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<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#access-values-using-sel">
Access values using
<code class="docutils literal notranslate">
<span class="pre">
.sel
</span>
</code>
</a>
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<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#use-label-to-extend-to-extend-a-and-b-s-values-over-multiple-months">
Use
<code class="docutils literal notranslate">
<span class="pre">
label_to_extend
</span>
</code>
to extend a and b’s values over multiple months.
</a>
</li>
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<a class="reference internal nav-link" href="#access-values-directly-as-numpy-arrays">
Access values directly as numpy arrays
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<section id="view-data">
<h1>View data<a class="headerlink" href="#view-data" title="Permalink to this headline">¶</a></h1>
<p>ParamTools provides 2 primary ways for you to view and access your parameter values:</p>
<ol class="simple">
<li><p>Using <code class="docutils literal notranslate"><span class="pre">.sel</span></code>: <code class="docutils literal notranslate"><span class="pre">params.sel["parameter_name"]</span></code></p></li>
<li><p>As NumPy arrays: <code class="docutils literal notranslate"><span class="pre">params.parameter_name</span></code></p></li>
</ol>
<p><code class="docutils literal notranslate"><span class="pre">.sel</span></code> is for querying parameter values based on their labels or values. Accessing values as NumPy arrays is for using parameter values for computational tasks.</p>
<p>First, let’s create some data.</p>
<div class="cell docutils container">
<div class="cell_input docutils container">
<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">paramtools</span>
<span class="k">class</span> <span class="nc">Params</span><span class="p">(</span><span class="n">paramtools</span><span class="o">.</span><span class="n">Parameters</span><span class="p">):</span>
<span class="n">defaults</span> <span class="o">=</span> <span class="p">{</span>
<span class="s2">"schema"</span><span class="p">:</span> <span class="p">{</span>
<span class="s2">"labels"</span><span class="p">:</span> <span class="p">{</span>
<span class="s2">"date"</span><span class="p">:</span> <span class="p">{</span>
<span class="s2">"type"</span><span class="p">:</span> <span class="s2">"date"</span><span class="p">,</span>
<span class="s2">"validators"</span><span class="p">:</span> <span class="p">{</span>
<span class="s2">"range"</span><span class="p">:</span> <span class="p">{</span><span class="s2">"min"</span><span class="p">:</span> <span class="s2">"2020-01-01"</span><span class="p">,</span> <span class="s2">"max"</span><span class="p">:</span> <span class="s2">"2021-01-01"</span><span class="p">,</span> <span class="s2">"step"</span><span class="p">:</span> <span class="p">{</span><span class="s2">"months"</span><span class="p">:</span> <span class="mi">1</span><span class="p">}}</span>
<span class="p">}</span>
<span class="p">}</span>
<span class="p">},</span>
<span class="p">},</span>
<span class="s2">"a"</span><span class="p">:</span> <span class="p">{</span>
<span class="s2">"title"</span><span class="p">:</span> <span class="s2">"A"</span><span class="p">,</span>
<span class="s2">"type"</span><span class="p">:</span> <span class="s2">"int"</span><span class="p">,</span>
<span class="s2">"value"</span><span class="p">:</span> <span class="p">[{</span><span class="s2">"date"</span><span class="p">:</span> <span class="s2">"2020-01-01"</span><span class="p">,</span> <span class="s2">"value"</span><span class="p">:</span> <span class="mi">2</span><span class="p">},</span> <span class="p">{</span><span class="s2">"date"</span><span class="p">:</span> <span class="s2">"2020-10-01"</span><span class="p">,</span> <span class="s2">"value"</span><span class="p">:</span> <span class="mi">8</span><span class="p">},]</span>
<span class="p">},</span>
<span class="s2">"b"</span><span class="p">:</span> <span class="p">{</span>
<span class="s2">"title"</span><span class="p">:</span> <span class="s2">"B"</span><span class="p">,</span>
<span class="s2">"type"</span><span class="p">:</span> <span class="s2">"float"</span><span class="p">,</span>
<span class="s2">"value"</span><span class="p">:</span> <span class="p">[{</span><span class="s2">"date"</span><span class="p">:</span> <span class="s2">"2020-01-01"</span><span class="p">,</span> <span class="s2">"value"</span><span class="p">:</span> <span class="mf">10.5</span><span class="p">}]</span>
<span class="p">}</span>
<span class="p">}</span>
</pre></div>
</div>
</div>
</div>
<section id="access-values-using-sel">
<h2>Access values using <code class="docutils literal notranslate"><span class="pre">.sel</span></code><a class="headerlink" href="#access-values-using-sel" title="Permalink to this headline">¶</a></h2>
<div class="cell docutils container">
<div class="cell_input docutils container">
<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">params</span> <span class="o">=</span> <span class="n">Params</span><span class="p">()</span>
</pre></div>
</div>
</div>
</div>
<p>View all of the values of <code class="docutils literal notranslate"><span class="pre">a</span></code>:</p>
<div class="cell docutils container">
<div class="cell_input docutils container">
<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">params</span><span class="o">.</span><span class="n">sel</span><span class="p">[</span><span class="s2">"a"</span><span class="p">]</span>
</pre></div>
</div>
</div>
<div class="cell_output docutils container">
<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Values([
{'date': datetime.date(2020, 1, 1), 'value': 2},
{'date': datetime.date(2020, 10, 1), 'value': 8},
])
</pre></div>
</div>
</div>
</div>
<p>Access parameters directly using <code class="docutils literal notranslate"><span class="pre">isel</span></code>:</p>
<div class="cell docutils container">
<div class="cell_input docutils container">
<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">params</span><span class="o">.</span><span class="n">sel</span><span class="p">[</span><span class="s2">"a"</span><span class="p">]</span><span class="o">.</span><span class="n">isel</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
</pre></div>
</div>
</div>
<div class="cell_output docutils container">
<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>{'date': datetime.date(2020, 1, 1), 'value': 2}
</pre></div>
</div>
</div>
</div>
<p>Access labels and values directly:</p>
<div class="cell docutils container">
<div class="cell_input docutils container">
<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">params</span><span class="o">.</span><span class="n">sel</span><span class="p">[</span><span class="s2">"a"</span><span class="p">][</span><span class="s2">"date"</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span>
</pre></div>
</div>
</div>
<div class="cell_output docutils container">
<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>datetime.date(2020, 1, 1)
</pre></div>
</div>
</div>
</div>
<div class="cell docutils container">
<div class="cell_input docutils container">
<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">params</span><span class="o">.</span><span class="n">sel</span><span class="p">[</span><span class="s2">"a"</span><span class="p">][</span><span class="s2">"value"</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span>
</pre></div>
</div>
</div>
<div class="cell_output docutils container">
<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>2
</pre></div>
</div>
</div>
</div>
<p>ParamTools supports slicing:</p>
<div class="cell docutils container">
<div class="cell_input docutils container">
<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">params</span><span class="o">.</span><span class="n">sel</span><span class="p">[</span><span class="s2">"a"</span><span class="p">][</span><span class="s2">"date"</span><span class="p">][:</span><span class="mi">2</span><span class="p">]</span>
</pre></div>
</div>
</div>
<div class="cell_output docutils container">
<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>[datetime.date(2020, 1, 1), datetime.date(2020, 10, 1)]
</pre></div>
</div>
</div>
</div>
<section id="use-label-to-extend-to-extend-a-and-b-s-values-over-multiple-months">
<h3>Use <code class="docutils literal notranslate"><span class="pre">label_to_extend</span></code> to extend a and b’s values over multiple months.<a class="headerlink" href="#use-label-to-extend-to-extend-a-and-b-s-values-over-multiple-months" title="Permalink to this headline">¶</a></h3>
<div class="cell docutils container">
<div class="cell_input docutils container">
<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">params</span> <span class="o">=</span> <span class="n">Params</span><span class="p">(</span><span class="n">label_to_extend</span><span class="o">=</span><span class="s2">"date"</span><span class="p">)</span>
<span class="n">params</span><span class="o">.</span><span class="n">sel</span><span class="p">[</span><span class="s2">"a"</span><span class="p">]</span>
</pre></div>
</div>
</div>
<div class="cell_output docutils container">
<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Values([
{'date': datetime.date(2020, 1, 1), 'value': 2},
{'date': datetime.date(2020, 2, 1), 'value': 2, '_auto': True},
{'date': datetime.date(2020, 3, 1), 'value': 2, '_auto': True},
{'date': datetime.date(2020, 4, 1), 'value': 2, '_auto': True},
{'date': datetime.date(2020, 5, 1), 'value': 2, '_auto': True},
{'date': datetime.date(2020, 6, 1), 'value': 2, '_auto': True},
{'date': datetime.date(2020, 7, 1), 'value': 2, '_auto': True},
{'date': datetime.date(2020, 8, 1), 'value': 2, '_auto': True},
{'date': datetime.date(2020, 9, 1), 'value': 2, '_auto': True},
{'date': datetime.date(2020, 10, 1), 'value': 8},
{'date': datetime.date(2020, 11, 1), 'value': 8, '_auto': True},
{'date': datetime.date(2020, 12, 1), 'value': 8, '_auto': True},
{'date': datetime.date(2021, 1, 1), 'value': 8, '_auto': True},
])
</pre></div>
</div>
</div>
</div>
<p>Get all values with a date greater than August 1, 2020:</p>
<div class="cell docutils container">
<div class="cell_input docutils container">
<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">datetime</span> <span class="kn">import</span> <span class="n">date</span>
<span class="n">params</span><span class="o">.</span><span class="n">sel</span><span class="p">[</span><span class="s2">"a"</span><span class="p">][</span><span class="s2">"date"</span><span class="p">]</span> <span class="o">></span> <span class="n">date</span><span class="p">(</span><span class="mi">2020</span><span class="p">,</span> <span class="mi">8</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span>
</pre></div>
</div>
</div>
<div class="cell_output docutils container">
<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>QueryResult([
{'date': datetime.date(2020, 9, 1), 'value': 2, '_auto': True}
{'date': datetime.date(2020, 10, 1), 'value': 8}
{'date': datetime.date(2020, 11, 1), 'value': 8, '_auto': True}
{'date': datetime.date(2020, 12, 1), 'value': 8, '_auto': True}
{'date': datetime.date(2021, 1, 1), 'value': 8, '_auto': True}
])
</pre></div>
</div>
</div>
</div>
<p>Iterate over the query results:</p>
<div class="cell docutils container">
<div class="cell_input docutils container">
<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="k">for</span> <span class="n">val</span> <span class="ow">in</span> <span class="n">params</span><span class="o">.</span><span class="n">sel</span><span class="p">[</span><span class="s2">"a"</span><span class="p">][</span><span class="s2">"date"</span><span class="p">]</span> <span class="o">></span> <span class="n">date</span><span class="p">(</span><span class="mi">2020</span><span class="p">,</span> <span class="mi">8</span><span class="p">,</span> <span class="mi">1</span><span class="p">):</span>
<span class="nb">print</span><span class="p">(</span><span class="n">val</span><span class="p">)</span>
</pre></div>
</div>
</div>
<div class="cell_output docutils container">
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>OrderedDict([('date', datetime.date(2020, 9, 1)), ('value', 2), ('_auto', True)])
OrderedDict([('date', datetime.date(2020, 10, 1)), ('value', 8)])
OrderedDict([('date', datetime.date(2020, 11, 1)), ('value', 8), ('_auto', True)])
OrderedDict([('date', datetime.date(2020, 12, 1)), ('value', 8), ('_auto', True)])
OrderedDict([('date', datetime.date(2021, 1, 1)), ('value', 8), ('_auto', True)])
</pre></div>
</div>
</div>
</div>
<p>Convert first two values of the results to a list:</p>
<div class="cell docutils container">
<div class="cell_input docutils container">
<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="p">(</span><span class="n">params</span><span class="o">.</span><span class="n">sel</span><span class="p">[</span><span class="s2">"a"</span><span class="p">][</span><span class="s2">"date"</span><span class="p">]</span> <span class="o">></span> <span class="n">date</span><span class="p">(</span><span class="mi">2020</span><span class="p">,</span> <span class="mi">8</span><span class="p">,</span> <span class="mi">1</span><span class="p">))</span><span class="o">.</span><span class="n">isel</span><span class="p">[:</span><span class="mi">2</span><span class="p">]</span>
</pre></div>
</div>
</div>
<div class="cell_output docutils container">
<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>[{'date': datetime.date(2020, 9, 1), 'value': 2, '_auto': True},
{'date': datetime.date(2020, 10, 1), 'value': 8}]
</pre></div>
</div>
</div>
</div>
</section>
</section>
<section id="access-values-directly-as-numpy-arrays">
<h2>Access values directly as numpy arrays<a class="headerlink" href="#access-values-directly-as-numpy-arrays" title="Permalink to this headline">¶</a></h2>
<p>ParamTools uses information about the parameter labels to convert values from a list of dictionaries to a NumPy array. Set <code class="docutils literal notranslate"><span class="pre">array_first</span></code> to <code class="docutils literal notranslate"><span class="pre">True</span></code> for ParamTools to convert parameter values to arrays by default.</p>
<div class="cell docutils container">
<div class="cell_input docutils container">
<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">params</span> <span class="o">=</span> <span class="n">Params</span><span class="p">(</span><span class="n">label_to_extend</span><span class="o">=</span><span class="s2">"date"</span><span class="p">,</span> <span class="n">array_first</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<span class="n">params</span><span class="o">.</span><span class="n">a</span>
</pre></div>
</div>
</div>
<div class="cell_output docutils container">
<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([2, 2, 2, 2, 2, 2, 2, 2, 2, 8, 8, 8, 8])
</pre></div>
</div>
</div>
</div>
<div class="cell docutils container">
<div class="cell_input docutils container">
<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">params</span><span class="o">.</span><span class="n">a</span> <span class="o">*</span> <span class="n">params</span><span class="o">.</span><span class="n">b</span>
</pre></div>
</div>
</div>
<div class="cell_output docutils container">
<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([21., 21., 21., 21., 21., 21., 21., 21., 21., 84., 84., 84., 84.])
</pre></div>
</div>
</div>
</div>
<p>Select the values of the array:</p>
<div class="cell docutils container">
<div class="cell_input docutils container">
<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">datetime</span> <span class="kn">import</span> <span class="n">date</span>
<span class="n">arr</span> <span class="o">=</span> <span class="n">params</span><span class="o">.</span><span class="n">to_array</span><span class="p">(</span><span class="s2">"a"</span><span class="p">,</span> <span class="n">date</span><span class="o">=</span><span class="p">[</span><span class="n">date</span><span class="p">(</span><span class="mi">2020</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">),</span> <span class="n">date</span><span class="p">(</span><span class="mi">2020</span><span class="p">,</span> <span class="mi">10</span><span class="p">,</span> <span class="mi">1</span><span class="p">)])</span>
<span class="n">arr</span>
</pre></div>
</div>
</div>
<div class="cell_output docutils container">
<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([2, 8])
</pre></div>
</div>
</div>
</div>
<p>Convert back to a list of dictionaries:</p>
<div class="cell docutils container">
<div class="cell_input docutils container">
<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">params</span><span class="o">.</span><span class="n">from_array</span><span class="p">(</span><span class="s2">"a"</span><span class="p">,</span> <span class="n">arr</span><span class="p">,</span> <span class="n">date</span><span class="o">=</span><span class="p">[</span><span class="n">date</span><span class="p">(</span><span class="mi">2020</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">),</span> <span class="n">date</span><span class="p">(</span><span class="mi">2020</span><span class="p">,</span> <span class="mi">10</span><span class="p">,</span> <span class="mi">1</span><span class="p">)])</span>
</pre></div>
</div>
</div>
<div class="cell_output docutils container">
<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>[{'date': datetime.date(2020, 1, 1), 'value': 2},
{'date': datetime.date(2020, 10, 1), 'value': 8}]
</pre></div>
</div>
</div>
</div>
<p>Convert parameter values to a dictionary:</p>
<div class="cell docutils container">
<div class="cell_input docutils container">
<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">param_dict</span> <span class="o">=</span> <span class="n">params</span><span class="o">.</span><span class="n">to_dict</span><span class="p">()</span>
<span class="n">param_dict</span>
</pre></div>
</div>
</div>
<div class="cell_output docutils container">
<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>{'a': array([2, 2, 2, 2, 2, 2, 2, 2, 2, 8, 8, 8, 8]),
'b': array([10.5, 10.5, 10.5, 10.5, 10.5, 10.5, 10.5, 10.5, 10.5, 10.5, 10.5,
10.5, 10.5])}
</pre></div>
</div>
</div>
</div>
<p>Convert <code class="docutils literal notranslate"><span class="pre">params</span></code> to a pandas DataFrame:</p>
<div class="cell docutils container">
<div class="cell_input docutils container">
<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
<span class="n">param_dict</span><span class="p">[</span><span class="s2">"date"</span><span class="p">]</span> <span class="o">=</span> <span class="n">params</span><span class="o">.</span><span class="n">label_grid</span><span class="p">[</span><span class="s2">"date"</span><span class="p">]</span>
<span class="n">df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="o">.</span><span class="n">from_dict</span><span class="p">(</span><span class="n">param_dict</span><span class="p">)</span>
<span class="n">df</span><span class="o">.</span><span class="n">set_index</span><span class="p">(</span><span class="s2">"date"</span><span class="p">)</span>
</pre></div>
</div>
</div>
<div class="cell_output docutils container">
<div class="output text_html"><div>
<style scoped>
.dataframe tbody tr th:only-of-type {
vertical-align: middle;
}
.dataframe tbody tr th {
vertical-align: top;
}
.dataframe thead th {
text-align: right;
}
</style>
<table border="1" class="dataframe">
<thead>
<tr style="text-align: right;">
<th></th>
<th>a</th>
<th>b</th>
</tr>
<tr>
<th>date</th>
<th></th>
<th></th>
</tr>
</thead>
<tbody>
<tr>
<th>2020-01-01</th>
<td>2</td>
<td>10.5</td>
</tr>
<tr>
<th>2020-02-01</th>
<td>2</td>
<td>10.5</td>
</tr>
<tr>
<th>2020-03-01</th>
<td>2</td>
<td>10.5</td>
</tr>
<tr>
<th>2020-04-01</th>
<td>2</td>
<td>10.5</td>
</tr>
<tr>
<th>2020-05-01</th>
<td>2</td>
<td>10.5</td>
</tr>
<tr>
<th>2020-06-01</th>
<td>2</td>
<td>10.5</td>
</tr>
<tr>
<th>2020-07-01</th>
<td>2</td>
<td>10.5</td>
</tr>
<tr>
<th>2020-08-01</th>
<td>2</td>
<td>10.5</td>
</tr>
<tr>
<th>2020-09-01</th>
<td>2</td>
<td>10.5</td>
</tr>
<tr>
<th>2020-10-01</th>
<td>8</td>
<td>10.5</td>
</tr>
<tr>
<th>2020-11-01</th>
<td>8</td>
<td>10.5</td>
</tr>
<tr>
<th>2020-12-01</th>
<td>8</td>
<td>10.5</td>
</tr>
<tr>
<th>2021-01-01</th>
<td>8</td>
<td>10.5</td>
</tr>
</tbody>
</table>
</div></div></div>
</div>
<section id="miscellaneous">
<h3>Miscellaneous<a class="headerlink" href="#miscellaneous" title="Permalink to this headline">¶</a></h3>
<p>Get parameter names:</p>
<div class="cell docutils container">
<div class="cell_input docutils container">
<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">params</span><span class="o">.</span><span class="n">keys</span><span class="p">()</span>
</pre></div>
</div>
</div>
<div class="cell_output docutils container">
<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>odict_keys(['a', 'b'])
</pre></div>
</div>
</div>
</div>
<p>Iterate over parameter values:</p>
<div class="cell docutils container">
<div class="cell_input docutils container">
<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="k">for</span> <span class="n">key</span><span class="p">,</span> <span class="n">value</span> <span class="ow">in</span> <span class="n">params</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
<span class="nb">print</span><span class="p">(</span><span class="n">key</span><span class="p">,</span> <span class="n">value</span><span class="p">)</span>
</pre></div>
</div>
</div>
<div class="cell_output docutils container">
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>a [2 2 2 2 2 2 2 2 2 8 8 8 8]
b [10.5 10.5 10.5 10.5 10.5 10.5 10.5 10.5 10.5 10.5 10.5 10.5 10.5]
</pre></div>
</div>
</div>
</div>
<p>Dump all parameter data:</p>
<div class="cell docutils container">
<div class="cell_input docutils container">
<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">params</span><span class="o">.</span><span class="n">dump</span><span class="p">()</span>
</pre></div>
</div>
</div>
<div class="cell_output docutils container">
<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>{'schema': {'labels': {'date': {'validators': {'range': {'max': '2021-01-01',
'min': '2020-01-01',
'step': {'months': 1}}},
'number_dims': 0,
'type': 'date'}},
'operators': {'array_first': True,
'uses_extend_func': False,
'label_to_extend': 'date'},
'additional_members': {}},
'a': OrderedDict([('title', 'A'),
('type', 'int'),
('number_dims', 0),
('value',
[OrderedDict([('date', '2020-01-01'), ('value', 2)]),
OrderedDict([('date', '2020-02-01'), ('value', 2)]),
OrderedDict([('date', '2020-03-01'), ('value', 2)]),
OrderedDict([('date', '2020-04-01'), ('value', 2)]),
OrderedDict([('date', '2020-05-01'), ('value', 2)]),
OrderedDict([('date', '2020-06-01'), ('value', 2)]),
OrderedDict([('date', '2020-07-01'), ('value', 2)]),
OrderedDict([('date', '2020-08-01'), ('value', 2)]),
OrderedDict([('date', '2020-09-01'), ('value', 2)]),
OrderedDict([('date', '2020-10-01'), ('value', 8)]),
OrderedDict([('date', '2020-11-01'), ('value', 8)]),
OrderedDict([('date', '2020-12-01'), ('value', 8)]),
OrderedDict([('date', '2021-01-01'), ('value', 8)])]),
('validators', {})]),
'b': OrderedDict([('title', 'B'),
('type', 'float'),
('number_dims', 0),
('value',
[OrderedDict([('date', '2020-01-01'), ('value', 10.5)]),
OrderedDict([('date', '2020-02-01'), ('value', 10.5)]),
OrderedDict([('date', '2020-03-01'), ('value', 10.5)]),
OrderedDict([('date', '2020-04-01'), ('value', 10.5)]),
OrderedDict([('date', '2020-05-01'), ('value', 10.5)]),
OrderedDict([('date', '2020-06-01'), ('value', 10.5)]),
OrderedDict([('date', '2020-07-01'), ('value', 10.5)]),
OrderedDict([('date', '2020-08-01'), ('value', 10.5)]),
OrderedDict([('date', '2020-09-01'), ('value', 10.5)]),
OrderedDict([('date', '2020-10-01'), ('value', 10.5)]),
OrderedDict([('date', '2020-11-01'), ('value', 10.5)]),
OrderedDict([('date', '2020-12-01'), ('value', 10.5)]),
OrderedDict([('date', '2021-01-01'), ('value', 10.5)])]),
('validators', {})])}
</pre></div>
</div>
</div>
</div>
</section>
</section>
</section>
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