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hydropy_tutorial.slides.html
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<div class=" highlight hl-ipython2"><pre><span class="o">%</span><span class="k">matplotlib</span> inline
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<div class=" highlight hl-ipython2"><pre><span class="kn">import</span> <span class="nn">numpy</span> <span class="kn">as</span> <span class="nn">np</span>
<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="kn">as</span> <span class="nn">plt</span>
<span class="kn">import</span> <span class="nn">seaborn</span> <span class="kn">as</span> <span class="nn">sns</span>
<span class="kn">from</span> <span class="nn">IPython.display</span> <span class="kn">import</span> <span class="n">HTML</span>
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<div class=" highlight hl-ipython2"><pre><span class="n">flowdata</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_pickle</span><span class="p">(</span><span class="s">"./data/FlowData"</span><span class="p">)</span>
<span class="n">raindata</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_pickle</span><span class="p">(</span><span class="s">"./data/RainData"</span><span class="p">)</span>
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<h1 id="Hydropy-package">Hydropy-package<a class="anchor-link" href="#Hydropy-package">¶</a></h1>
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<div class=" highlight hl-ipython2"><pre><span class="c">#Loading the hydropy package</span>
<span class="kn">import</span> <span class="nn">hydropy</span> <span class="kn">as</span> <span class="nn">hp</span>
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<p>We have a Dataframe with river discharge at different locations in the Maarkebeek basin (Belgium):</p>
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<div class=" highlight hl-ipython2"><pre><span class="n">HTML</span><span class="p">(</span><span class="s">'<iframe src=http://biomath.ugent.be/~stvhoey/maarkebeek_data/ width=700 height=350></iframe>'</span><span class="p">)</span>
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<iframe src=http://biomath.ugent.be/~stvhoey/maarkebeek_data/ width=700 height=350></iframe>
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<p>Data downloaded from <a href="http://www.waterinfo.be/">http://www.waterinfo.be/</a>, made available by the Flemish Environmental Agency (VMM).</p>
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<div class=" highlight hl-ipython2"><pre><span class="n">flowdata</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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<table border="1" class="dataframe">
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<th></th>
<th>L06_347</th>
<th>LS06_347</th>
<th>LS06_348</th>
<th>LS06_34C</th>
<th>LS06_34D</th>
<th>LS06_34E</th>
<th>LS06_34G</th>
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<th>Time</th>
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<th>2008-01-01 00:15:00</th>
<td>0.229</td>
<td>0.229</td>
<td>0.021</td>
<td>0.122</td>
<td>0.014</td>
<td>0.030</td>
<td>NaN</td>
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<th>2008-01-01 00:30:00</th>
<td>0.229</td>
<td>0.229</td>
<td>0.021</td>
<td>0.122</td>
<td>0.014</td>
<td>0.029</td>
<td>NaN</td>
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<th>2008-01-01 00:45:00</th>
<td>0.229</td>
<td>0.229</td>
<td>0.021</td>
<td>0.122</td>
<td>0.014</td>
<td>0.029</td>
<td>NaN</td>
</tr>
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<th>2008-01-01 01:00:00</th>
<td>0.229</td>
<td>0.229</td>
<td>0.021</td>
<td>0.122</td>
<td>0.015</td>
<td>0.029</td>
<td>NaN</td>
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<td>0.229</td>
<td>0.229</td>
<td>0.021</td>
<td>0.122</td>
<td>0.015</td>
<td>0.029</td>
<td>NaN</td>
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<div class=" highlight hl-ipython2"><pre><span class="n">flowdata</span><span class="o">.</span><span class="n">tail</span><span class="p">()</span>
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<th>L06_347</th>
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<th>2013-01-01 23:00:00</th>
<td>0.883</td>
<td>0.883</td>
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<td>0.119</td>
<td>0.034</td>
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<th>2013-01-01 23:15:00</th>
<td>0.875</td>
<td>0.875</td>
<td>0.075</td>
<td>NaN</td>
<td>0.118</td>
<td>0.034</td>
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<th>2013-01-01 23:30:00</th>
<td>0.872</td>
<td>0.872</td>
<td>0.074</td>
<td>NaN</td>
<td>0.119</td>
<td>0.034</td>
<td>NaN</td>
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<th>2013-01-01 23:45:00</th>
<td>0.873</td>
<td>0.873</td>
<td>0.075</td>
<td>NaN</td>
<td>0.116</td>
<td>0.035</td>
<td>NaN</td>
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<th>2013-01-02 00:00:00</th>
<td>0.860</td>
<td>0.860</td>
<td>0.075</td>
<td>NaN</td>
<td>0.114</td>
<td>0.036</td>
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<div class=" highlight hl-ipython2"><pre><span class="k">print</span> <span class="nb">len</span><span class="p">(</span><span class="n">flowdata</span><span class="p">),</span> <span class="s">'records'</span><span class="p">,</span> <span class="s">'from'</span><span class="p">,</span> <span class="n">flowdata</span><span class="o">.</span><span class="n">index</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="s">'till'</span><span class="p">,</span> <span class="n">flowdata</span><span class="o">.</span><span class="n">index</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span>
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<pre>175488 records from 2008-01-01 00:15:00 till 2013-01-02 00:00:00
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<p>Converting the dataframe to a hydropy time series datatype, provides extra functionalities:</p>
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<div class=" highlight hl-ipython2"><pre><span class="n">myflowserie</span> <span class="o">=</span> <span class="n">hp</span><span class="o">.</span><span class="n">HydroAnalysis</span><span class="p">(</span><span class="n">flowdata</span><span class="p">)</span>
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<h3 id="Select-the-summer-of-2009:">Select the summer of 2009:<a class="anchor-link" href="#Select-the-summer-of-2009:">¶</a></h3>
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<div class=" highlight hl-ipython2"><pre><span class="n">myflowserie</span><span class="o">.</span><span class="n">get_year</span><span class="p">(</span><span class="s">'2009'</span><span class="p">)</span><span class="o">.</span><span class="n">get_season</span><span class="p">(</span><span class="s">'summer'</span><span class="p">)</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">12</span><span class="p">,</span><span class="mi">6</span><span class="p">))</span>
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<pre><matplotlib.axes._subplots.AxesSubplot at 0x7f9eafddedd0></pre>
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