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<title>Analysis of the new datasets — Analysis of SSW events</title>
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Introduction
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Northern Hemisphere
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Collm (Leipzig)
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Juliusruh
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Kiruna (Esrange)
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Andenes
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Sodankyla
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Andenes and Kiruna
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Sodankyla and Kiruna
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CMA (CMOR)
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Remarks
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Southern Hemisphere
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Rio Grande
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Davis
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Wind measurements
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Anomalies
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Meridional wind component
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Climatology
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Anomalies
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Wave estimates
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Gravity waves
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Climatology
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Anomalies
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Planetary waves
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Climatology
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Anomalies
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<div class="section" id="analysis-of-the-new-datasets">
<h1>Analysis of the new datasets<a class="headerlink" href="#analysis-of-the-new-datasets" title="Permalink to this headline">¶</a></h1>
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<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">xarray</span> <span class="k">as</span> <span class="nn">xr</span>
<span class="kn">import</span> <span class="nn">xarray.ufuncs</span> <span class="k">as</span> <span class="nn">xrf</span>
<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</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">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">glob</span>
<span class="kn">from</span> <span class="nn">matplotlib</span> <span class="kn">import</span> <span class="n">colors</span>
<span class="kn">from</span> <span class="nn">definitions</span> <span class="kn">import</span> <span class="o">*</span> <span class="c1"># imports all functions from definitions.py</span>
<span class="n">xr</span><span class="o">.</span><span class="n">set_options</span><span class="p">(</span><span class="n">keep_attrs</span> <span class="o">=</span> <span class="kc">True</span><span class="p">,</span> <span class="n">display_style</span> <span class="o">=</span> <span class="s1">'html'</span><span class="p">)</span> <span class="c1"># Attributes of DataArrays will be kept through operations.</span>
<span class="n">plt</span><span class="o">.</span><span class="n">rcParams</span><span class="p">[</span><span class="s1">'font.size'</span><span class="p">]</span> <span class="o">=</span> <span class="s1">'22'</span>
<span class="n">alt</span> <span class="o">=</span> <span class="p">[</span><span class="mi">70</span><span class="p">,</span> <span class="mi">72</span><span class="p">,</span> <span class="mi">74</span><span class="p">,</span> <span class="mi">76</span><span class="p">,</span> <span class="mi">78</span><span class="p">,</span> <span class="mi">80</span><span class="p">,</span> <span class="mi">82</span><span class="p">,</span> <span class="mi">84</span><span class="p">,</span> <span class="mi">86</span><span class="p">,</span> <span class="mi">88</span><span class="p">,</span> <span class="mi">90</span><span class="p">,</span> <span class="mi">92</span><span class="p">,</span> <span class="mi">94</span><span class="p">,</span> <span class="mi">96</span><span class="p">,</span> <span class="mi">98</span><span class="p">,</span> <span class="mi">100</span><span class="p">,</span> <span class="mi">102</span><span class="p">,</span> <span class="mi">104</span><span class="p">,</span> \
<span class="mi">106</span><span class="p">,</span> <span class="mi">108</span><span class="p">,</span> <span class="mi">110</span><span class="p">,</span> <span class="mi">112</span><span class="p">,</span> <span class="mi">114</span><span class="p">,</span> <span class="mi">116</span><span class="p">,</span> <span class="mi">118</span><span class="p">,</span> <span class="mi">120</span><span class="p">]</span>
<span class="n">root_path</span> <span class="o">=</span> <span class="s1">'/home/gemeinsam_tmp/UA_students/data/PW_GW_analysis/'</span>
<span class="n">dir_path</span> <span class="o">=</span> <span class="s1">'/home/hochatmstud/bene/'</span>
</pre></div>
</div>
</div>
</div>
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<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">station</span> <span class="o">=</span> <span class="s1">'Leipzig'</span>
</pre></div>
</div>
</div>
</div>
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<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="c1"># Parameters</span>
<span class="n">station</span> <span class="o">=</span> <span class="s2">"Juliusruh"</span>
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<div class="section" id="wind-measurements">
<h2>Wind measurements<a class="headerlink" href="#wind-measurements" title="Permalink to this headline">¶</a></h2>
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<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">ds_wind</span> <span class="o">=</span> <span class="n">read_group</span><span class="p">(</span><span class="s1">'wind'</span><span class="p">,</span><span class="n">station</span><span class="p">)</span>
<span class="n">u</span> <span class="o">=</span> <span class="n">read_var</span><span class="p">(</span><span class="n">ds_wind</span><span class="p">,</span><span class="s1">'u0'</span><span class="p">)</span>
<span class="n">v</span> <span class="o">=</span> <span class="n">read_var</span><span class="p">(</span><span class="n">ds_wind</span><span class="p">,</span><span class="s1">'v0'</span><span class="p">)</span>
<span class="n">u_anomalie</span> <span class="o">=</span> <span class="n">anomalie</span><span class="p">(</span><span class="s1">'day'</span><span class="p">,</span><span class="n">u</span><span class="p">)</span>
<span class="n">v_anomalie</span> <span class="o">=</span> <span class="n">anomalie</span><span class="p">(</span><span class="s1">'day'</span><span class="p">,</span><span class="n">v</span><span class="p">)</span>
<span class="n">sea_u</span> <span class="o">=</span> <span class="n">sea</span><span class="p">(</span><span class="mi">40</span><span class="p">,</span><span class="n">station</span><span class="p">,</span><span class="n">u</span><span class="p">)</span>
<span class="n">sea_u_anomalie</span> <span class="o">=</span> <span class="n">sea</span><span class="p">(</span><span class="mi">40</span><span class="p">,</span><span class="n">station</span><span class="p">,</span><span class="n">u_anomalie</span><span class="p">)</span>
<span class="n">sea_v</span> <span class="o">=</span> <span class="n">sea</span><span class="p">(</span><span class="mi">40</span><span class="p">,</span><span class="n">station</span><span class="p">,</span><span class="n">v</span><span class="p">)</span>
<span class="n">sea_v_anomalie</span> <span class="o">=</span> <span class="n">sea</span><span class="p">(</span><span class="mi">40</span><span class="p">,</span><span class="n">station</span><span class="p">,</span><span class="n">v_anomalie</span><span class="p">)</span>
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<div class="section" id="zonal-wind-component">
<h3>Zonal wind component<a class="headerlink" href="#zonal-wind-component" title="Permalink to this headline">¶</a></h3>
<div class="section" id="climatology">
<h4>Climatology<a class="headerlink" href="#climatology" title="Permalink to this headline">¶</a></h4>
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<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">plotting_routine</span><span class="p">(</span><span class="n">sea_u</span><span class="p">,</span><span class="s1">'u0'</span><span class="p">)</span>
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<img alt="_images/analysis_Juliusruh_8_0.png" src="_images/analysis_Juliusruh_8_0.png" />
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<div class="section" id="anomalies">
<h4>Anomalies<a class="headerlink" href="#anomalies" title="Permalink to this headline">¶</a></h4>
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<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">plotting_routine</span><span class="p">(</span><span class="n">sea_u_anomalie</span><span class="p">,</span><span class="s1">'u0'</span><span class="p">)</span>
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<img alt="_images/analysis_Juliusruh_10_0.png" src="_images/analysis_Juliusruh_10_0.png" />
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<div class="section" id="meridional-wind-component">
<h3>Meridional wind component<a class="headerlink" href="#meridional-wind-component" title="Permalink to this headline">¶</a></h3>
<div class="section" id="id1">
<h4>Climatology<a class="headerlink" href="#id1" title="Permalink to this headline">¶</a></h4>
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<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">plotting_routine</span><span class="p">(</span><span class="n">sea_v</span><span class="p">,</span><span class="s1">'v0'</span><span class="p">)</span>
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<img alt="_images/analysis_Juliusruh_13_0.png" src="_images/analysis_Juliusruh_13_0.png" />
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<div class="section" id="id2">
<h4>Anomalies<a class="headerlink" href="#id2" title="Permalink to this headline">¶</a></h4>
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<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">plotting_routine</span><span class="p">(</span><span class="n">sea_v_anomalie</span><span class="p">,</span><span class="s1">'v0'</span><span class="p">)</span>
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<img alt="_images/analysis_Juliusruh_15_0.png" src="_images/analysis_Juliusruh_15_0.png" />
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<div class="section" id="wave-estimates">
<h2>Wave estimates<a class="headerlink" href="#wave-estimates" title="Permalink to this headline">¶</a></h2>
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<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">ds_waves</span> <span class="o">=</span> <span class="n">read_group</span><span class="p">(</span><span class="s1">'waves'</span><span class="p">,</span><span class="n">station</span><span class="p">)</span>
<span class="n">gw</span> <span class="o">=</span> <span class="n">read_var</span><span class="p">(</span><span class="n">ds_waves</span><span class="p">,</span><span class="s1">'GW'</span><span class="p">)</span>
<span class="n">pw</span> <span class="o">=</span> <span class="n">read_var</span><span class="p">(</span><span class="n">ds_waves</span><span class="p">,</span><span class="s1">'PW'</span><span class="p">)</span>
<span class="n">gw_anomalie</span> <span class="o">=</span> <span class="n">anomalie</span><span class="p">(</span><span class="s1">'day'</span><span class="p">,</span><span class="n">gw</span><span class="p">)</span>
<span class="n">pw_anomalie</span> <span class="o">=</span> <span class="n">anomalie</span><span class="p">(</span><span class="s1">'day'</span><span class="p">,</span><span class="n">pw</span><span class="p">)</span>
<span class="n">sea_gw</span> <span class="o">=</span> <span class="n">sea</span><span class="p">(</span><span class="mi">40</span><span class="p">,</span><span class="n">station</span><span class="p">,</span><span class="n">gw</span><span class="p">)</span>
<span class="n">sea_gw</span><span class="p">[</span><span class="s1">'name'</span><span class="p">]</span> <span class="o">=</span> <span class="s1">'sea_gw'</span>
<span class="n">sea_gw_anomalie</span> <span class="o">=</span> <span class="n">sea</span><span class="p">(</span><span class="mi">40</span><span class="p">,</span><span class="n">station</span><span class="p">,</span><span class="n">gw_anomalie</span><span class="p">)</span>
<span class="n">sea_gw_anomalie</span><span class="p">[</span><span class="s1">'name'</span><span class="p">]</span> <span class="o">=</span> <span class="s1">'sea_gw_anomalie'</span>
<span class="n">sea_pw</span> <span class="o">=</span> <span class="n">sea</span><span class="p">(</span><span class="mi">40</span><span class="p">,</span><span class="n">station</span><span class="p">,</span><span class="n">pw</span><span class="p">)</span>
<span class="n">sea_pw</span><span class="p">[</span><span class="s1">'name'</span><span class="p">]</span> <span class="o">=</span> <span class="s1">'sea_pw'</span>
<span class="n">sea_pw_anomalie</span> <span class="o">=</span> <span class="n">sea</span><span class="p">(</span><span class="mi">40</span><span class="p">,</span><span class="n">station</span><span class="p">,</span><span class="n">pw_anomalie</span><span class="p">)</span>
<span class="n">sea_pw_anomalie</span><span class="p">[</span><span class="s1">'name'</span><span class="p">]</span> <span class="o">=</span> <span class="s1">'sea_pw_anomalie'</span>
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<div class="section" id="gravity-waves">
<h3>Gravity waves<a class="headerlink" href="#gravity-waves" title="Permalink to this headline">¶</a></h3>
<div class="section" id="id3">
<h4>Climatology<a class="headerlink" href="#id3" title="Permalink to this headline">¶</a></h4>
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<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">plotting_routine</span><span class="p">(</span><span class="n">sea_gw</span><span class="p">,</span><span class="s1">'GW'</span><span class="p">)</span>
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<img alt="_images/analysis_Juliusruh_20_0.png" src="_images/analysis_Juliusruh_20_0.png" />
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<div class="section" id="id4">
<h4>Anomalies<a class="headerlink" href="#id4" title="Permalink to this headline">¶</a></h4>
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<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">plotting_routine</span><span class="p">(</span><span class="n">sea_gw_anomalie</span><span class="p">,</span><span class="s1">'GW'</span><span class="p">)</span>
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<img alt="_images/analysis_Juliusruh_22_0.png" src="_images/analysis_Juliusruh_22_0.png" />
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<div class="section" id="planetary-waves">
<h3>Planetary waves<a class="headerlink" href="#planetary-waves" title="Permalink to this headline">¶</a></h3>
<div class="section" id="id5">
<h4>Climatology<a class="headerlink" href="#id5" title="Permalink to this headline">¶</a></h4>
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<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">plotting_routine</span><span class="p">(</span><span class="n">sea_pw</span><span class="p">,</span><span class="s1">'PW'</span><span class="p">)</span>
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<img alt="_images/analysis_Juliusruh_25_0.png" src="_images/analysis_Juliusruh_25_0.png" />
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<div class="section" id="id6">
<h4>Anomalies<a class="headerlink" href="#id6" title="Permalink to this headline">¶</a></h4>
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<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">plotting_routine</span><span class="p">(</span><span class="n">sea_pw_anomalie</span><span class="p">,</span><span class="s1">'PW'</span><span class="p">)</span>
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<img alt="_images/analysis_Juliusruh_27_0.png" src="_images/analysis_Juliusruh_27_0.png" />
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