</title>


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<small>

Last update:
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</small>
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<title>statsmodels.base.distributed_estimation - statsmodels 0.15.0 (+469)</title>
<title>statsmodels.base.distributed_estimation - statsmodels 0.15.0 (+480)</title>


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<title>statsmodels.base.elastic_net - statsmodels 0.15.0 (+469)</title>
<title>statsmodels.base.elastic_net - statsmodels 0.15.0 (+480)</title>


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<header class="md-header" data-md-component="header">
<nav class="md-header__inner md-grid" aria-label="Header">
<a href="../../../index.html" title="statsmodels 0.15.0 (+469)" class="md-header__button md-logo" aria-label="statsmodels 0.15.0 (+469)" data-md-component="logo">
<a href="../../../index.html" title="statsmodels 0.15.0 (+480)" class="md-header__button md-logo" aria-label="statsmodels 0.15.0 (+480)" data-md-component="logo">
<img src="../../../_static/statsmodels-logo-v2-bw.svg" alt="logo">
</a>
<label class="md-header__button md-icon" for="__drawer">
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<div class="md-header__ellipsis">
<div class="md-header__topic">
<span class="md-ellipsis">
statsmodels 0.15.0 (+469)
statsmodels 0.15.0 (+480)
</span>
</div>
<div class="md-header__topic" data-md-component="header-topic">
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<nav class="md-nav md-nav--primary" aria-label="Navigation" data-md-level="0">
<label class="md-nav__title" for="__drawer">
<a href="../../../index.html" title="statsmodels 0.15.0 (+469)" class="md-nav__button md-logo" aria-label="statsmodels 0.15.0 (+469)" data-md-component="logo">
<a href="../../../index.html" title="statsmodels 0.15.0 (+480)" class="md-nav__button md-logo" aria-label="statsmodels 0.15.0 (+480)" data-md-component="logo">
<img src="../../../_static/statsmodels-logo-v2-bw.svg" alt="logo">
</a>
statsmodels 0.15.0 (+469)
statsmodels 0.15.0 (+480)
</label>

<div class="md-nav__source">
Expand Down Expand Up @@ -3388,7 +3388,7 @@ <h1>Source code for statsmodels.base.model</h1><div class="highlight"><pre>
<small>

Last update:
Oct 15, 2024
Oct 16, 2024

</small>
</div>
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