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Azure Pipelines committed Apr 19, 2024
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<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="kn">from</span> <span class="nn">scipy</span> <span class="kn">import</span> <span class="n">signal</span><span class="p">,</span> <span class="n">stats</span>
<span class="kn">from</span> <span class="nn">scipy.signal.windows</span> <span class="kn">import</span> <span class="n">tukey</span>
<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>

<span class="kn">from</span> <span class="nn">mpas_analysis.shared.climatology</span> <span class="kn">import</span> <span class="n">climatology</span>
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<span class="c1"># Move nino34Index to numpy to allow functionality with scipy routines</span>
<span class="n">ninoIndex</span> <span class="o">=</span> <span class="n">nino34Index</span><span class="o">.</span><span class="n">values</span>
<span class="n">window</span> <span class="o">=</span> <span class="n">signal</span><span class="o">.</span><span class="n">tukey</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">ninoIndex</span><span class="p">),</span> <span class="n">alpha</span><span class="o">=</span><span class="mf">0.1</span><span class="p">)</span>
<span class="n">window</span> <span class="o">=</span> <span class="n">tukey</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">ninoIndex</span><span class="p">),</span> <span class="n">alpha</span><span class="o">=</span><span class="mf">0.1</span><span class="p">)</span>
<span class="n">f</span><span class="p">,</span> <span class="n">Pxx</span> <span class="o">=</span> <span class="n">signal</span><span class="o">.</span><span class="n">periodogram</span><span class="p">(</span><span class="n">window</span> <span class="o">*</span> <span class="n">ninoIndex</span><span class="p">,</span>
<span class="mf">1.0</span> <span class="o">/</span> <span class="n">constants</span><span class="o">.</span><span class="n">sec_per_month</span><span class="p">)</span>

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