diff --git a/docs/pyerrors.html b/docs/pyerrors.html
index 077335c2..aa6806c3 100644
--- a/docs/pyerrors.html
+++ b/docs/pyerrors.html
@@ -3,14 +3,14 @@
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 pyerrors    </h1>
 
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 <a href="./../pyerrors.html">pyerrors</a><wbr>.correlators    </h1>
 
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 <a href="./../pyerrors.html">pyerrors</a><wbr>.covobs    </h1>
 
diff --git a/docs/pyerrors/dirac.html b/docs/pyerrors/dirac.html
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 <a href="./../pyerrors.html">pyerrors</a><wbr>.dirac    </h1>
 
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 <a href="./../pyerrors.html">pyerrors</a><wbr>.fits    </h1>
 
diff --git a/docs/pyerrors/input.html b/docs/pyerrors/input.html
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 <a href="./../../pyerrors.html">pyerrors</a><wbr>.<a href="./../input.html">input</a><wbr>.bdio    </h1>
 
diff --git a/docs/pyerrors/input/dobs.html b/docs/pyerrors/input/dobs.html
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     <title>pyerrors.input.dobs API documentation</title>
 
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 <a href="./../../pyerrors.html">pyerrors</a><wbr>.<a href="./../input.html">input</a><wbr>.hadrons    </h1>
 
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     <title>pyerrors.input.json API documentation</title>
 
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     <style>/*! custom.css */</style><script>
     window.MathJax = {
         tex: {
@@ -77,14 +77,14 @@
 </div>
     </nav>
     <main class="pdoc">
-            <section>
+            <section class="module-info">
                     <h1 class="modulename">
 <a href="./../../pyerrors.html">pyerrors</a><wbr>.<a href="./../input.html">input</a><wbr>.json    </h1>
 
                 
                         <details>
             <summary>View Source</summary>
-            <div class="pdoc-code codehilite"><pre><span></span><span id="L-0"><a href="#L-0"><span class="linenos">  0</span></a><span class="kn">import</span> <span class="nn">json</span>
+            <div class="pdoc-code codehilite"><pre><span></span><span id="L-0"><a href="#L-0"><span class="linenos">  0</span></a><span class="kn">import</span> <span class="nn">rapidjson</span> <span class="k">as</span> <span class="nn">json</span>
 </span><span id="L-1"><a href="#L-1"><span class="linenos">  1</span></a><span class="kn">import</span> <span class="nn">gzip</span>
 </span><span id="L-2"><a href="#L-2"><span class="linenos">  2</span></a><span class="kn">import</span> <span class="nn">getpass</span>
 </span><span id="L-3"><a href="#L-3"><span class="linenos">  3</span></a><span class="kn">import</span> <span class="nn">socket</span>
@@ -92,758 +92,694 @@
 </span><span id="L-5"><a href="#L-5"><span class="linenos">  5</span></a><span class="kn">import</span> <span class="nn">platform</span>
 </span><span id="L-6"><a href="#L-6"><span class="linenos">  6</span></a><span class="kn">import</span> <span class="nn">warnings</span>
 </span><span id="L-7"><a href="#L-7"><span class="linenos">  7</span></a><span class="kn">import</span> <span class="nn">re</span>
-</span><span id="L-8"><a href="#L-8"><span class="linenos">  8</span></a><span class="kn">import</span> <span class="nn">gc</span>
-</span><span id="L-9"><a href="#L-9"><span class="linenos">  9</span></a><span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
-</span><span id="L-10"><a href="#L-10"><span class="linenos"> 10</span></a><span class="kn">from</span> <span class="nn">..obs</span> <span class="kn">import</span> <span class="n">Obs</span>
-</span><span id="L-11"><a href="#L-11"><span class="linenos"> 11</span></a><span class="kn">from</span> <span class="nn">..covobs</span> <span class="kn">import</span> <span class="n">Covobs</span>
-</span><span id="L-12"><a href="#L-12"><span class="linenos"> 12</span></a><span class="kn">from</span> <span class="nn">..correlators</span> <span class="kn">import</span> <span class="n">Corr</span>
-</span><span id="L-13"><a href="#L-13"><span class="linenos"> 13</span></a><span class="kn">from</span> <span class="nn">..misc</span> <span class="kn">import</span> <span class="n">_assert_equal_properties</span>
-</span><span id="L-14"><a href="#L-14"><span class="linenos"> 14</span></a><span class="kn">from</span> <span class="nn">..</span> <span class="kn">import</span> <span class="n">version</span> <span class="k">as</span> <span class="n">pyerrorsversion</span>
+</span><span id="L-8"><a href="#L-8"><span class="linenos">  8</span></a><span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
+</span><span id="L-9"><a href="#L-9"><span class="linenos">  9</span></a><span class="kn">from</span> <span class="nn">..obs</span> <span class="kn">import</span> <span class="n">Obs</span>
+</span><span id="L-10"><a href="#L-10"><span class="linenos"> 10</span></a><span class="kn">from</span> <span class="nn">..covobs</span> <span class="kn">import</span> <span class="n">Covobs</span>
+</span><span id="L-11"><a href="#L-11"><span class="linenos"> 11</span></a><span class="kn">from</span> <span class="nn">..correlators</span> <span class="kn">import</span> <span class="n">Corr</span>
+</span><span id="L-12"><a href="#L-12"><span class="linenos"> 12</span></a><span class="kn">from</span> <span class="nn">..misc</span> <span class="kn">import</span> <span class="n">_assert_equal_properties</span>
+</span><span id="L-13"><a href="#L-13"><span class="linenos"> 13</span></a><span class="kn">from</span> <span class="nn">..</span> <span class="kn">import</span> <span class="n">version</span> <span class="k">as</span> <span class="n">pyerrorsversion</span>
+</span><span id="L-14"><a href="#L-14"><span class="linenos"> 14</span></a>
 </span><span id="L-15"><a href="#L-15"><span class="linenos"> 15</span></a>
-</span><span id="L-16"><a href="#L-16"><span class="linenos"> 16</span></a>
-</span><span id="L-17"><a href="#L-17"><span class="linenos"> 17</span></a><span class="k">def</span> <span class="nf">create_json_string</span><span class="p">(</span><span class="n">ol</span><span class="p">,</span> <span class="n">description</span><span class="o">=</span><span class="s1">&#39;&#39;</span><span class="p">,</span> <span class="n">indent</span><span class="o">=</span><span class="mi">1</span><span class="p">):</span>
-</span><span id="L-18"><a href="#L-18"><span class="linenos"> 18</span></a>    <span class="sd">&quot;&quot;&quot;Generate the string for the export of a list of Obs or structures containing Obs</span>
-</span><span id="L-19"><a href="#L-19"><span class="linenos"> 19</span></a><span class="sd">    to a .json(.gz) file</span>
-</span><span id="L-20"><a href="#L-20"><span class="linenos"> 20</span></a>
-</span><span id="L-21"><a href="#L-21"><span class="linenos"> 21</span></a><span class="sd">    Parameters</span>
-</span><span id="L-22"><a href="#L-22"><span class="linenos"> 22</span></a><span class="sd">    ----------</span>
-</span><span id="L-23"><a href="#L-23"><span class="linenos"> 23</span></a><span class="sd">    ol : list</span>
-</span><span id="L-24"><a href="#L-24"><span class="linenos"> 24</span></a><span class="sd">        List of objects that will be exported. At the moment, these objects can be</span>
-</span><span id="L-25"><a href="#L-25"><span class="linenos"> 25</span></a><span class="sd">        either of: Obs, list, numpy.ndarray, Corr.</span>
-</span><span id="L-26"><a href="#L-26"><span class="linenos"> 26</span></a><span class="sd">        All Obs inside a structure have to be defined on the same set of configurations.</span>
-</span><span id="L-27"><a href="#L-27"><span class="linenos"> 27</span></a><span class="sd">    description : str</span>
-</span><span id="L-28"><a href="#L-28"><span class="linenos"> 28</span></a><span class="sd">        Optional string that describes the contents of the json file.</span>
-</span><span id="L-29"><a href="#L-29"><span class="linenos"> 29</span></a><span class="sd">    indent : int</span>
-</span><span id="L-30"><a href="#L-30"><span class="linenos"> 30</span></a><span class="sd">        Specify the indentation level of the json file. None or 0 is permissible and</span>
-</span><span id="L-31"><a href="#L-31"><span class="linenos"> 31</span></a><span class="sd">        saves disk space.</span>
-</span><span id="L-32"><a href="#L-32"><span class="linenos"> 32</span></a><span class="sd">    &quot;&quot;&quot;</span>
-</span><span id="L-33"><a href="#L-33"><span class="linenos"> 33</span></a>
-</span><span id="L-34"><a href="#L-34"><span class="linenos"> 34</span></a>    <span class="k">def</span> <span class="nf">_default</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">obj</span><span class="p">):</span>
-</span><span id="L-35"><a href="#L-35"><span class="linenos"> 35</span></a>        <span class="k">return</span> <span class="nb">str</span><span class="p">(</span><span class="n">obj</span><span class="p">)</span>
-</span><span id="L-36"><a href="#L-36"><span class="linenos"> 36</span></a>    <span class="n">my_encoder</span> <span class="o">=</span> <span class="n">json</span><span class="o">.</span><span class="n">JSONEncoder</span>
-</span><span id="L-37"><a href="#L-37"><span class="linenos"> 37</span></a>    <span class="n">_default</span><span class="o">.</span><span class="n">default</span> <span class="o">=</span> <span class="n">json</span><span class="o">.</span><span class="n">JSONEncoder</span><span class="p">()</span><span class="o">.</span><span class="n">default</span>
-</span><span id="L-38"><a href="#L-38"><span class="linenos"> 38</span></a>    <span class="n">my_encoder</span><span class="o">.</span><span class="n">default</span> <span class="o">=</span> <span class="n">_default</span>
-</span><span id="L-39"><a href="#L-39"><span class="linenos"> 39</span></a>
-</span><span id="L-40"><a href="#L-40"><span class="linenos"> 40</span></a>    <span class="k">class</span> <span class="nc">Deltalist</span><span class="p">:</span>
-</span><span id="L-41"><a href="#L-41"><span class="linenos"> 41</span></a>        <span class="vm">__slots__</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;cnfg&#39;</span><span class="p">,</span> <span class="s1">&#39;deltas&#39;</span><span class="p">]</span>
-</span><span id="L-42"><a href="#L-42"><span class="linenos"> 42</span></a>
-</span><span id="L-43"><a href="#L-43"><span class="linenos"> 43</span></a>        <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">li</span><span class="p">):</span>
-</span><span id="L-44"><a href="#L-44"><span class="linenos"> 44</span></a>            <span class="bp">self</span><span class="o">.</span><span class="n">cnfg</span> <span class="o">=</span> <span class="n">li</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
-</span><span id="L-45"><a href="#L-45"><span class="linenos"> 45</span></a>            <span class="bp">self</span><span class="o">.</span><span class="n">deltas</span> <span class="o">=</span> <span class="n">li</span><span class="p">[</span><span class="mi">1</span><span class="p">:]</span>
-</span><span id="L-46"><a href="#L-46"><span class="linenos"> 46</span></a>
-</span><span id="L-47"><a href="#L-47"><span class="linenos"> 47</span></a>        <span class="k">def</span> <span class="fm">__repr__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
-</span><span id="L-48"><a href="#L-48"><span class="linenos"> 48</span></a>            <span class="n">s</span> <span class="o">=</span> <span class="s1">&#39;[</span><span class="si">%d</span><span class="s1">&#39;</span> <span class="o">%</span> <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">cnfg</span><span class="p">)</span>
-</span><span id="L-49"><a href="#L-49"><span class="linenos"> 49</span></a>            <span class="k">for</span> <span class="n">d</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">deltas</span><span class="p">:</span>
-</span><span id="L-50"><a href="#L-50"><span class="linenos"> 50</span></a>                <span class="n">s</span> <span class="o">+=</span> <span class="s1">&#39;, </span><span class="si">%1.15e</span><span class="s1">&#39;</span> <span class="o">%</span> <span class="p">(</span><span class="n">d</span><span class="p">)</span>
-</span><span id="L-51"><a href="#L-51"><span class="linenos"> 51</span></a>            <span class="n">s</span> <span class="o">+=</span> <span class="s1">&#39;]&#39;</span>
-</span><span id="L-52"><a href="#L-52"><span class="linenos"> 52</span></a>            <span class="k">return</span> <span class="n">s</span>
-</span><span id="L-53"><a href="#L-53"><span class="linenos"> 53</span></a>
-</span><span id="L-54"><a href="#L-54"><span class="linenos"> 54</span></a>        <span class="k">def</span> <span class="fm">__str__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
-</span><span id="L-55"><a href="#L-55"><span class="linenos"> 55</span></a>            <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="fm">__repr__</span><span class="p">()</span>
-</span><span id="L-56"><a href="#L-56"><span class="linenos"> 56</span></a>
-</span><span id="L-57"><a href="#L-57"><span class="linenos"> 57</span></a>    <span class="k">class</span> <span class="nc">Floatlist</span><span class="p">:</span>
-</span><span id="L-58"><a href="#L-58"><span class="linenos"> 58</span></a>        <span class="vm">__slots__</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;li&#39;</span><span class="p">]</span>
-</span><span id="L-59"><a href="#L-59"><span class="linenos"> 59</span></a>
-</span><span id="L-60"><a href="#L-60"><span class="linenos"> 60</span></a>        <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">li</span><span class="p">):</span>
-</span><span id="L-61"><a href="#L-61"><span class="linenos"> 61</span></a>            <span class="bp">self</span><span class="o">.</span><span class="n">li</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">li</span><span class="p">)</span>
-</span><span id="L-62"><a href="#L-62"><span class="linenos"> 62</span></a>
-</span><span id="L-63"><a href="#L-63"><span class="linenos"> 63</span></a>        <span class="k">def</span> <span class="fm">__repr__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
-</span><span id="L-64"><a href="#L-64"><span class="linenos"> 64</span></a>            <span class="n">s</span> <span class="o">=</span> <span class="s1">&#39;[&#39;</span>
-</span><span id="L-65"><a href="#L-65"><span class="linenos"> 65</span></a>            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">li</span><span class="p">)):</span>
-</span><span id="L-66"><a href="#L-66"><span class="linenos"> 66</span></a>                <span class="k">if</span> <span class="n">i</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
-</span><span id="L-67"><a href="#L-67"><span class="linenos"> 67</span></a>                    <span class="n">s</span> <span class="o">+=</span> <span class="s1">&#39;, &#39;</span>
-</span><span id="L-68"><a href="#L-68"><span class="linenos"> 68</span></a>                <span class="n">s</span> <span class="o">+=</span> <span class="s1">&#39;</span><span class="si">%1.15e</span><span class="s1">&#39;</span> <span class="o">%</span> <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">li</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
-</span><span id="L-69"><a href="#L-69"><span class="linenos"> 69</span></a>            <span class="n">s</span> <span class="o">+=</span> <span class="s1">&#39;]&#39;</span>
-</span><span id="L-70"><a href="#L-70"><span class="linenos"> 70</span></a>            <span class="k">return</span> <span class="n">s</span>
-</span><span id="L-71"><a href="#L-71"><span class="linenos"> 71</span></a>
-</span><span id="L-72"><a href="#L-72"><span class="linenos"> 72</span></a>        <span class="k">def</span> <span class="fm">__str__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
-</span><span id="L-73"><a href="#L-73"><span class="linenos"> 73</span></a>            <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="fm">__repr__</span><span class="p">()</span>
-</span><span id="L-74"><a href="#L-74"><span class="linenos"> 74</span></a>
-</span><span id="L-75"><a href="#L-75"><span class="linenos"> 75</span></a>    <span class="k">def</span> <span class="nf">_gen_data_d_from_list</span><span class="p">(</span><span class="n">ol</span><span class="p">):</span>
-</span><span id="L-76"><a href="#L-76"><span class="linenos"> 76</span></a>        <span class="n">dl</span> <span class="o">=</span> <span class="p">[]</span>
-</span><span id="L-77"><a href="#L-77"><span class="linenos"> 77</span></a>        <span class="k">for</span> <span class="n">name</span> <span class="ow">in</span> <span class="n">ol</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">mc_names</span><span class="p">:</span>
-</span><span id="L-78"><a href="#L-78"><span class="linenos"> 78</span></a>            <span class="n">ed</span> <span class="o">=</span> <span class="p">{}</span>
-</span><span id="L-79"><a href="#L-79"><span class="linenos"> 79</span></a>            <span class="n">ed</span><span class="p">[</span><span class="s1">&#39;id&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">name</span>
-</span><span id="L-80"><a href="#L-80"><span class="linenos"> 80</span></a>            <span class="n">ed</span><span class="p">[</span><span class="s1">&#39;replica&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="p">[]</span>
-</span><span id="L-81"><a href="#L-81"><span class="linenos"> 81</span></a>            <span class="k">for</span> <span class="n">r_name</span> <span class="ow">in</span> <span class="n">ol</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">e_content</span><span class="p">[</span><span class="n">name</span><span class="p">]:</span>
-</span><span id="L-82"><a href="#L-82"><span class="linenos"> 82</span></a>                <span class="n">rd</span> <span class="o">=</span> <span class="p">{}</span>
-</span><span id="L-83"><a href="#L-83"><span class="linenos"> 83</span></a>                <span class="n">rd</span><span class="p">[</span><span class="s1">&#39;name&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">r_name</span>
-</span><span id="L-84"><a href="#L-84"><span class="linenos"> 84</span></a>                <span class="k">if</span> <span class="n">ol</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">is_merged</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">r_name</span><span class="p">,</span> <span class="kc">False</span><span class="p">):</span>
-</span><span id="L-85"><a href="#L-85"><span class="linenos"> 85</span></a>                    <span class="n">rd</span><span class="p">[</span><span class="s1">&#39;is_merged&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="kc">True</span>
-</span><span id="L-86"><a href="#L-86"><span class="linenos"> 86</span></a>                <span class="n">rd</span><span class="p">[</span><span class="s1">&#39;deltas&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="p">[]</span>
-</span><span id="L-87"><a href="#L-87"><span class="linenos"> 87</span></a>                <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">ol</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">idl</span><span class="p">[</span><span class="n">r_name</span><span class="p">])):</span>
-</span><span id="L-88"><a href="#L-88"><span class="linenos"> 88</span></a>                    <span class="n">rd</span><span class="p">[</span><span class="s1">&#39;deltas&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">ol</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">idl</span><span class="p">[</span><span class="n">r_name</span><span class="p">][</span><span class="n">i</span><span class="p">]])</span>
-</span><span id="L-89"><a href="#L-89"><span class="linenos"> 89</span></a>                    <span class="k">for</span> <span class="n">o</span> <span class="ow">in</span> <span class="n">ol</span><span class="p">:</span>
-</span><span id="L-90"><a href="#L-90"><span class="linenos"> 90</span></a>                        <span class="n">rd</span><span class="p">[</span><span class="s1">&#39;deltas&#39;</span><span class="p">][</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">o</span><span class="o">.</span><span class="n">deltas</span><span class="p">[</span><span class="n">r_name</span><span class="p">][</span><span class="n">i</span><span class="p">])</span>
-</span><span id="L-91"><a href="#L-91"><span class="linenos"> 91</span></a>                    <span class="n">rd</span><span class="p">[</span><span class="s1">&#39;deltas&#39;</span><span class="p">][</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span> <span class="o">=</span> <span class="n">Deltalist</span><span class="p">(</span><span class="n">rd</span><span class="p">[</span><span class="s1">&#39;deltas&#39;</span><span class="p">][</span><span class="o">-</span><span class="mi">1</span><span class="p">])</span>
-</span><span id="L-92"><a href="#L-92"><span class="linenos"> 92</span></a>                <span class="n">ed</span><span class="p">[</span><span class="s1">&#39;replica&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">rd</span><span class="p">)</span>
-</span><span id="L-93"><a href="#L-93"><span class="linenos"> 93</span></a>            <span class="n">dl</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">ed</span><span class="p">)</span>
-</span><span id="L-94"><a href="#L-94"><span class="linenos"> 94</span></a>        <span class="k">return</span> <span class="n">dl</span>
-</span><span id="L-95"><a href="#L-95"><span class="linenos"> 95</span></a>
-</span><span id="L-96"><a href="#L-96"><span class="linenos"> 96</span></a>    <span class="k">def</span> <span class="nf">_gen_cdata_d_from_list</span><span class="p">(</span><span class="n">ol</span><span class="p">):</span>
-</span><span id="L-97"><a href="#L-97"><span class="linenos"> 97</span></a>        <span class="n">dl</span> <span class="o">=</span> <span class="p">[]</span>
-</span><span id="L-98"><a href="#L-98"><span class="linenos"> 98</span></a>        <span class="k">for</span> <span class="n">name</span> <span class="ow">in</span> <span class="n">ol</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">cov_names</span><span class="p">:</span>
-</span><span id="L-99"><a href="#L-99"><span class="linenos"> 99</span></a>            <span class="n">ed</span> <span class="o">=</span> <span class="p">{}</span>
-</span><span id="L-100"><a href="#L-100"><span class="linenos">100</span></a>            <span class="n">ed</span><span class="p">[</span><span class="s1">&#39;id&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">name</span>
-</span><span id="L-101"><a href="#L-101"><span class="linenos">101</span></a>            <span class="n">ed</span><span class="p">[</span><span class="s1">&#39;layout&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="nb">str</span><span class="p">(</span><span class="n">ol</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">covobs</span><span class="p">[</span><span class="n">name</span><span class="p">]</span><span class="o">.</span><span class="n">cov</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span><span class="o">.</span><span class="n">lstrip</span><span class="p">(</span><span class="s1">&#39;(&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">rstrip</span><span class="p">(</span><span class="s1">&#39;)&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">rstrip</span><span class="p">(</span><span class="s1">&#39;,&#39;</span><span class="p">)</span>
-</span><span id="L-102"><a href="#L-102"><span class="linenos">102</span></a>            <span class="n">ed</span><span class="p">[</span><span class="s1">&#39;cov&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">Floatlist</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">ravel</span><span class="p">(</span><span class="n">ol</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">covobs</span><span class="p">[</span><span class="n">name</span><span class="p">]</span><span class="o">.</span><span class="n">cov</span><span class="p">))</span>
-</span><span id="L-103"><a href="#L-103"><span class="linenos">103</span></a>            <span class="n">ncov</span> <span class="o">=</span> <span class="n">ol</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">covobs</span><span class="p">[</span><span class="n">name</span><span class="p">]</span><span class="o">.</span><span class="n">cov</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
-</span><span id="L-104"><a href="#L-104"><span class="linenos">104</span></a>            <span class="n">ed</span><span class="p">[</span><span class="s1">&#39;grad&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="p">[]</span>
-</span><span id="L-105"><a href="#L-105"><span class="linenos">105</span></a>            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">ncov</span><span class="p">):</span>
-</span><span id="L-106"><a href="#L-106"><span class="linenos">106</span></a>                <span class="n">ed</span><span class="p">[</span><span class="s1">&#39;grad&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">([])</span>
-</span><span id="L-107"><a href="#L-107"><span class="linenos">107</span></a>                <span class="k">for</span> <span class="n">o</span> <span class="ow">in</span> <span class="n">ol</span><span class="p">:</span>
-</span><span id="L-108"><a href="#L-108"><span class="linenos">108</span></a>                    <span class="n">ed</span><span class="p">[</span><span class="s1">&#39;grad&#39;</span><span class="p">][</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">o</span><span class="o">.</span><span class="n">covobs</span><span class="p">[</span><span class="n">name</span><span class="p">]</span><span class="o">.</span><span class="n">grad</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">0</span><span class="p">])</span>
-</span><span id="L-109"><a href="#L-109"><span class="linenos">109</span></a>                <span class="n">ed</span><span class="p">[</span><span class="s1">&#39;grad&#39;</span><span class="p">][</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span> <span class="o">=</span> <span class="n">Floatlist</span><span class="p">(</span><span class="n">ed</span><span class="p">[</span><span class="s1">&#39;grad&#39;</span><span class="p">][</span><span class="o">-</span><span class="mi">1</span><span class="p">])</span>
-</span><span id="L-110"><a href="#L-110"><span class="linenos">110</span></a>            <span class="n">dl</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">ed</span><span class="p">)</span>
-</span><span id="L-111"><a href="#L-111"><span class="linenos">111</span></a>        <span class="k">return</span> <span class="n">dl</span>
-</span><span id="L-112"><a href="#L-112"><span class="linenos">112</span></a>
-</span><span id="L-113"><a href="#L-113"><span class="linenos">113</span></a>    <span class="k">def</span> <span class="nf">write_Obs_to_dict</span><span class="p">(</span><span class="n">o</span><span class="p">):</span>
-</span><span id="L-114"><a href="#L-114"><span class="linenos">114</span></a>        <span class="n">d</span> <span class="o">=</span> <span class="p">{}</span>
-</span><span id="L-115"><a href="#L-115"><span class="linenos">115</span></a>        <span class="n">d</span><span class="p">[</span><span class="s1">&#39;type&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="s1">&#39;Obs&#39;</span>
-</span><span id="L-116"><a href="#L-116"><span class="linenos">116</span></a>        <span class="n">d</span><span class="p">[</span><span class="s1">&#39;layout&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="s1">&#39;1&#39;</span>
-</span><span id="L-117"><a href="#L-117"><span class="linenos">117</span></a>        <span class="k">if</span> <span class="n">o</span><span class="o">.</span><span class="n">tag</span><span class="p">:</span>
-</span><span id="L-118"><a href="#L-118"><span class="linenos">118</span></a>            <span class="n">d</span><span class="p">[</span><span class="s1">&#39;tag&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="n">o</span><span class="o">.</span><span class="n">tag</span><span class="p">]</span>
-</span><span id="L-119"><a href="#L-119"><span class="linenos">119</span></a>        <span class="k">if</span> <span class="n">o</span><span class="o">.</span><span class="n">reweighted</span><span class="p">:</span>
-</span><span id="L-120"><a href="#L-120"><span class="linenos">120</span></a>            <span class="n">d</span><span class="p">[</span><span class="s1">&#39;reweighted&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">o</span><span class="o">.</span><span class="n">reweighted</span>
-</span><span id="L-121"><a href="#L-121"><span class="linenos">121</span></a>        <span class="n">d</span><span class="p">[</span><span class="s1">&#39;value&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="n">o</span><span class="o">.</span><span class="n">value</span><span class="p">]</span>
-</span><span id="L-122"><a href="#L-122"><span class="linenos">122</span></a>        <span class="n">data</span> <span class="o">=</span> <span class="n">_gen_data_d_from_list</span><span class="p">([</span><span class="n">o</span><span class="p">])</span>
-</span><span id="L-123"><a href="#L-123"><span class="linenos">123</span></a>        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">data</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
-</span><span id="L-124"><a href="#L-124"><span class="linenos">124</span></a>            <span class="n">d</span><span class="p">[</span><span class="s1">&#39;data&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">data</span>
-</span><span id="L-125"><a href="#L-125"><span class="linenos">125</span></a>        <span class="n">cdata</span> <span class="o">=</span> <span class="n">_gen_cdata_d_from_list</span><span class="p">([</span><span class="n">o</span><span class="p">])</span>
-</span><span id="L-126"><a href="#L-126"><span class="linenos">126</span></a>        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">cdata</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
-</span><span id="L-127"><a href="#L-127"><span class="linenos">127</span></a>            <span class="n">d</span><span class="p">[</span><span class="s1">&#39;cdata&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">cdata</span>
-</span><span id="L-128"><a href="#L-128"><span class="linenos">128</span></a>        <span class="k">return</span> <span class="n">d</span>
-</span><span id="L-129"><a href="#L-129"><span class="linenos">129</span></a>
-</span><span id="L-130"><a href="#L-130"><span class="linenos">130</span></a>    <span class="k">def</span> <span class="nf">write_List_to_dict</span><span class="p">(</span><span class="n">ol</span><span class="p">):</span>
-</span><span id="L-131"><a href="#L-131"><span class="linenos">131</span></a>        <span class="n">_assert_equal_properties</span><span class="p">(</span><span class="n">ol</span><span class="p">)</span>
-</span><span id="L-132"><a href="#L-132"><span class="linenos">132</span></a>        <span class="n">d</span> <span class="o">=</span> <span class="p">{}</span>
-</span><span id="L-133"><a href="#L-133"><span class="linenos">133</span></a>        <span class="n">d</span><span class="p">[</span><span class="s1">&#39;type&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="s1">&#39;List&#39;</span>
-</span><span id="L-134"><a href="#L-134"><span class="linenos">134</span></a>        <span class="n">d</span><span class="p">[</span><span class="s1">&#39;layout&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="s1">&#39;</span><span class="si">%d</span><span class="s1">&#39;</span> <span class="o">%</span> <span class="nb">len</span><span class="p">(</span><span class="n">ol</span><span class="p">)</span>
-</span><span id="L-135"><a href="#L-135"><span class="linenos">135</span></a>        <span class="n">taglist</span> <span class="o">=</span> <span class="p">[</span><span class="n">o</span><span class="o">.</span><span class="n">tag</span> <span class="k">for</span> <span class="n">o</span> <span class="ow">in</span> <span class="n">ol</span><span class="p">]</span>
-</span><span id="L-136"><a href="#L-136"><span class="linenos">136</span></a>        <span class="k">if</span> <span class="n">np</span><span class="o">.</span><span class="n">any</span><span class="p">([</span><span class="n">tag</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span> <span class="k">for</span> <span class="n">tag</span> <span class="ow">in</span> <span class="n">taglist</span><span class="p">]):</span>
-</span><span id="L-137"><a href="#L-137"><span class="linenos">137</span></a>            <span class="n">d</span><span class="p">[</span><span class="s1">&#39;tag&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">taglist</span>
-</span><span id="L-138"><a href="#L-138"><span class="linenos">138</span></a>        <span class="k">if</span> <span class="n">ol</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">reweighted</span><span class="p">:</span>
-</span><span id="L-139"><a href="#L-139"><span class="linenos">139</span></a>            <span class="n">d</span><span class="p">[</span><span class="s1">&#39;reweighted&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">ol</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">reweighted</span>
-</span><span id="L-140"><a href="#L-140"><span class="linenos">140</span></a>        <span class="n">d</span><span class="p">[</span><span class="s1">&#39;value&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="n">o</span><span class="o">.</span><span class="n">value</span> <span class="k">for</span> <span class="n">o</span> <span class="ow">in</span> <span class="n">ol</span><span class="p">]</span>
-</span><span id="L-141"><a href="#L-141"><span class="linenos">141</span></a>        <span class="n">data</span> <span class="o">=</span> <span class="n">_gen_data_d_from_list</span><span class="p">(</span><span class="n">ol</span><span class="p">)</span>
-</span><span id="L-142"><a href="#L-142"><span class="linenos">142</span></a>        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">data</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
-</span><span id="L-143"><a href="#L-143"><span class="linenos">143</span></a>            <span class="n">d</span><span class="p">[</span><span class="s1">&#39;data&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">data</span>
-</span><span id="L-144"><a href="#L-144"><span class="linenos">144</span></a>        <span class="n">cdata</span> <span class="o">=</span> <span class="n">_gen_cdata_d_from_list</span><span class="p">(</span><span class="n">ol</span><span class="p">)</span>
-</span><span id="L-145"><a href="#L-145"><span class="linenos">145</span></a>        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">cdata</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
-</span><span id="L-146"><a href="#L-146"><span class="linenos">146</span></a>            <span class="n">d</span><span class="p">[</span><span class="s1">&#39;cdata&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">cdata</span>
-</span><span id="L-147"><a href="#L-147"><span class="linenos">147</span></a>        <span class="k">return</span> <span class="n">d</span>
-</span><span id="L-148"><a href="#L-148"><span class="linenos">148</span></a>
-</span><span id="L-149"><a href="#L-149"><span class="linenos">149</span></a>    <span class="k">def</span> <span class="nf">write_Array_to_dict</span><span class="p">(</span><span class="n">oa</span><span class="p">):</span>
-</span><span id="L-150"><a href="#L-150"><span class="linenos">150</span></a>        <span class="n">ol</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">ravel</span><span class="p">(</span><span class="n">oa</span><span class="p">)</span>
-</span><span id="L-151"><a href="#L-151"><span class="linenos">151</span></a>        <span class="n">_assert_equal_properties</span><span class="p">(</span><span class="n">ol</span><span class="p">)</span>
-</span><span id="L-152"><a href="#L-152"><span class="linenos">152</span></a>        <span class="n">d</span> <span class="o">=</span> <span class="p">{}</span>
-</span><span id="L-153"><a href="#L-153"><span class="linenos">153</span></a>        <span class="n">d</span><span class="p">[</span><span class="s1">&#39;type&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="s1">&#39;Array&#39;</span>
-</span><span id="L-154"><a href="#L-154"><span class="linenos">154</span></a>        <span class="n">d</span><span class="p">[</span><span class="s1">&#39;layout&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="nb">str</span><span class="p">(</span><span class="n">oa</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span><span class="o">.</span><span class="n">lstrip</span><span class="p">(</span><span class="s1">&#39;(&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">rstrip</span><span class="p">(</span><span class="s1">&#39;)&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">rstrip</span><span class="p">(</span><span class="s1">&#39;,&#39;</span><span class="p">)</span>
-</span><span id="L-155"><a href="#L-155"><span class="linenos">155</span></a>        <span class="n">taglist</span> <span class="o">=</span> <span class="p">[</span><span class="n">o</span><span class="o">.</span><span class="n">tag</span> <span class="k">for</span> <span class="n">o</span> <span class="ow">in</span> <span class="n">ol</span><span class="p">]</span>
-</span><span id="L-156"><a href="#L-156"><span class="linenos">156</span></a>        <span class="k">if</span> <span class="n">np</span><span class="o">.</span><span class="n">any</span><span class="p">([</span><span class="n">tag</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span> <span class="k">for</span> <span class="n">tag</span> <span class="ow">in</span> <span class="n">taglist</span><span class="p">]):</span>
-</span><span id="L-157"><a href="#L-157"><span class="linenos">157</span></a>            <span class="n">d</span><span class="p">[</span><span class="s1">&#39;tag&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">taglist</span>
-</span><span id="L-158"><a href="#L-158"><span class="linenos">158</span></a>        <span class="k">if</span> <span class="n">ol</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">reweighted</span><span class="p">:</span>
-</span><span id="L-159"><a href="#L-159"><span class="linenos">159</span></a>            <span class="n">d</span><span class="p">[</span><span class="s1">&#39;reweighted&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">ol</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">reweighted</span>
-</span><span id="L-160"><a href="#L-160"><span class="linenos">160</span></a>        <span class="n">d</span><span class="p">[</span><span class="s1">&#39;value&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="n">o</span><span class="o">.</span><span class="n">value</span> <span class="k">for</span> <span class="n">o</span> <span class="ow">in</span> <span class="n">ol</span><span class="p">]</span>
-</span><span id="L-161"><a href="#L-161"><span class="linenos">161</span></a>        <span class="n">data</span> <span class="o">=</span> <span class="n">_gen_data_d_from_list</span><span class="p">(</span><span class="n">ol</span><span class="p">)</span>
-</span><span id="L-162"><a href="#L-162"><span class="linenos">162</span></a>        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">data</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
-</span><span id="L-163"><a href="#L-163"><span class="linenos">163</span></a>            <span class="n">d</span><span class="p">[</span><span class="s1">&#39;data&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">data</span>
-</span><span id="L-164"><a href="#L-164"><span class="linenos">164</span></a>        <span class="n">cdata</span> <span class="o">=</span> <span class="n">_gen_cdata_d_from_list</span><span class="p">(</span><span class="n">ol</span><span class="p">)</span>
-</span><span id="L-165"><a href="#L-165"><span class="linenos">165</span></a>        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">cdata</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
-</span><span id="L-166"><a href="#L-166"><span class="linenos">166</span></a>            <span class="n">d</span><span class="p">[</span><span class="s1">&#39;cdata&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">cdata</span>
-</span><span id="L-167"><a href="#L-167"><span class="linenos">167</span></a>        <span class="k">return</span> <span class="n">d</span>
-</span><span id="L-168"><a href="#L-168"><span class="linenos">168</span></a>
-</span><span id="L-169"><a href="#L-169"><span class="linenos">169</span></a>    <span class="k">def</span> <span class="nf">_nan_Obs_like</span><span class="p">(</span><span class="n">obs</span><span class="p">):</span>
-</span><span id="L-170"><a href="#L-170"><span class="linenos">170</span></a>        <span class="n">samples</span> <span class="o">=</span> <span class="p">[]</span>
-</span><span id="L-171"><a href="#L-171"><span class="linenos">171</span></a>        <span class="n">names</span> <span class="o">=</span> <span class="p">[]</span>
-</span><span id="L-172"><a href="#L-172"><span class="linenos">172</span></a>        <span class="n">idl</span> <span class="o">=</span> <span class="p">[]</span>
-</span><span id="L-173"><a href="#L-173"><span class="linenos">173</span></a>        <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">obs</span><span class="o">.</span><span class="n">idl</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
-</span><span id="L-174"><a href="#L-174"><span class="linenos">174</span></a>            <span class="n">samples</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">np</span><span class="o">.</span><span class="n">nan</span><span class="p">]</span> <span class="o">*</span> <span class="nb">len</span><span class="p">(</span><span class="n">value</span><span class="p">))</span>
-</span><span id="L-175"><a href="#L-175"><span class="linenos">175</span></a>            <span class="n">names</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">key</span><span class="p">)</span>
-</span><span id="L-176"><a href="#L-176"><span class="linenos">176</span></a>            <span class="n">idl</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
-</span><span id="L-177"><a href="#L-177"><span class="linenos">177</span></a>        <span class="n">my_obs</span> <span class="o">=</span> <span class="n">Obs</span><span class="p">(</span><span class="n">samples</span><span class="p">,</span> <span class="n">names</span><span class="p">,</span> <span class="n">idl</span><span class="p">)</span>
-</span><span id="L-178"><a href="#L-178"><span class="linenos">178</span></a>        <span class="n">my_obs</span><span class="o">.</span><span class="n">_covobs</span> <span class="o">=</span> <span class="n">obs</span><span class="o">.</span><span class="n">_covobs</span>
-</span><span id="L-179"><a href="#L-179"><span class="linenos">179</span></a>        <span class="k">for</span> <span class="n">name</span> <span class="ow">in</span> <span class="n">obs</span><span class="o">.</span><span class="n">_covobs</span><span class="p">:</span>
-</span><span id="L-180"><a href="#L-180"><span class="linenos">180</span></a>            <span class="n">my_obs</span><span class="o">.</span><span class="n">names</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">name</span><span class="p">)</span>
-</span><span id="L-181"><a href="#L-181"><span class="linenos">181</span></a>        <span class="n">my_obs</span><span class="o">.</span><span class="n">reweighted</span> <span class="o">=</span> <span class="n">obs</span><span class="o">.</span><span class="n">reweighted</span>
-</span><span id="L-182"><a href="#L-182"><span class="linenos">182</span></a>        <span class="n">my_obs</span><span class="o">.</span><span class="n">is_merged</span> <span class="o">=</span> <span class="n">obs</span><span class="o">.</span><span class="n">is_merged</span>
-</span><span id="L-183"><a href="#L-183"><span class="linenos">183</span></a>        <span class="k">return</span> <span class="n">my_obs</span>
-</span><span id="L-184"><a href="#L-184"><span class="linenos">184</span></a>
-</span><span id="L-185"><a href="#L-185"><span class="linenos">185</span></a>    <span class="k">def</span> <span class="nf">write_Corr_to_dict</span><span class="p">(</span><span class="n">my_corr</span><span class="p">):</span>
-</span><span id="L-186"><a href="#L-186"><span class="linenos">186</span></a>        <span class="n">first_not_none</span> <span class="o">=</span> <span class="nb">next</span><span class="p">(</span><span class="n">i</span> <span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">my_corr</span><span class="o">.</span><span class="n">content</span><span class="p">)</span> <span class="k">if</span> <span class="n">np</span><span class="o">.</span><span class="n">all</span><span class="p">(</span><span class="n">j</span><span class="p">))</span>
-</span><span id="L-187"><a href="#L-187"><span class="linenos">187</span></a>        <span class="n">dummy_array</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">empty</span><span class="p">((</span><span class="n">my_corr</span><span class="o">.</span><span class="n">N</span><span class="p">,</span> <span class="n">my_corr</span><span class="o">.</span><span class="n">N</span><span class="p">),</span> <span class="n">dtype</span><span class="o">=</span><span class="nb">object</span><span class="p">)</span>
-</span><span id="L-188"><a href="#L-188"><span class="linenos">188</span></a>        <span class="n">dummy_array</span><span class="p">[:]</span> <span class="o">=</span> <span class="n">_nan_Obs_like</span><span class="p">(</span><span class="n">my_corr</span><span class="o">.</span><span class="n">content</span><span class="p">[</span><span class="n">first_not_none</span><span class="p">]</span><span class="o">.</span><span class="n">ravel</span><span class="p">()[</span><span class="mi">0</span><span class="p">])</span>
-</span><span id="L-189"><a href="#L-189"><span class="linenos">189</span></a>        <span class="n">content</span> <span class="o">=</span> <span class="p">[</span><span class="n">o</span> <span class="k">if</span> <span class="n">o</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span> <span class="k">else</span> <span class="n">dummy_array</span> <span class="k">for</span> <span class="n">o</span> <span class="ow">in</span> <span class="n">my_corr</span><span class="o">.</span><span class="n">content</span><span class="p">]</span>
-</span><span id="L-190"><a href="#L-190"><span class="linenos">190</span></a>        <span class="n">dat</span> <span class="o">=</span> <span class="n">write_Array_to_dict</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">content</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="nb">object</span><span class="p">))</span>
-</span><span id="L-191"><a href="#L-191"><span class="linenos">191</span></a>        <span class="n">dat</span><span class="p">[</span><span class="s1">&#39;type&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="s1">&#39;Corr&#39;</span>
-</span><span id="L-192"><a href="#L-192"><span class="linenos">192</span></a>        <span class="n">corr_meta_data</span> <span class="o">=</span> <span class="nb">str</span><span class="p">(</span><span class="n">my_corr</span><span class="o">.</span><span class="n">tag</span><span class="p">)</span>
-</span><span id="L-193"><a href="#L-193"><span class="linenos">193</span></a>        <span class="k">if</span> <span class="s1">&#39;tag&#39;</span> <span class="ow">in</span> <span class="n">dat</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
-</span><span id="L-194"><a href="#L-194"><span class="linenos">194</span></a>            <span class="n">dat</span><span class="p">[</span><span class="s1">&#39;tag&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">corr_meta_data</span><span class="p">)</span>
-</span><span id="L-195"><a href="#L-195"><span class="linenos">195</span></a>        <span class="k">else</span><span class="p">:</span>
-</span><span id="L-196"><a href="#L-196"><span class="linenos">196</span></a>            <span class="n">dat</span><span class="p">[</span><span class="s1">&#39;tag&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="n">corr_meta_data</span><span class="p">]</span>
-</span><span id="L-197"><a href="#L-197"><span class="linenos">197</span></a>        <span class="n">taglist</span> <span class="o">=</span> <span class="n">dat</span><span class="p">[</span><span class="s1">&#39;tag&#39;</span><span class="p">]</span>
-</span><span id="L-198"><a href="#L-198"><span class="linenos">198</span></a>        <span class="n">dat</span><span class="p">[</span><span class="s1">&#39;tag&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="p">{}</span>  <span class="c1"># tag is now a dictionary, that contains the previous taglist in the key &quot;tag&quot;</span>
-</span><span id="L-199"><a href="#L-199"><span class="linenos">199</span></a>        <span class="n">dat</span><span class="p">[</span><span class="s1">&#39;tag&#39;</span><span class="p">][</span><span class="s1">&#39;tag&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">taglist</span>
-</span><span id="L-200"><a href="#L-200"><span class="linenos">200</span></a>        <span class="k">if</span> <span class="n">my_corr</span><span class="o">.</span><span class="n">prange</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
-</span><span id="L-201"><a href="#L-201"><span class="linenos">201</span></a>            <span class="n">dat</span><span class="p">[</span><span class="s1">&#39;tag&#39;</span><span class="p">][</span><span class="s1">&#39;prange&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">my_corr</span><span class="o">.</span><span class="n">prange</span>
-</span><span id="L-202"><a href="#L-202"><span class="linenos">202</span></a>        <span class="k">return</span> <span class="n">dat</span>
-</span><span id="L-203"><a href="#L-203"><span class="linenos">203</span></a>
-</span><span id="L-204"><a href="#L-204"><span class="linenos">204</span></a>    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">ol</span><span class="p">,</span> <span class="nb">list</span><span class="p">):</span>
-</span><span id="L-205"><a href="#L-205"><span class="linenos">205</span></a>        <span class="n">ol</span> <span class="o">=</span> <span class="p">[</span><span class="n">ol</span><span class="p">]</span>
-</span><span id="L-206"><a href="#L-206"><span class="linenos">206</span></a>
-</span><span id="L-207"><a href="#L-207"><span class="linenos">207</span></a>    <span class="n">d</span> <span class="o">=</span> <span class="p">{}</span>
-</span><span id="L-208"><a href="#L-208"><span class="linenos">208</span></a>    <span class="n">d</span><span class="p">[</span><span class="s1">&#39;program&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="s1">&#39;pyerrors </span><span class="si">%s</span><span class="s1">&#39;</span> <span class="o">%</span> <span class="p">(</span><span class="n">pyerrorsversion</span><span class="o">.</span><span class="n">__version__</span><span class="p">)</span>
-</span><span id="L-209"><a href="#L-209"><span class="linenos">209</span></a>    <span class="n">d</span><span class="p">[</span><span class="s1">&#39;version&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="s1">&#39;1.0&#39;</span>
-</span><span id="L-210"><a href="#L-210"><span class="linenos">210</span></a>    <span class="n">d</span><span class="p">[</span><span class="s1">&#39;who&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">getpass</span><span class="o">.</span><span class="n">getuser</span><span class="p">()</span>
-</span><span id="L-211"><a href="#L-211"><span class="linenos">211</span></a>    <span class="n">d</span><span class="p">[</span><span class="s1">&#39;date&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">datetime</span><span class="o">.</span><span class="n">datetime</span><span class="o">.</span><span class="n">now</span><span class="p">()</span><span class="o">.</span><span class="n">astimezone</span><span class="p">()</span><span class="o">.</span><span class="n">strftime</span><span class="p">(</span><span class="s1">&#39;%Y-%m-</span><span class="si">%d</span><span class="s1"> %H:%M:%S %z&#39;</span><span class="p">)</span>
-</span><span id="L-212"><a href="#L-212"><span class="linenos">212</span></a>    <span class="n">d</span><span class="p">[</span><span class="s1">&#39;host&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">socket</span><span class="o">.</span><span class="n">gethostname</span><span class="p">()</span> <span class="o">+</span> <span class="s1">&#39;, &#39;</span> <span class="o">+</span> <span class="n">platform</span><span class="o">.</span><span class="n">platform</span><span class="p">()</span>
+</span><span id="L-16"><a href="#L-16"><span class="linenos"> 16</span></a><span class="k">def</span> <span class="nf">create_json_string</span><span class="p">(</span><span class="n">ol</span><span class="p">,</span> <span class="n">description</span><span class="o">=</span><span class="s1">&#39;&#39;</span><span class="p">,</span> <span class="n">indent</span><span class="o">=</span><span class="mi">1</span><span class="p">):</span>
+</span><span id="L-17"><a href="#L-17"><span class="linenos"> 17</span></a>    <span class="sd">&quot;&quot;&quot;Generate the string for the export of a list of Obs or structures containing Obs</span>
+</span><span id="L-18"><a href="#L-18"><span class="linenos"> 18</span></a><span class="sd">    to a .json(.gz) file</span>
+</span><span id="L-19"><a href="#L-19"><span class="linenos"> 19</span></a>
+</span><span id="L-20"><a href="#L-20"><span class="linenos"> 20</span></a><span class="sd">    Parameters</span>
+</span><span id="L-21"><a href="#L-21"><span class="linenos"> 21</span></a><span class="sd">    ----------</span>
+</span><span id="L-22"><a href="#L-22"><span class="linenos"> 22</span></a><span class="sd">    ol : list</span>
+</span><span id="L-23"><a href="#L-23"><span class="linenos"> 23</span></a><span class="sd">        List of objects that will be exported. At the moment, these objects can be</span>
+</span><span id="L-24"><a href="#L-24"><span class="linenos"> 24</span></a><span class="sd">        either of: Obs, list, numpy.ndarray, Corr.</span>
+</span><span id="L-25"><a href="#L-25"><span class="linenos"> 25</span></a><span class="sd">        All Obs inside a structure have to be defined on the same set of configurations.</span>
+</span><span id="L-26"><a href="#L-26"><span class="linenos"> 26</span></a><span class="sd">    description : str</span>
+</span><span id="L-27"><a href="#L-27"><span class="linenos"> 27</span></a><span class="sd">        Optional string that describes the contents of the json file.</span>
+</span><span id="L-28"><a href="#L-28"><span class="linenos"> 28</span></a><span class="sd">    indent : int</span>
+</span><span id="L-29"><a href="#L-29"><span class="linenos"> 29</span></a><span class="sd">        Specify the indentation level of the json file. None or 0 is permissible and</span>
+</span><span id="L-30"><a href="#L-30"><span class="linenos"> 30</span></a><span class="sd">        saves disk space.</span>
+</span><span id="L-31"><a href="#L-31"><span class="linenos"> 31</span></a><span class="sd">    &quot;&quot;&quot;</span>
+</span><span id="L-32"><a href="#L-32"><span class="linenos"> 32</span></a>
+</span><span id="L-33"><a href="#L-33"><span class="linenos"> 33</span></a>    <span class="k">def</span> <span class="nf">_gen_data_d_from_list</span><span class="p">(</span><span class="n">ol</span><span class="p">):</span>
+</span><span id="L-34"><a href="#L-34"><span class="linenos"> 34</span></a>        <span class="n">dl</span> <span class="o">=</span> <span class="p">[]</span>
+</span><span id="L-35"><a href="#L-35"><span class="linenos"> 35</span></a>        <span class="k">for</span> <span class="n">name</span> <span class="ow">in</span> <span class="n">ol</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">mc_names</span><span class="p">:</span>
+</span><span id="L-36"><a href="#L-36"><span class="linenos"> 36</span></a>            <span class="n">ed</span> <span class="o">=</span> <span class="p">{}</span>
+</span><span id="L-37"><a href="#L-37"><span class="linenos"> 37</span></a>            <span class="n">ed</span><span class="p">[</span><span class="s1">&#39;id&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">name</span>
+</span><span id="L-38"><a href="#L-38"><span class="linenos"> 38</span></a>            <span class="n">ed</span><span class="p">[</span><span class="s1">&#39;replica&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="p">[]</span>
+</span><span id="L-39"><a href="#L-39"><span class="linenos"> 39</span></a>            <span class="k">for</span> <span class="n">r_name</span> <span class="ow">in</span> <span class="n">ol</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">e_content</span><span class="p">[</span><span class="n">name</span><span class="p">]:</span>
+</span><span id="L-40"><a href="#L-40"><span class="linenos"> 40</span></a>                <span class="n">rd</span> <span class="o">=</span> <span class="p">{}</span>
+</span><span id="L-41"><a href="#L-41"><span class="linenos"> 41</span></a>                <span class="n">rd</span><span class="p">[</span><span class="s1">&#39;name&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">r_name</span>
+</span><span id="L-42"><a href="#L-42"><span class="linenos"> 42</span></a>                <span class="k">if</span> <span class="n">ol</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">is_merged</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">r_name</span><span class="p">,</span> <span class="kc">False</span><span class="p">):</span>
+</span><span id="L-43"><a href="#L-43"><span class="linenos"> 43</span></a>                    <span class="n">rd</span><span class="p">[</span><span class="s1">&#39;is_merged&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="kc">True</span>
+</span><span id="L-44"><a href="#L-44"><span class="linenos"> 44</span></a>                <span class="n">rd</span><span class="p">[</span><span class="s1">&#39;deltas&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="p">[]</span>
+</span><span id="L-45"><a href="#L-45"><span class="linenos"> 45</span></a>                <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">ol</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">idl</span><span class="p">[</span><span class="n">r_name</span><span class="p">])):</span>
+</span><span id="L-46"><a href="#L-46"><span class="linenos"> 46</span></a>                    <span class="n">rd</span><span class="p">[</span><span class="s1">&#39;deltas&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">ol</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">idl</span><span class="p">[</span><span class="n">r_name</span><span class="p">][</span><span class="n">i</span><span class="p">]])</span>
+</span><span id="L-47"><a href="#L-47"><span class="linenos"> 47</span></a>                    <span class="k">for</span> <span class="n">o</span> <span class="ow">in</span> <span class="n">ol</span><span class="p">:</span>
+</span><span id="L-48"><a href="#L-48"><span class="linenos"> 48</span></a>                        <span class="n">rd</span><span class="p">[</span><span class="s1">&#39;deltas&#39;</span><span class="p">][</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">o</span><span class="o">.</span><span class="n">deltas</span><span class="p">[</span><span class="n">r_name</span><span class="p">][</span><span class="n">i</span><span class="p">])</span>
+</span><span id="L-49"><a href="#L-49"><span class="linenos"> 49</span></a>                <span class="n">ed</span><span class="p">[</span><span class="s1">&#39;replica&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">rd</span><span class="p">)</span>
+</span><span id="L-50"><a href="#L-50"><span class="linenos"> 50</span></a>            <span class="n">dl</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">ed</span><span class="p">)</span>
+</span><span id="L-51"><a href="#L-51"><span class="linenos"> 51</span></a>        <span class="k">return</span> <span class="n">dl</span>
+</span><span id="L-52"><a href="#L-52"><span class="linenos"> 52</span></a>
+</span><span id="L-53"><a href="#L-53"><span class="linenos"> 53</span></a>    <span class="k">def</span> <span class="nf">_gen_cdata_d_from_list</span><span class="p">(</span><span class="n">ol</span><span class="p">):</span>
+</span><span id="L-54"><a href="#L-54"><span class="linenos"> 54</span></a>        <span class="n">dl</span> <span class="o">=</span> <span class="p">[]</span>
+</span><span id="L-55"><a href="#L-55"><span class="linenos"> 55</span></a>        <span class="k">for</span> <span class="n">name</span> <span class="ow">in</span> <span class="n">ol</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">cov_names</span><span class="p">:</span>
+</span><span id="L-56"><a href="#L-56"><span class="linenos"> 56</span></a>            <span class="n">ed</span> <span class="o">=</span> <span class="p">{}</span>
+</span><span id="L-57"><a href="#L-57"><span class="linenos"> 57</span></a>            <span class="n">ed</span><span class="p">[</span><span class="s1">&#39;id&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">name</span>
+</span><span id="L-58"><a href="#L-58"><span class="linenos"> 58</span></a>            <span class="n">ed</span><span class="p">[</span><span class="s1">&#39;layout&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="nb">str</span><span class="p">(</span><span class="n">ol</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">covobs</span><span class="p">[</span><span class="n">name</span><span class="p">]</span><span class="o">.</span><span class="n">cov</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span><span class="o">.</span><span class="n">lstrip</span><span class="p">(</span><span class="s1">&#39;(&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">rstrip</span><span class="p">(</span><span class="s1">&#39;)&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">rstrip</span><span class="p">(</span><span class="s1">&#39;,&#39;</span><span class="p">)</span>
+</span><span id="L-59"><a href="#L-59"><span class="linenos"> 59</span></a>            <span class="n">ed</span><span class="p">[</span><span class="s1">&#39;cov&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">ravel</span><span class="p">(</span><span class="n">ol</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">covobs</span><span class="p">[</span><span class="n">name</span><span class="p">]</span><span class="o">.</span><span class="n">cov</span><span class="p">))</span>
+</span><span id="L-60"><a href="#L-60"><span class="linenos"> 60</span></a>            <span class="n">ncov</span> <span class="o">=</span> <span class="n">ol</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">covobs</span><span class="p">[</span><span class="n">name</span><span class="p">]</span><span class="o">.</span><span class="n">cov</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+</span><span id="L-61"><a href="#L-61"><span class="linenos"> 61</span></a>            <span class="n">ed</span><span class="p">[</span><span class="s1">&#39;grad&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="p">[]</span>
+</span><span id="L-62"><a href="#L-62"><span class="linenos"> 62</span></a>            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">ncov</span><span class="p">):</span>
+</span><span id="L-63"><a href="#L-63"><span class="linenos"> 63</span></a>                <span class="n">ed</span><span class="p">[</span><span class="s1">&#39;grad&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">([])</span>
+</span><span id="L-64"><a href="#L-64"><span class="linenos"> 64</span></a>                <span class="k">for</span> <span class="n">o</span> <span class="ow">in</span> <span class="n">ol</span><span class="p">:</span>
+</span><span id="L-65"><a href="#L-65"><span class="linenos"> 65</span></a>                    <span class="n">ed</span><span class="p">[</span><span class="s1">&#39;grad&#39;</span><span class="p">][</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">o</span><span class="o">.</span><span class="n">covobs</span><span class="p">[</span><span class="n">name</span><span class="p">]</span><span class="o">.</span><span class="n">grad</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">0</span><span class="p">])</span>
+</span><span id="L-66"><a href="#L-66"><span class="linenos"> 66</span></a>            <span class="n">dl</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">ed</span><span class="p">)</span>
+</span><span id="L-67"><a href="#L-67"><span class="linenos"> 67</span></a>        <span class="k">return</span> <span class="n">dl</span>
+</span><span id="L-68"><a href="#L-68"><span class="linenos"> 68</span></a>
+</span><span id="L-69"><a href="#L-69"><span class="linenos"> 69</span></a>    <span class="k">def</span> <span class="nf">write_Obs_to_dict</span><span class="p">(</span><span class="n">o</span><span class="p">):</span>
+</span><span id="L-70"><a href="#L-70"><span class="linenos"> 70</span></a>        <span class="n">d</span> <span class="o">=</span> <span class="p">{}</span>
+</span><span id="L-71"><a href="#L-71"><span class="linenos"> 71</span></a>        <span class="n">d</span><span class="p">[</span><span class="s1">&#39;type&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="s1">&#39;Obs&#39;</span>
+</span><span id="L-72"><a href="#L-72"><span class="linenos"> 72</span></a>        <span class="n">d</span><span class="p">[</span><span class="s1">&#39;layout&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="s1">&#39;1&#39;</span>
+</span><span id="L-73"><a href="#L-73"><span class="linenos"> 73</span></a>        <span class="k">if</span> <span class="n">o</span><span class="o">.</span><span class="n">tag</span><span class="p">:</span>
+</span><span id="L-74"><a href="#L-74"><span class="linenos"> 74</span></a>            <span class="n">d</span><span class="p">[</span><span class="s1">&#39;tag&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="n">o</span><span class="o">.</span><span class="n">tag</span><span class="p">]</span>
+</span><span id="L-75"><a href="#L-75"><span class="linenos"> 75</span></a>        <span class="k">if</span> <span class="n">o</span><span class="o">.</span><span class="n">reweighted</span><span class="p">:</span>
+</span><span id="L-76"><a href="#L-76"><span class="linenos"> 76</span></a>            <span class="n">d</span><span class="p">[</span><span class="s1">&#39;reweighted&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">o</span><span class="o">.</span><span class="n">reweighted</span>
+</span><span id="L-77"><a href="#L-77"><span class="linenos"> 77</span></a>        <span class="n">d</span><span class="p">[</span><span class="s1">&#39;value&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="n">o</span><span class="o">.</span><span class="n">value</span><span class="p">]</span>
+</span><span id="L-78"><a href="#L-78"><span class="linenos"> 78</span></a>        <span class="n">data</span> <span class="o">=</span> <span class="n">_gen_data_d_from_list</span><span class="p">([</span><span class="n">o</span><span class="p">])</span>
+</span><span id="L-79"><a href="#L-79"><span class="linenos"> 79</span></a>        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">data</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+</span><span id="L-80"><a href="#L-80"><span class="linenos"> 80</span></a>            <span class="n">d</span><span class="p">[</span><span class="s1">&#39;data&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">data</span>
+</span><span id="L-81"><a href="#L-81"><span class="linenos"> 81</span></a>        <span class="n">cdata</span> <span class="o">=</span> <span class="n">_gen_cdata_d_from_list</span><span class="p">([</span><span class="n">o</span><span class="p">])</span>
+</span><span id="L-82"><a href="#L-82"><span class="linenos"> 82</span></a>        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">cdata</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+</span><span id="L-83"><a href="#L-83"><span class="linenos"> 83</span></a>            <span class="n">d</span><span class="p">[</span><span class="s1">&#39;cdata&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">cdata</span>
+</span><span id="L-84"><a href="#L-84"><span class="linenos"> 84</span></a>        <span class="k">return</span> <span class="n">d</span>
+</span><span id="L-85"><a href="#L-85"><span class="linenos"> 85</span></a>
+</span><span id="L-86"><a href="#L-86"><span class="linenos"> 86</span></a>    <span class="k">def</span> <span class="nf">write_List_to_dict</span><span class="p">(</span><span class="n">ol</span><span class="p">):</span>
+</span><span id="L-87"><a href="#L-87"><span class="linenos"> 87</span></a>        <span class="n">_assert_equal_properties</span><span class="p">(</span><span class="n">ol</span><span class="p">)</span>
+</span><span id="L-88"><a href="#L-88"><span class="linenos"> 88</span></a>        <span class="n">d</span> <span class="o">=</span> <span class="p">{}</span>
+</span><span id="L-89"><a href="#L-89"><span class="linenos"> 89</span></a>        <span class="n">d</span><span class="p">[</span><span class="s1">&#39;type&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="s1">&#39;List&#39;</span>
+</span><span id="L-90"><a href="#L-90"><span class="linenos"> 90</span></a>        <span class="n">d</span><span class="p">[</span><span class="s1">&#39;layout&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="s1">&#39;</span><span class="si">%d</span><span class="s1">&#39;</span> <span class="o">%</span> <span class="nb">len</span><span class="p">(</span><span class="n">ol</span><span class="p">)</span>
+</span><span id="L-91"><a href="#L-91"><span class="linenos"> 91</span></a>        <span class="n">taglist</span> <span class="o">=</span> <span class="p">[</span><span class="n">o</span><span class="o">.</span><span class="n">tag</span> <span class="k">for</span> <span class="n">o</span> <span class="ow">in</span> <span class="n">ol</span><span class="p">]</span>
+</span><span id="L-92"><a href="#L-92"><span class="linenos"> 92</span></a>        <span class="k">if</span> <span class="n">np</span><span class="o">.</span><span class="n">any</span><span class="p">([</span><span class="n">tag</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span> <span class="k">for</span> <span class="n">tag</span> <span class="ow">in</span> <span class="n">taglist</span><span class="p">]):</span>
+</span><span id="L-93"><a href="#L-93"><span class="linenos"> 93</span></a>            <span class="n">d</span><span class="p">[</span><span class="s1">&#39;tag&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">taglist</span>
+</span><span id="L-94"><a href="#L-94"><span class="linenos"> 94</span></a>        <span class="k">if</span> <span class="n">ol</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">reweighted</span><span class="p">:</span>
+</span><span id="L-95"><a href="#L-95"><span class="linenos"> 95</span></a>            <span class="n">d</span><span class="p">[</span><span class="s1">&#39;reweighted&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">ol</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">reweighted</span>
+</span><span id="L-96"><a href="#L-96"><span class="linenos"> 96</span></a>        <span class="n">d</span><span class="p">[</span><span class="s1">&#39;value&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="n">o</span><span class="o">.</span><span class="n">value</span> <span class="k">for</span> <span class="n">o</span> <span class="ow">in</span> <span class="n">ol</span><span class="p">]</span>
+</span><span id="L-97"><a href="#L-97"><span class="linenos"> 97</span></a>        <span class="n">data</span> <span class="o">=</span> <span class="n">_gen_data_d_from_list</span><span class="p">(</span><span class="n">ol</span><span class="p">)</span>
+</span><span id="L-98"><a href="#L-98"><span class="linenos"> 98</span></a>        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">data</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+</span><span id="L-99"><a href="#L-99"><span class="linenos"> 99</span></a>            <span class="n">d</span><span class="p">[</span><span class="s1">&#39;data&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">data</span>
+</span><span id="L-100"><a href="#L-100"><span class="linenos">100</span></a>        <span class="n">cdata</span> <span class="o">=</span> <span class="n">_gen_cdata_d_from_list</span><span class="p">(</span><span class="n">ol</span><span class="p">)</span>
+</span><span id="L-101"><a href="#L-101"><span class="linenos">101</span></a>        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">cdata</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+</span><span id="L-102"><a href="#L-102"><span class="linenos">102</span></a>            <span class="n">d</span><span class="p">[</span><span class="s1">&#39;cdata&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">cdata</span>
+</span><span id="L-103"><a href="#L-103"><span class="linenos">103</span></a>        <span class="k">return</span> <span class="n">d</span>
+</span><span id="L-104"><a href="#L-104"><span class="linenos">104</span></a>
+</span><span id="L-105"><a href="#L-105"><span class="linenos">105</span></a>    <span class="k">def</span> <span class="nf">write_Array_to_dict</span><span class="p">(</span><span class="n">oa</span><span class="p">):</span>
+</span><span id="L-106"><a href="#L-106"><span class="linenos">106</span></a>        <span class="n">ol</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">ravel</span><span class="p">(</span><span class="n">oa</span><span class="p">)</span>
+</span><span id="L-107"><a href="#L-107"><span class="linenos">107</span></a>        <span class="n">_assert_equal_properties</span><span class="p">(</span><span class="n">ol</span><span class="p">)</span>
+</span><span id="L-108"><a href="#L-108"><span class="linenos">108</span></a>        <span class="n">d</span> <span class="o">=</span> <span class="p">{}</span>
+</span><span id="L-109"><a href="#L-109"><span class="linenos">109</span></a>        <span class="n">d</span><span class="p">[</span><span class="s1">&#39;type&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="s1">&#39;Array&#39;</span>
+</span><span id="L-110"><a href="#L-110"><span class="linenos">110</span></a>        <span class="n">d</span><span class="p">[</span><span class="s1">&#39;layout&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="nb">str</span><span class="p">(</span><span class="n">oa</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span><span class="o">.</span><span class="n">lstrip</span><span class="p">(</span><span class="s1">&#39;(&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">rstrip</span><span class="p">(</span><span class="s1">&#39;)&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">rstrip</span><span class="p">(</span><span class="s1">&#39;,&#39;</span><span class="p">)</span>
+</span><span id="L-111"><a href="#L-111"><span class="linenos">111</span></a>        <span class="n">taglist</span> <span class="o">=</span> <span class="p">[</span><span class="n">o</span><span class="o">.</span><span class="n">tag</span> <span class="k">for</span> <span class="n">o</span> <span class="ow">in</span> <span class="n">ol</span><span class="p">]</span>
+</span><span id="L-112"><a href="#L-112"><span class="linenos">112</span></a>        <span class="k">if</span> <span class="n">np</span><span class="o">.</span><span class="n">any</span><span class="p">([</span><span class="n">tag</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span> <span class="k">for</span> <span class="n">tag</span> <span class="ow">in</span> <span class="n">taglist</span><span class="p">]):</span>
+</span><span id="L-113"><a href="#L-113"><span class="linenos">113</span></a>            <span class="n">d</span><span class="p">[</span><span class="s1">&#39;tag&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">taglist</span>
+</span><span id="L-114"><a href="#L-114"><span class="linenos">114</span></a>        <span class="k">if</span> <span class="n">ol</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">reweighted</span><span class="p">:</span>
+</span><span id="L-115"><a href="#L-115"><span class="linenos">115</span></a>            <span class="n">d</span><span class="p">[</span><span class="s1">&#39;reweighted&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">ol</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">reweighted</span>
+</span><span id="L-116"><a href="#L-116"><span class="linenos">116</span></a>        <span class="n">d</span><span class="p">[</span><span class="s1">&#39;value&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="n">o</span><span class="o">.</span><span class="n">value</span> <span class="k">for</span> <span class="n">o</span> <span class="ow">in</span> <span class="n">ol</span><span class="p">]</span>
+</span><span id="L-117"><a href="#L-117"><span class="linenos">117</span></a>        <span class="n">data</span> <span class="o">=</span> <span class="n">_gen_data_d_from_list</span><span class="p">(</span><span class="n">ol</span><span class="p">)</span>
+</span><span id="L-118"><a href="#L-118"><span class="linenos">118</span></a>        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">data</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+</span><span id="L-119"><a href="#L-119"><span class="linenos">119</span></a>            <span class="n">d</span><span class="p">[</span><span class="s1">&#39;data&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">data</span>
+</span><span id="L-120"><a href="#L-120"><span class="linenos">120</span></a>        <span class="n">cdata</span> <span class="o">=</span> <span class="n">_gen_cdata_d_from_list</span><span class="p">(</span><span class="n">ol</span><span class="p">)</span>
+</span><span id="L-121"><a href="#L-121"><span class="linenos">121</span></a>        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">cdata</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+</span><span id="L-122"><a href="#L-122"><span class="linenos">122</span></a>            <span class="n">d</span><span class="p">[</span><span class="s1">&#39;cdata&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">cdata</span>
+</span><span id="L-123"><a href="#L-123"><span class="linenos">123</span></a>        <span class="k">return</span> <span class="n">d</span>
+</span><span id="L-124"><a href="#L-124"><span class="linenos">124</span></a>
+</span><span id="L-125"><a href="#L-125"><span class="linenos">125</span></a>    <span class="k">def</span> <span class="nf">_nan_Obs_like</span><span class="p">(</span><span class="n">obs</span><span class="p">):</span>
+</span><span id="L-126"><a href="#L-126"><span class="linenos">126</span></a>        <span class="n">samples</span> <span class="o">=</span> <span class="p">[]</span>
+</span><span id="L-127"><a href="#L-127"><span class="linenos">127</span></a>        <span class="n">names</span> <span class="o">=</span> <span class="p">[]</span>
+</span><span id="L-128"><a href="#L-128"><span class="linenos">128</span></a>        <span class="n">idl</span> <span class="o">=</span> <span class="p">[]</span>
+</span><span id="L-129"><a href="#L-129"><span class="linenos">129</span></a>        <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">obs</span><span class="o">.</span><span class="n">idl</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+</span><span id="L-130"><a href="#L-130"><span class="linenos">130</span></a>            <span class="n">samples</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">np</span><span class="o">.</span><span class="n">nan</span><span class="p">]</span> <span class="o">*</span> <span class="nb">len</span><span class="p">(</span><span class="n">value</span><span class="p">))</span>
+</span><span id="L-131"><a href="#L-131"><span class="linenos">131</span></a>            <span class="n">names</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">key</span><span class="p">)</span>
+</span><span id="L-132"><a href="#L-132"><span class="linenos">132</span></a>            <span class="n">idl</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+</span><span id="L-133"><a href="#L-133"><span class="linenos">133</span></a>        <span class="n">my_obs</span> <span class="o">=</span> <span class="n">Obs</span><span class="p">(</span><span class="n">samples</span><span class="p">,</span> <span class="n">names</span><span class="p">,</span> <span class="n">idl</span><span class="p">)</span>
+</span><span id="L-134"><a href="#L-134"><span class="linenos">134</span></a>        <span class="n">my_obs</span><span class="o">.</span><span class="n">_covobs</span> <span class="o">=</span> <span class="n">obs</span><span class="o">.</span><span class="n">_covobs</span>
+</span><span id="L-135"><a href="#L-135"><span class="linenos">135</span></a>        <span class="k">for</span> <span class="n">name</span> <span class="ow">in</span> <span class="n">obs</span><span class="o">.</span><span class="n">_covobs</span><span class="p">:</span>
+</span><span id="L-136"><a href="#L-136"><span class="linenos">136</span></a>            <span class="n">my_obs</span><span class="o">.</span><span class="n">names</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">name</span><span class="p">)</span>
+</span><span id="L-137"><a href="#L-137"><span class="linenos">137</span></a>        <span class="n">my_obs</span><span class="o">.</span><span class="n">reweighted</span> <span class="o">=</span> <span class="n">obs</span><span class="o">.</span><span class="n">reweighted</span>
+</span><span id="L-138"><a href="#L-138"><span class="linenos">138</span></a>        <span class="n">my_obs</span><span class="o">.</span><span class="n">is_merged</span> <span class="o">=</span> <span class="n">obs</span><span class="o">.</span><span class="n">is_merged</span>
+</span><span id="L-139"><a href="#L-139"><span class="linenos">139</span></a>        <span class="k">return</span> <span class="n">my_obs</span>
+</span><span id="L-140"><a href="#L-140"><span class="linenos">140</span></a>
+</span><span id="L-141"><a href="#L-141"><span class="linenos">141</span></a>    <span class="k">def</span> <span class="nf">write_Corr_to_dict</span><span class="p">(</span><span class="n">my_corr</span><span class="p">):</span>
+</span><span id="L-142"><a href="#L-142"><span class="linenos">142</span></a>        <span class="n">first_not_none</span> <span class="o">=</span> <span class="nb">next</span><span class="p">(</span><span class="n">i</span> <span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">my_corr</span><span class="o">.</span><span class="n">content</span><span class="p">)</span> <span class="k">if</span> <span class="n">np</span><span class="o">.</span><span class="n">all</span><span class="p">(</span><span class="n">j</span><span class="p">))</span>
+</span><span id="L-143"><a href="#L-143"><span class="linenos">143</span></a>        <span class="n">dummy_array</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">empty</span><span class="p">((</span><span class="n">my_corr</span><span class="o">.</span><span class="n">N</span><span class="p">,</span> <span class="n">my_corr</span><span class="o">.</span><span class="n">N</span><span class="p">),</span> <span class="n">dtype</span><span class="o">=</span><span class="nb">object</span><span class="p">)</span>
+</span><span id="L-144"><a href="#L-144"><span class="linenos">144</span></a>        <span class="n">dummy_array</span><span class="p">[:]</span> <span class="o">=</span> <span class="n">_nan_Obs_like</span><span class="p">(</span><span class="n">my_corr</span><span class="o">.</span><span class="n">content</span><span class="p">[</span><span class="n">first_not_none</span><span class="p">]</span><span class="o">.</span><span class="n">ravel</span><span class="p">()[</span><span class="mi">0</span><span class="p">])</span>
+</span><span id="L-145"><a href="#L-145"><span class="linenos">145</span></a>        <span class="n">content</span> <span class="o">=</span> <span class="p">[</span><span class="n">o</span> <span class="k">if</span> <span class="n">o</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span> <span class="k">else</span> <span class="n">dummy_array</span> <span class="k">for</span> <span class="n">o</span> <span class="ow">in</span> <span class="n">my_corr</span><span class="o">.</span><span class="n">content</span><span class="p">]</span>
+</span><span id="L-146"><a href="#L-146"><span class="linenos">146</span></a>        <span class="n">dat</span> <span class="o">=</span> <span class="n">write_Array_to_dict</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">content</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="nb">object</span><span class="p">))</span>
+</span><span id="L-147"><a href="#L-147"><span class="linenos">147</span></a>        <span class="n">dat</span><span class="p">[</span><span class="s1">&#39;type&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="s1">&#39;Corr&#39;</span>
+</span><span id="L-148"><a href="#L-148"><span class="linenos">148</span></a>        <span class="n">corr_meta_data</span> <span class="o">=</span> <span class="nb">str</span><span class="p">(</span><span class="n">my_corr</span><span class="o">.</span><span class="n">tag</span><span class="p">)</span>
+</span><span id="L-149"><a href="#L-149"><span class="linenos">149</span></a>        <span class="k">if</span> <span class="s1">&#39;tag&#39;</span> <span class="ow">in</span> <span class="n">dat</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+</span><span id="L-150"><a href="#L-150"><span class="linenos">150</span></a>            <span class="n">dat</span><span class="p">[</span><span class="s1">&#39;tag&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">corr_meta_data</span><span class="p">)</span>
+</span><span id="L-151"><a href="#L-151"><span class="linenos">151</span></a>        <span class="k">else</span><span class="p">:</span>
+</span><span id="L-152"><a href="#L-152"><span class="linenos">152</span></a>            <span class="n">dat</span><span class="p">[</span><span class="s1">&#39;tag&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="n">corr_meta_data</span><span class="p">]</span>
+</span><span id="L-153"><a href="#L-153"><span class="linenos">153</span></a>        <span class="n">taglist</span> <span class="o">=</span> <span class="n">dat</span><span class="p">[</span><span class="s1">&#39;tag&#39;</span><span class="p">]</span>
+</span><span id="L-154"><a href="#L-154"><span class="linenos">154</span></a>        <span class="n">dat</span><span class="p">[</span><span class="s1">&#39;tag&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="p">{}</span>  <span class="c1"># tag is now a dictionary, that contains the previous taglist in the key &quot;tag&quot;</span>
+</span><span id="L-155"><a href="#L-155"><span class="linenos">155</span></a>        <span class="n">dat</span><span class="p">[</span><span class="s1">&#39;tag&#39;</span><span class="p">][</span><span class="s1">&#39;tag&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">taglist</span>
+</span><span id="L-156"><a href="#L-156"><span class="linenos">156</span></a>        <span class="k">if</span> <span class="n">my_corr</span><span class="o">.</span><span class="n">prange</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+</span><span id="L-157"><a href="#L-157"><span class="linenos">157</span></a>            <span class="n">dat</span><span class="p">[</span><span class="s1">&#39;tag&#39;</span><span class="p">][</span><span class="s1">&#39;prange&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">my_corr</span><span class="o">.</span><span class="n">prange</span>
+</span><span id="L-158"><a href="#L-158"><span class="linenos">158</span></a>        <span class="k">return</span> <span class="n">dat</span>
+</span><span id="L-159"><a href="#L-159"><span class="linenos">159</span></a>
+</span><span id="L-160"><a href="#L-160"><span class="linenos">160</span></a>    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">ol</span><span class="p">,</span> <span class="nb">list</span><span class="p">):</span>
+</span><span id="L-161"><a href="#L-161"><span class="linenos">161</span></a>        <span class="n">ol</span> <span class="o">=</span> <span class="p">[</span><span class="n">ol</span><span class="p">]</span>
+</span><span id="L-162"><a href="#L-162"><span class="linenos">162</span></a>
+</span><span id="L-163"><a href="#L-163"><span class="linenos">163</span></a>    <span class="n">d</span> <span class="o">=</span> <span class="p">{}</span>
+</span><span id="L-164"><a href="#L-164"><span class="linenos">164</span></a>    <span class="n">d</span><span class="p">[</span><span class="s1">&#39;program&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="s1">&#39;pyerrors </span><span class="si">%s</span><span class="s1">&#39;</span> <span class="o">%</span> <span class="p">(</span><span class="n">pyerrorsversion</span><span class="o">.</span><span class="n">__version__</span><span class="p">)</span>
+</span><span id="L-165"><a href="#L-165"><span class="linenos">165</span></a>    <span class="n">d</span><span class="p">[</span><span class="s1">&#39;version&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="s1">&#39;1.0&#39;</span>
+</span><span id="L-166"><a href="#L-166"><span class="linenos">166</span></a>    <span class="n">d</span><span class="p">[</span><span class="s1">&#39;who&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">getpass</span><span class="o">.</span><span class="n">getuser</span><span class="p">()</span>
+</span><span id="L-167"><a href="#L-167"><span class="linenos">167</span></a>    <span class="n">d</span><span class="p">[</span><span class="s1">&#39;date&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">datetime</span><span class="o">.</span><span class="n">datetime</span><span class="o">.</span><span class="n">now</span><span class="p">()</span><span class="o">.</span><span class="n">astimezone</span><span class="p">()</span><span class="o">.</span><span class="n">strftime</span><span class="p">(</span><span class="s1">&#39;%Y-%m-</span><span class="si">%d</span><span class="s1"> %H:%M:%S %z&#39;</span><span class="p">)</span>
+</span><span id="L-168"><a href="#L-168"><span class="linenos">168</span></a>    <span class="n">d</span><span class="p">[</span><span class="s1">&#39;host&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">socket</span><span class="o">.</span><span class="n">gethostname</span><span class="p">()</span> <span class="o">+</span> <span class="s1">&#39;, &#39;</span> <span class="o">+</span> <span class="n">platform</span><span class="o">.</span><span class="n">platform</span><span class="p">()</span>
+</span><span id="L-169"><a href="#L-169"><span class="linenos">169</span></a>
+</span><span id="L-170"><a href="#L-170"><span class="linenos">170</span></a>    <span class="k">if</span> <span class="n">description</span><span class="p">:</span>
+</span><span id="L-171"><a href="#L-171"><span class="linenos">171</span></a>        <span class="n">d</span><span class="p">[</span><span class="s1">&#39;description&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">description</span>
+</span><span id="L-172"><a href="#L-172"><span class="linenos">172</span></a>
+</span><span id="L-173"><a href="#L-173"><span class="linenos">173</span></a>    <span class="n">d</span><span class="p">[</span><span class="s1">&#39;obsdata&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="p">[]</span>
+</span><span id="L-174"><a href="#L-174"><span class="linenos">174</span></a>    <span class="k">for</span> <span class="n">io</span> <span class="ow">in</span> <span class="n">ol</span><span class="p">:</span>
+</span><span id="L-175"><a href="#L-175"><span class="linenos">175</span></a>        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">io</span><span class="p">,</span> <span class="n">Obs</span><span class="p">):</span>
+</span><span id="L-176"><a href="#L-176"><span class="linenos">176</span></a>            <span class="n">d</span><span class="p">[</span><span class="s1">&#39;obsdata&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">write_Obs_to_dict</span><span class="p">(</span><span class="n">io</span><span class="p">))</span>
+</span><span id="L-177"><a href="#L-177"><span class="linenos">177</span></a>        <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">io</span><span class="p">,</span> <span class="nb">list</span><span class="p">):</span>
+</span><span id="L-178"><a href="#L-178"><span class="linenos">178</span></a>            <span class="n">d</span><span class="p">[</span><span class="s1">&#39;obsdata&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">write_List_to_dict</span><span class="p">(</span><span class="n">io</span><span class="p">))</span>
+</span><span id="L-179"><a href="#L-179"><span class="linenos">179</span></a>        <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">io</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">):</span>
+</span><span id="L-180"><a href="#L-180"><span class="linenos">180</span></a>            <span class="n">d</span><span class="p">[</span><span class="s1">&#39;obsdata&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">write_Array_to_dict</span><span class="p">(</span><span class="n">io</span><span class="p">))</span>
+</span><span id="L-181"><a href="#L-181"><span class="linenos">181</span></a>        <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">io</span><span class="p">,</span> <span class="n">Corr</span><span class="p">):</span>
+</span><span id="L-182"><a href="#L-182"><span class="linenos">182</span></a>            <span class="n">d</span><span class="p">[</span><span class="s1">&#39;obsdata&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">write_Corr_to_dict</span><span class="p">(</span><span class="n">io</span><span class="p">))</span>
+</span><span id="L-183"><a href="#L-183"><span class="linenos">183</span></a>        <span class="k">else</span><span class="p">:</span>
+</span><span id="L-184"><a href="#L-184"><span class="linenos">184</span></a>            <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s2">&quot;Unkown datatype.&quot;</span><span class="p">)</span>
+</span><span id="L-185"><a href="#L-185"><span class="linenos">185</span></a>
+</span><span id="L-186"><a href="#L-186"><span class="linenos">186</span></a>    <span class="k">if</span> <span class="n">indent</span><span class="p">:</span>
+</span><span id="L-187"><a href="#L-187"><span class="linenos">187</span></a>        <span class="k">return</span> <span class="n">json</span><span class="o">.</span><span class="n">dumps</span><span class="p">(</span><span class="n">d</span><span class="p">,</span> <span class="n">indent</span><span class="o">=</span><span class="n">indent</span><span class="p">,</span> <span class="n">ensure_ascii</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">write_mode</span><span class="o">=</span><span class="n">json</span><span class="o">.</span><span class="n">WM_SINGLE_LINE_ARRAY</span><span class="p">)</span>
+</span><span id="L-188"><a href="#L-188"><span class="linenos">188</span></a>    <span class="k">else</span><span class="p">:</span>
+</span><span id="L-189"><a href="#L-189"><span class="linenos">189</span></a>        <span class="k">return</span> <span class="n">json</span><span class="o">.</span><span class="n">dumps</span><span class="p">(</span><span class="n">d</span><span class="p">,</span> <span class="n">indent</span><span class="o">=</span><span class="n">indent</span><span class="p">,</span> <span class="n">ensure_ascii</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">write_mode</span><span class="o">=</span><span class="n">json</span><span class="o">.</span><span class="n">WM_COMPACT</span><span class="p">)</span>
+</span><span id="L-190"><a href="#L-190"><span class="linenos">190</span></a>
+</span><span id="L-191"><a href="#L-191"><span class="linenos">191</span></a>
+</span><span id="L-192"><a href="#L-192"><span class="linenos">192</span></a><span class="k">def</span> <span class="nf">dump_to_json</span><span class="p">(</span><span class="n">ol</span><span class="p">,</span> <span class="n">fname</span><span class="p">,</span> <span class="n">description</span><span class="o">=</span><span class="s1">&#39;&#39;</span><span class="p">,</span> <span class="n">indent</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">gz</span><span class="o">=</span><span class="kc">True</span><span class="p">):</span>
+</span><span id="L-193"><a href="#L-193"><span class="linenos">193</span></a>    <span class="sd">&quot;&quot;&quot;Export a list of Obs or structures containing Obs to a .json(.gz) file</span>
+</span><span id="L-194"><a href="#L-194"><span class="linenos">194</span></a>
+</span><span id="L-195"><a href="#L-195"><span class="linenos">195</span></a><span class="sd">    Parameters</span>
+</span><span id="L-196"><a href="#L-196"><span class="linenos">196</span></a><span class="sd">    ----------</span>
+</span><span id="L-197"><a href="#L-197"><span class="linenos">197</span></a><span class="sd">    ol : list</span>
+</span><span id="L-198"><a href="#L-198"><span class="linenos">198</span></a><span class="sd">        List of objects that will be exported. At the moment, these objects can be</span>
+</span><span id="L-199"><a href="#L-199"><span class="linenos">199</span></a><span class="sd">        either of: Obs, list, numpy.ndarray, Corr.</span>
+</span><span id="L-200"><a href="#L-200"><span class="linenos">200</span></a><span class="sd">        All Obs inside a structure have to be defined on the same set of configurations.</span>
+</span><span id="L-201"><a href="#L-201"><span class="linenos">201</span></a><span class="sd">    fname : str</span>
+</span><span id="L-202"><a href="#L-202"><span class="linenos">202</span></a><span class="sd">        Filename of the output file.</span>
+</span><span id="L-203"><a href="#L-203"><span class="linenos">203</span></a><span class="sd">    description : str</span>
+</span><span id="L-204"><a href="#L-204"><span class="linenos">204</span></a><span class="sd">        Optional string that describes the contents of the json file.</span>
+</span><span id="L-205"><a href="#L-205"><span class="linenos">205</span></a><span class="sd">    indent : int</span>
+</span><span id="L-206"><a href="#L-206"><span class="linenos">206</span></a><span class="sd">        Specify the indentation level of the json file. None or 0 is permissible and</span>
+</span><span id="L-207"><a href="#L-207"><span class="linenos">207</span></a><span class="sd">        saves disk space.</span>
+</span><span id="L-208"><a href="#L-208"><span class="linenos">208</span></a><span class="sd">    gz : bool</span>
+</span><span id="L-209"><a href="#L-209"><span class="linenos">209</span></a><span class="sd">        If True, the output is a gzipped json. If False, the output is a json file.</span>
+</span><span id="L-210"><a href="#L-210"><span class="linenos">210</span></a><span class="sd">    &quot;&quot;&quot;</span>
+</span><span id="L-211"><a href="#L-211"><span class="linenos">211</span></a>
+</span><span id="L-212"><a href="#L-212"><span class="linenos">212</span></a>    <span class="n">jsonstring</span> <span class="o">=</span> <span class="n">create_json_string</span><span class="p">(</span><span class="n">ol</span><span class="p">,</span> <span class="n">description</span><span class="p">,</span> <span class="n">indent</span><span class="p">)</span>
 </span><span id="L-213"><a href="#L-213"><span class="linenos">213</span></a>
-</span><span id="L-214"><a href="#L-214"><span class="linenos">214</span></a>    <span class="k">if</span> <span class="n">description</span><span class="p">:</span>
-</span><span id="L-215"><a href="#L-215"><span class="linenos">215</span></a>        <span class="n">d</span><span class="p">[</span><span class="s1">&#39;description&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">description</span>
-</span><span id="L-216"><a href="#L-216"><span class="linenos">216</span></a>    <span class="n">d</span><span class="p">[</span><span class="s1">&#39;obsdata&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="p">[]</span>
-</span><span id="L-217"><a href="#L-217"><span class="linenos">217</span></a>    <span class="k">for</span> <span class="n">io</span> <span class="ow">in</span> <span class="n">ol</span><span class="p">:</span>
-</span><span id="L-218"><a href="#L-218"><span class="linenos">218</span></a>        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">io</span><span class="p">,</span> <span class="n">Obs</span><span class="p">):</span>
-</span><span id="L-219"><a href="#L-219"><span class="linenos">219</span></a>            <span class="n">d</span><span class="p">[</span><span class="s1">&#39;obsdata&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">write_Obs_to_dict</span><span class="p">(</span><span class="n">io</span><span class="p">))</span>
-</span><span id="L-220"><a href="#L-220"><span class="linenos">220</span></a>        <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">io</span><span class="p">,</span> <span class="nb">list</span><span class="p">):</span>
-</span><span id="L-221"><a href="#L-221"><span class="linenos">221</span></a>            <span class="n">d</span><span class="p">[</span><span class="s1">&#39;obsdata&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">write_List_to_dict</span><span class="p">(</span><span class="n">io</span><span class="p">))</span>
-</span><span id="L-222"><a href="#L-222"><span class="linenos">222</span></a>        <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">io</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">):</span>
-</span><span id="L-223"><a href="#L-223"><span class="linenos">223</span></a>            <span class="n">d</span><span class="p">[</span><span class="s1">&#39;obsdata&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">write_Array_to_dict</span><span class="p">(</span><span class="n">io</span><span class="p">))</span>
-</span><span id="L-224"><a href="#L-224"><span class="linenos">224</span></a>        <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">io</span><span class="p">,</span> <span class="n">Corr</span><span class="p">):</span>
-</span><span id="L-225"><a href="#L-225"><span class="linenos">225</span></a>            <span class="n">d</span><span class="p">[</span><span class="s1">&#39;obsdata&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">write_Corr_to_dict</span><span class="p">(</span><span class="n">io</span><span class="p">))</span>
-</span><span id="L-226"><a href="#L-226"><span class="linenos">226</span></a>        <span class="k">else</span><span class="p">:</span>
-</span><span id="L-227"><a href="#L-227"><span class="linenos">227</span></a>            <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s2">&quot;Unkown datatype.&quot;</span><span class="p">)</span>
+</span><span id="L-214"><a href="#L-214"><span class="linenos">214</span></a>    <span class="k">if</span> <span class="ow">not</span> <span class="n">fname</span><span class="o">.</span><span class="n">endswith</span><span class="p">(</span><span class="s1">&#39;.json&#39;</span><span class="p">)</span> <span class="ow">and</span> <span class="ow">not</span> <span class="n">fname</span><span class="o">.</span><span class="n">endswith</span><span class="p">(</span><span class="s1">&#39;.gz&#39;</span><span class="p">):</span>
+</span><span id="L-215"><a href="#L-215"><span class="linenos">215</span></a>        <span class="n">fname</span> <span class="o">+=</span> <span class="s1">&#39;.json&#39;</span>
+</span><span id="L-216"><a href="#L-216"><span class="linenos">216</span></a>
+</span><span id="L-217"><a href="#L-217"><span class="linenos">217</span></a>    <span class="k">if</span> <span class="n">gz</span><span class="p">:</span>
+</span><span id="L-218"><a href="#L-218"><span class="linenos">218</span></a>        <span class="k">if</span> <span class="ow">not</span> <span class="n">fname</span><span class="o">.</span><span class="n">endswith</span><span class="p">(</span><span class="s1">&#39;.gz&#39;</span><span class="p">):</span>
+</span><span id="L-219"><a href="#L-219"><span class="linenos">219</span></a>            <span class="n">fname</span> <span class="o">+=</span> <span class="s1">&#39;.gz&#39;</span>
+</span><span id="L-220"><a href="#L-220"><span class="linenos">220</span></a>
+</span><span id="L-221"><a href="#L-221"><span class="linenos">221</span></a>        <span class="n">fp</span> <span class="o">=</span> <span class="n">gzip</span><span class="o">.</span><span class="n">open</span><span class="p">(</span><span class="n">fname</span><span class="p">,</span> <span class="s1">&#39;wb&#39;</span><span class="p">)</span>
+</span><span id="L-222"><a href="#L-222"><span class="linenos">222</span></a>        <span class="n">fp</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="n">jsonstring</span><span class="o">.</span><span class="n">encode</span><span class="p">(</span><span class="s1">&#39;utf-8&#39;</span><span class="p">))</span>
+</span><span id="L-223"><a href="#L-223"><span class="linenos">223</span></a>    <span class="k">else</span><span class="p">:</span>
+</span><span id="L-224"><a href="#L-224"><span class="linenos">224</span></a>        <span class="n">fp</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="n">fname</span><span class="p">,</span> <span class="s1">&#39;w&#39;</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span>
+</span><span id="L-225"><a href="#L-225"><span class="linenos">225</span></a>        <span class="n">fp</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="n">jsonstring</span><span class="p">)</span>
+</span><span id="L-226"><a href="#L-226"><span class="linenos">226</span></a>    <span class="n">fp</span><span class="o">.</span><span class="n">close</span><span class="p">()</span>
+</span><span id="L-227"><a href="#L-227"><span class="linenos">227</span></a>
 </span><span id="L-228"><a href="#L-228"><span class="linenos">228</span></a>
-</span><span id="L-229"><a href="#L-229"><span class="linenos">229</span></a>    <span class="n">jsonstring</span> <span class="o">=</span> <span class="s1">&#39;&#39;</span>
-</span><span id="L-230"><a href="#L-230"><span class="linenos">230</span></a>    <span class="k">for</span> <span class="n">chunk</span> <span class="ow">in</span> <span class="n">my_encoder</span><span class="p">(</span><span class="n">indent</span><span class="o">=</span><span class="n">indent</span><span class="p">,</span> <span class="n">ensure_ascii</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span><span class="o">.</span><span class="n">iterencode</span><span class="p">(</span><span class="n">d</span><span class="p">):</span>
-</span><span id="L-231"><a href="#L-231"><span class="linenos">231</span></a>        <span class="n">jsonstring</span> <span class="o">+=</span> <span class="n">chunk</span>
+</span><span id="L-229"><a href="#L-229"><span class="linenos">229</span></a><span class="k">def</span> <span class="nf">_parse_json_dict</span><span class="p">(</span><span class="n">json_dict</span><span class="p">,</span> <span class="n">verbose</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">full_output</span><span class="o">=</span><span class="kc">False</span><span class="p">):</span>
+</span><span id="L-230"><a href="#L-230"><span class="linenos">230</span></a>    <span class="sd">&quot;&quot;&quot;Reconstruct a list of Obs or structures containing Obs from a dict that</span>
+</span><span id="L-231"><a href="#L-231"><span class="linenos">231</span></a><span class="sd">    was built out of a json string.</span>
 </span><span id="L-232"><a href="#L-232"><span class="linenos">232</span></a>
-</span><span id="L-233"><a href="#L-233"><span class="linenos">233</span></a>    <span class="k">del</span> <span class="n">d</span>
-</span><span id="L-234"><a href="#L-234"><span class="linenos">234</span></a>    <span class="n">gc</span><span class="o">.</span><span class="n">collect</span><span class="p">()</span>
+</span><span id="L-233"><a href="#L-233"><span class="linenos">233</span></a><span class="sd">    The following structures are supported: Obs, list, numpy.ndarray, Corr</span>
+</span><span id="L-234"><a href="#L-234"><span class="linenos">234</span></a><span class="sd">    If the list contains only one element, it is unpacked from the list.</span>
 </span><span id="L-235"><a href="#L-235"><span class="linenos">235</span></a>
-</span><span id="L-236"><a href="#L-236"><span class="linenos">236</span></a>    <span class="k">def</span> <span class="nf">remove_quotationmarks_split</span><span class="p">(</span><span class="n">split</span><span class="p">):</span>
-</span><span id="L-237"><a href="#L-237"><span class="linenos">237</span></a>        <span class="sd">&quot;&quot;&quot;Workaround for un-quoting of delta lists, adds 5% of work</span>
-</span><span id="L-238"><a href="#L-238"><span class="linenos">238</span></a><span class="sd">           but is save, compared to a simple replace that could destroy the structure</span>
-</span><span id="L-239"><a href="#L-239"><span class="linenos">239</span></a><span class="sd">        &quot;&quot;&quot;</span>
-</span><span id="L-240"><a href="#L-240"><span class="linenos">240</span></a>        <span class="n">deltas</span> <span class="o">=</span> <span class="kc">False</span>
-</span><span id="L-241"><a href="#L-241"><span class="linenos">241</span></a>        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">split</span><span class="p">)):</span>
-</span><span id="L-242"><a href="#L-242"><span class="linenos">242</span></a>            <span class="k">if</span> <span class="s1">&#39;&quot;deltas&quot;:&#39;</span> <span class="ow">in</span> <span class="n">split</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">or</span> <span class="s1">&#39;&quot;cov&quot;:&#39;</span> <span class="ow">in</span> <span class="n">split</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">or</span> <span class="s1">&#39;&quot;grad&quot;:&#39;</span> <span class="ow">in</span> <span class="n">split</span><span class="p">[</span><span class="n">i</span><span class="p">]:</span>
-</span><span id="L-243"><a href="#L-243"><span class="linenos">243</span></a>                <span class="n">deltas</span> <span class="o">=</span> <span class="kc">True</span>
-</span><span id="L-244"><a href="#L-244"><span class="linenos">244</span></a>            <span class="k">if</span> <span class="n">deltas</span><span class="p">:</span>
-</span><span id="L-245"><a href="#L-245"><span class="linenos">245</span></a>                <span class="n">split</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">=</span> <span class="n">split</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;&quot;[&#39;</span><span class="p">,</span> <span class="s1">&#39;[&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;]&quot;&#39;</span><span class="p">,</span> <span class="s1">&#39;]&#39;</span><span class="p">)</span>
-</span><span id="L-246"><a href="#L-246"><span class="linenos">246</span></a>                <span class="k">if</span> <span class="n">split</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;]&#39;</span><span class="p">:</span>
-</span><span id="L-247"><a href="#L-247"><span class="linenos">247</span></a>                    <span class="n">deltas</span> <span class="o">=</span> <span class="kc">False</span>
-</span><span id="L-248"><a href="#L-248"><span class="linenos">248</span></a>        <span class="k">return</span> <span class="s1">&#39;</span><span class="se">\n</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">split</span><span class="p">)</span>
-</span><span id="L-249"><a href="#L-249"><span class="linenos">249</span></a>
-</span><span id="L-250"><a href="#L-250"><span class="linenos">250</span></a>    <span class="n">jsonstring</span> <span class="o">=</span> <span class="n">jsonstring</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">)</span>
-</span><span id="L-251"><a href="#L-251"><span class="linenos">251</span></a>    <span class="n">jsonstring</span> <span class="o">=</span> <span class="n">remove_quotationmarks_split</span><span class="p">(</span><span class="n">jsonstring</span><span class="p">)</span>
-</span><span id="L-252"><a href="#L-252"><span class="linenos">252</span></a>    <span class="n">jsonstring</span> <span class="o">=</span> <span class="n">jsonstring</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;nan&#39;</span><span class="p">,</span> <span class="s1">&#39;NaN&#39;</span><span class="p">)</span>
-</span><span id="L-253"><a href="#L-253"><span class="linenos">253</span></a>    <span class="k">return</span> <span class="n">jsonstring</span>
-</span><span id="L-254"><a href="#L-254"><span class="linenos">254</span></a>
-</span><span id="L-255"><a href="#L-255"><span class="linenos">255</span></a>
-</span><span id="L-256"><a href="#L-256"><span class="linenos">256</span></a><span class="k">def</span> <span class="nf">dump_to_json</span><span class="p">(</span><span class="n">ol</span><span class="p">,</span> <span class="n">fname</span><span class="p">,</span> <span class="n">description</span><span class="o">=</span><span class="s1">&#39;&#39;</span><span class="p">,</span> <span class="n">indent</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">gz</span><span class="o">=</span><span class="kc">True</span><span class="p">):</span>
-</span><span id="L-257"><a href="#L-257"><span class="linenos">257</span></a>    <span class="sd">&quot;&quot;&quot;Export a list of Obs or structures containing Obs to a .json(.gz) file</span>
-</span><span id="L-258"><a href="#L-258"><span class="linenos">258</span></a>
-</span><span id="L-259"><a href="#L-259"><span class="linenos">259</span></a><span class="sd">    Parameters</span>
-</span><span id="L-260"><a href="#L-260"><span class="linenos">260</span></a><span class="sd">    ----------</span>
-</span><span id="L-261"><a href="#L-261"><span class="linenos">261</span></a><span class="sd">    ol : list</span>
-</span><span id="L-262"><a href="#L-262"><span class="linenos">262</span></a><span class="sd">        List of objects that will be exported. At the moment, these objects can be</span>
-</span><span id="L-263"><a href="#L-263"><span class="linenos">263</span></a><span class="sd">        either of: Obs, list, numpy.ndarray, Corr.</span>
-</span><span id="L-264"><a href="#L-264"><span class="linenos">264</span></a><span class="sd">        All Obs inside a structure have to be defined on the same set of configurations.</span>
-</span><span id="L-265"><a href="#L-265"><span class="linenos">265</span></a><span class="sd">    fname : str</span>
-</span><span id="L-266"><a href="#L-266"><span class="linenos">266</span></a><span class="sd">        Filename of the output file.</span>
-</span><span id="L-267"><a href="#L-267"><span class="linenos">267</span></a><span class="sd">    description : str</span>
-</span><span id="L-268"><a href="#L-268"><span class="linenos">268</span></a><span class="sd">        Optional string that describes the contents of the json file.</span>
-</span><span id="L-269"><a href="#L-269"><span class="linenos">269</span></a><span class="sd">    indent : int</span>
-</span><span id="L-270"><a href="#L-270"><span class="linenos">270</span></a><span class="sd">        Specify the indentation level of the json file. None or 0 is permissible and</span>
-</span><span id="L-271"><a href="#L-271"><span class="linenos">271</span></a><span class="sd">        saves disk space.</span>
-</span><span id="L-272"><a href="#L-272"><span class="linenos">272</span></a><span class="sd">    gz : bool</span>
-</span><span id="L-273"><a href="#L-273"><span class="linenos">273</span></a><span class="sd">        If True, the output is a gzipped json. If False, the output is a json file.</span>
-</span><span id="L-274"><a href="#L-274"><span class="linenos">274</span></a><span class="sd">    &quot;&quot;&quot;</span>
-</span><span id="L-275"><a href="#L-275"><span class="linenos">275</span></a>
-</span><span id="L-276"><a href="#L-276"><span class="linenos">276</span></a>    <span class="n">jsonstring</span> <span class="o">=</span> <span class="n">create_json_string</span><span class="p">(</span><span class="n">ol</span><span class="p">,</span> <span class="n">description</span><span class="p">,</span> <span class="n">indent</span><span class="p">)</span>
-</span><span id="L-277"><a href="#L-277"><span class="linenos">277</span></a>
-</span><span id="L-278"><a href="#L-278"><span class="linenos">278</span></a>    <span class="k">if</span> <span class="ow">not</span> <span class="n">fname</span><span class="o">.</span><span class="n">endswith</span><span class="p">(</span><span class="s1">&#39;.json&#39;</span><span class="p">)</span> <span class="ow">and</span> <span class="ow">not</span> <span class="n">fname</span><span class="o">.</span><span class="n">endswith</span><span class="p">(</span><span class="s1">&#39;.gz&#39;</span><span class="p">):</span>
-</span><span id="L-279"><a href="#L-279"><span class="linenos">279</span></a>        <span class="n">fname</span> <span class="o">+=</span> <span class="s1">&#39;.json&#39;</span>
-</span><span id="L-280"><a href="#L-280"><span class="linenos">280</span></a>
-</span><span id="L-281"><a href="#L-281"><span class="linenos">281</span></a>    <span class="k">if</span> <span class="n">gz</span><span class="p">:</span>
-</span><span id="L-282"><a href="#L-282"><span class="linenos">282</span></a>        <span class="k">if</span> <span class="ow">not</span> <span class="n">fname</span><span class="o">.</span><span class="n">endswith</span><span class="p">(</span><span class="s1">&#39;.gz&#39;</span><span class="p">):</span>
-</span><span id="L-283"><a href="#L-283"><span class="linenos">283</span></a>            <span class="n">fname</span> <span class="o">+=</span> <span class="s1">&#39;.gz&#39;</span>
-</span><span id="L-284"><a href="#L-284"><span class="linenos">284</span></a>
-</span><span id="L-285"><a href="#L-285"><span class="linenos">285</span></a>        <span class="n">fp</span> <span class="o">=</span> <span class="n">gzip</span><span class="o">.</span><span class="n">open</span><span class="p">(</span><span class="n">fname</span><span class="p">,</span> <span class="s1">&#39;wb&#39;</span><span class="p">)</span>
-</span><span id="L-286"><a href="#L-286"><span class="linenos">286</span></a>        <span class="n">fp</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="n">jsonstring</span><span class="o">.</span><span class="n">encode</span><span class="p">(</span><span class="s1">&#39;utf-8&#39;</span><span class="p">))</span>
-</span><span id="L-287"><a href="#L-287"><span class="linenos">287</span></a>    <span class="k">else</span><span class="p">:</span>
-</span><span id="L-288"><a href="#L-288"><span class="linenos">288</span></a>        <span class="n">fp</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="n">fname</span><span class="p">,</span> <span class="s1">&#39;w&#39;</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span>
-</span><span id="L-289"><a href="#L-289"><span class="linenos">289</span></a>        <span class="n">fp</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="n">jsonstring</span><span class="p">)</span>
-</span><span id="L-290"><a href="#L-290"><span class="linenos">290</span></a>    <span class="n">fp</span><span class="o">.</span><span class="n">close</span><span class="p">()</span>
+</span><span id="L-236"><a href="#L-236"><span class="linenos">236</span></a><span class="sd">    Parameters</span>
+</span><span id="L-237"><a href="#L-237"><span class="linenos">237</span></a><span class="sd">    ----------</span>
+</span><span id="L-238"><a href="#L-238"><span class="linenos">238</span></a><span class="sd">    json_string : str</span>
+</span><span id="L-239"><a href="#L-239"><span class="linenos">239</span></a><span class="sd">        json string containing the data.</span>
+</span><span id="L-240"><a href="#L-240"><span class="linenos">240</span></a><span class="sd">    verbose : bool</span>
+</span><span id="L-241"><a href="#L-241"><span class="linenos">241</span></a><span class="sd">        Print additional information that was written to the file.</span>
+</span><span id="L-242"><a href="#L-242"><span class="linenos">242</span></a><span class="sd">    full_output : bool</span>
+</span><span id="L-243"><a href="#L-243"><span class="linenos">243</span></a><span class="sd">        If True, a dict containing auxiliary information and the data is returned.</span>
+</span><span id="L-244"><a href="#L-244"><span class="linenos">244</span></a><span class="sd">        If False, only the data is returned.</span>
+</span><span id="L-245"><a href="#L-245"><span class="linenos">245</span></a><span class="sd">    &quot;&quot;&quot;</span>
+</span><span id="L-246"><a href="#L-246"><span class="linenos">246</span></a>
+</span><span id="L-247"><a href="#L-247"><span class="linenos">247</span></a>    <span class="k">def</span> <span class="nf">_gen_obsd_from_datad</span><span class="p">(</span><span class="n">d</span><span class="p">):</span>
+</span><span id="L-248"><a href="#L-248"><span class="linenos">248</span></a>        <span class="n">retd</span> <span class="o">=</span> <span class="p">{}</span>
+</span><span id="L-249"><a href="#L-249"><span class="linenos">249</span></a>        <span class="k">if</span> <span class="n">d</span><span class="p">:</span>
+</span><span id="L-250"><a href="#L-250"><span class="linenos">250</span></a>            <span class="n">retd</span><span class="p">[</span><span class="s1">&#39;names&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="p">[]</span>
+</span><span id="L-251"><a href="#L-251"><span class="linenos">251</span></a>            <span class="n">retd</span><span class="p">[</span><span class="s1">&#39;idl&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="p">[]</span>
+</span><span id="L-252"><a href="#L-252"><span class="linenos">252</span></a>            <span class="n">retd</span><span class="p">[</span><span class="s1">&#39;deltas&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="p">[]</span>
+</span><span id="L-253"><a href="#L-253"><span class="linenos">253</span></a>            <span class="n">retd</span><span class="p">[</span><span class="s1">&#39;is_merged&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="p">{}</span>
+</span><span id="L-254"><a href="#L-254"><span class="linenos">254</span></a>            <span class="k">for</span> <span class="n">ens</span> <span class="ow">in</span> <span class="n">d</span><span class="p">:</span>
+</span><span id="L-255"><a href="#L-255"><span class="linenos">255</span></a>                <span class="k">for</span> <span class="n">rep</span> <span class="ow">in</span> <span class="n">ens</span><span class="p">[</span><span class="s1">&#39;replica&#39;</span><span class="p">]:</span>
+</span><span id="L-256"><a href="#L-256"><span class="linenos">256</span></a>                    <span class="n">rep_name</span> <span class="o">=</span> <span class="n">rep</span><span class="p">[</span><span class="s1">&#39;name&#39;</span><span class="p">]</span>
+</span><span id="L-257"><a href="#L-257"><span class="linenos">257</span></a>                    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">rep_name</span><span class="p">)</span> <span class="o">&gt;</span> <span class="nb">len</span><span class="p">(</span><span class="n">ens</span><span class="p">[</span><span class="s2">&quot;id&quot;</span><span class="p">]):</span>
+</span><span id="L-258"><a href="#L-258"><span class="linenos">258</span></a>                        <span class="k">if</span> <span class="n">rep_name</span><span class="p">[</span><span class="nb">len</span><span class="p">(</span><span class="n">ens</span><span class="p">[</span><span class="s2">&quot;id&quot;</span><span class="p">])]</span> <span class="o">!=</span> <span class="s2">&quot;|&quot;</span><span class="p">:</span>
+</span><span id="L-259"><a href="#L-259"><span class="linenos">259</span></a>                            <span class="n">tmp_list</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">rep_name</span><span class="p">)</span>
+</span><span id="L-260"><a href="#L-260"><span class="linenos">260</span></a>                            <span class="n">tmp_list</span> <span class="o">=</span> <span class="n">tmp_list</span><span class="p">[:</span><span class="nb">len</span><span class="p">(</span><span class="n">ens</span><span class="p">[</span><span class="s2">&quot;id&quot;</span><span class="p">])]</span> <span class="o">+</span> <span class="p">[</span><span class="s2">&quot;|&quot;</span><span class="p">]</span> <span class="o">+</span> <span class="n">tmp_list</span><span class="p">[</span><span class="nb">len</span><span class="p">(</span><span class="n">ens</span><span class="p">[</span><span class="s2">&quot;id&quot;</span><span class="p">]):]</span>
+</span><span id="L-261"><a href="#L-261"><span class="linenos">261</span></a>                            <span class="n">rep_name</span> <span class="o">=</span> <span class="s1">&#39;&#39;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">tmp_list</span><span class="p">)</span>
+</span><span id="L-262"><a href="#L-262"><span class="linenos">262</span></a>                    <span class="n">retd</span><span class="p">[</span><span class="s1">&#39;names&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">rep_name</span><span class="p">)</span>
+</span><span id="L-263"><a href="#L-263"><span class="linenos">263</span></a>                    <span class="n">retd</span><span class="p">[</span><span class="s1">&#39;idl&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">di</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="k">for</span> <span class="n">di</span> <span class="ow">in</span> <span class="n">rep</span><span class="p">[</span><span class="s1">&#39;deltas&#39;</span><span class="p">]])</span>
+</span><span id="L-264"><a href="#L-264"><span class="linenos">264</span></a>                    <span class="n">retd</span><span class="p">[</span><span class="s1">&#39;deltas&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span><span class="n">di</span><span class="p">[</span><span class="mi">1</span><span class="p">:]</span> <span class="k">for</span> <span class="n">di</span> <span class="ow">in</span> <span class="n">rep</span><span class="p">[</span><span class="s1">&#39;deltas&#39;</span><span class="p">]]))</span>
+</span><span id="L-265"><a href="#L-265"><span class="linenos">265</span></a>                    <span class="n">retd</span><span class="p">[</span><span class="s1">&#39;is_merged&#39;</span><span class="p">][</span><span class="n">rep_name</span><span class="p">]</span> <span class="o">=</span> <span class="n">rep</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;is_merged&#39;</span><span class="p">,</span> <span class="kc">False</span><span class="p">)</span>
+</span><span id="L-266"><a href="#L-266"><span class="linenos">266</span></a>        <span class="k">return</span> <span class="n">retd</span>
+</span><span id="L-267"><a href="#L-267"><span class="linenos">267</span></a>
+</span><span id="L-268"><a href="#L-268"><span class="linenos">268</span></a>    <span class="k">def</span> <span class="nf">_gen_covobsd_from_cdatad</span><span class="p">(</span><span class="n">d</span><span class="p">):</span>
+</span><span id="L-269"><a href="#L-269"><span class="linenos">269</span></a>        <span class="n">retd</span> <span class="o">=</span> <span class="p">{}</span>
+</span><span id="L-270"><a href="#L-270"><span class="linenos">270</span></a>        <span class="k">for</span> <span class="n">ens</span> <span class="ow">in</span> <span class="n">d</span><span class="p">:</span>
+</span><span id="L-271"><a href="#L-271"><span class="linenos">271</span></a>            <span class="n">retl</span> <span class="o">=</span> <span class="p">[]</span>
+</span><span id="L-272"><a href="#L-272"><span class="linenos">272</span></a>            <span class="n">name</span> <span class="o">=</span> <span class="n">ens</span><span class="p">[</span><span class="s1">&#39;id&#39;</span><span class="p">]</span>
+</span><span id="L-273"><a href="#L-273"><span class="linenos">273</span></a>            <span class="n">layouts</span> <span class="o">=</span> <span class="n">ens</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;layout&#39;</span><span class="p">,</span> <span class="s1">&#39;1&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+</span><span id="L-274"><a href="#L-274"><span class="linenos">274</span></a>            <span class="n">layout</span> <span class="o">=</span> <span class="p">[</span><span class="nb">int</span><span class="p">(</span><span class="n">ls</span><span class="o">.</span><span class="n">strip</span><span class="p">())</span> <span class="k">for</span> <span class="n">ls</span> <span class="ow">in</span> <span class="n">layouts</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39;,&#39;</span><span class="p">)</span> <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">ls</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">]</span>
+</span><span id="L-275"><a href="#L-275"><span class="linenos">275</span></a>            <span class="n">cov</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="n">ens</span><span class="p">[</span><span class="s1">&#39;cov&#39;</span><span class="p">],</span> <span class="n">layout</span><span class="p">)</span>
+</span><span id="L-276"><a href="#L-276"><span class="linenos">276</span></a>            <span class="n">grad</span> <span class="o">=</span> <span class="n">ens</span><span class="p">[</span><span class="s1">&#39;grad&#39;</span><span class="p">]</span>
+</span><span id="L-277"><a href="#L-277"><span class="linenos">277</span></a>            <span class="n">nobs</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">grad</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
+</span><span id="L-278"><a href="#L-278"><span class="linenos">278</span></a>            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">nobs</span><span class="p">):</span>
+</span><span id="L-279"><a href="#L-279"><span class="linenos">279</span></a>                <span class="n">retl</span><span class="o">.</span><span class="n">append</span><span class="p">({</span><span class="s1">&#39;name&#39;</span><span class="p">:</span> <span class="n">name</span><span class="p">,</span> <span class="s1">&#39;cov&#39;</span><span class="p">:</span> <span class="n">cov</span><span class="p">,</span> <span class="s1">&#39;grad&#39;</span><span class="p">:</span> <span class="p">[</span><span class="n">g</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="k">for</span> <span class="n">g</span> <span class="ow">in</span> <span class="n">grad</span><span class="p">]})</span>
+</span><span id="L-280"><a href="#L-280"><span class="linenos">280</span></a>            <span class="n">retd</span><span class="p">[</span><span class="n">name</span><span class="p">]</span> <span class="o">=</span> <span class="n">retl</span>
+</span><span id="L-281"><a href="#L-281"><span class="linenos">281</span></a>        <span class="k">return</span> <span class="n">retd</span>
+</span><span id="L-282"><a href="#L-282"><span class="linenos">282</span></a>
+</span><span id="L-283"><a href="#L-283"><span class="linenos">283</span></a>    <span class="k">def</span> <span class="nf">get_Obs_from_dict</span><span class="p">(</span><span class="n">o</span><span class="p">):</span>
+</span><span id="L-284"><a href="#L-284"><span class="linenos">284</span></a>        <span class="n">layouts</span> <span class="o">=</span> <span class="n">o</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;layout&#39;</span><span class="p">,</span> <span class="s1">&#39;1&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+</span><span id="L-285"><a href="#L-285"><span class="linenos">285</span></a>        <span class="k">if</span> <span class="n">layouts</span> <span class="o">!=</span> <span class="s1">&#39;1&#39;</span><span class="p">:</span>
+</span><span id="L-286"><a href="#L-286"><span class="linenos">286</span></a>            <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s2">&quot;layout is </span><span class="si">%s</span><span class="s2"> has to be 1 for type Obs.&quot;</span> <span class="o">%</span> <span class="p">(</span><span class="n">layouts</span><span class="p">),</span> <span class="ne">RuntimeWarning</span><span class="p">)</span>
+</span><span id="L-287"><a href="#L-287"><span class="linenos">287</span></a>
+</span><span id="L-288"><a href="#L-288"><span class="linenos">288</span></a>        <span class="n">values</span> <span class="o">=</span> <span class="n">o</span><span class="p">[</span><span class="s1">&#39;value&#39;</span><span class="p">]</span>
+</span><span id="L-289"><a href="#L-289"><span class="linenos">289</span></a>        <span class="n">od</span> <span class="o">=</span> <span class="n">_gen_obsd_from_datad</span><span class="p">(</span><span class="n">o</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;data&#39;</span><span class="p">,</span> <span class="p">{}))</span>
+</span><span id="L-290"><a href="#L-290"><span class="linenos">290</span></a>        <span class="n">cd</span> <span class="o">=</span> <span class="n">_gen_covobsd_from_cdatad</span><span class="p">(</span><span class="n">o</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;cdata&#39;</span><span class="p">,</span> <span class="p">{}))</span>
 </span><span id="L-291"><a href="#L-291"><span class="linenos">291</span></a>
-</span><span id="L-292"><a href="#L-292"><span class="linenos">292</span></a>
-</span><span id="L-293"><a href="#L-293"><span class="linenos">293</span></a><span class="k">def</span> <span class="nf">_parse_json_dict</span><span class="p">(</span><span class="n">json_dict</span><span class="p">,</span> <span class="n">verbose</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">full_output</span><span class="o">=</span><span class="kc">False</span><span class="p">):</span>
-</span><span id="L-294"><a href="#L-294"><span class="linenos">294</span></a>    <span class="sd">&quot;&quot;&quot;Reconstruct a list of Obs or structures containing Obs from a dict that</span>
-</span><span id="L-295"><a href="#L-295"><span class="linenos">295</span></a><span class="sd">    was built out of a json string.</span>
-</span><span id="L-296"><a href="#L-296"><span class="linenos">296</span></a>
-</span><span id="L-297"><a href="#L-297"><span class="linenos">297</span></a><span class="sd">    The following structures are supported: Obs, list, numpy.ndarray, Corr</span>
-</span><span id="L-298"><a href="#L-298"><span class="linenos">298</span></a><span class="sd">    If the list contains only one element, it is unpacked from the list.</span>
-</span><span id="L-299"><a href="#L-299"><span class="linenos">299</span></a>
-</span><span id="L-300"><a href="#L-300"><span class="linenos">300</span></a><span class="sd">    Parameters</span>
-</span><span id="L-301"><a href="#L-301"><span class="linenos">301</span></a><span class="sd">    ----------</span>
-</span><span id="L-302"><a href="#L-302"><span class="linenos">302</span></a><span class="sd">    json_string : str</span>
-</span><span id="L-303"><a href="#L-303"><span class="linenos">303</span></a><span class="sd">        json string containing the data.</span>
-</span><span id="L-304"><a href="#L-304"><span class="linenos">304</span></a><span class="sd">    verbose : bool</span>
-</span><span id="L-305"><a href="#L-305"><span class="linenos">305</span></a><span class="sd">        Print additional information that was written to the file.</span>
-</span><span id="L-306"><a href="#L-306"><span class="linenos">306</span></a><span class="sd">    full_output : bool</span>
-</span><span id="L-307"><a href="#L-307"><span class="linenos">307</span></a><span class="sd">        If True, a dict containing auxiliary information and the data is returned.</span>
-</span><span id="L-308"><a href="#L-308"><span class="linenos">308</span></a><span class="sd">        If False, only the data is returned.</span>
-</span><span id="L-309"><a href="#L-309"><span class="linenos">309</span></a><span class="sd">    &quot;&quot;&quot;</span>
-</span><span id="L-310"><a href="#L-310"><span class="linenos">310</span></a>
-</span><span id="L-311"><a href="#L-311"><span class="linenos">311</span></a>    <span class="k">def</span> <span class="nf">_gen_obsd_from_datad</span><span class="p">(</span><span class="n">d</span><span class="p">):</span>
-</span><span id="L-312"><a href="#L-312"><span class="linenos">312</span></a>        <span class="n">retd</span> <span class="o">=</span> <span class="p">{}</span>
-</span><span id="L-313"><a href="#L-313"><span class="linenos">313</span></a>        <span class="k">if</span> <span class="n">d</span><span class="p">:</span>
-</span><span id="L-314"><a href="#L-314"><span class="linenos">314</span></a>            <span class="n">retd</span><span class="p">[</span><span class="s1">&#39;names&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="p">[]</span>
-</span><span id="L-315"><a href="#L-315"><span class="linenos">315</span></a>            <span class="n">retd</span><span class="p">[</span><span class="s1">&#39;idl&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="p">[]</span>
-</span><span id="L-316"><a href="#L-316"><span class="linenos">316</span></a>            <span class="n">retd</span><span class="p">[</span><span class="s1">&#39;deltas&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="p">[]</span>
-</span><span id="L-317"><a href="#L-317"><span class="linenos">317</span></a>            <span class="n">retd</span><span class="p">[</span><span class="s1">&#39;is_merged&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="p">{}</span>
-</span><span id="L-318"><a href="#L-318"><span class="linenos">318</span></a>            <span class="k">for</span> <span class="n">ens</span> <span class="ow">in</span> <span class="n">d</span><span class="p">:</span>
-</span><span id="L-319"><a href="#L-319"><span class="linenos">319</span></a>                <span class="k">for</span> <span class="n">rep</span> <span class="ow">in</span> <span class="n">ens</span><span class="p">[</span><span class="s1">&#39;replica&#39;</span><span class="p">]:</span>
-</span><span id="L-320"><a href="#L-320"><span class="linenos">320</span></a>                    <span class="n">rep_name</span> <span class="o">=</span> <span class="n">rep</span><span class="p">[</span><span class="s1">&#39;name&#39;</span><span class="p">]</span>
-</span><span id="L-321"><a href="#L-321"><span class="linenos">321</span></a>                    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">rep_name</span><span class="p">)</span> <span class="o">&gt;</span> <span class="nb">len</span><span class="p">(</span><span class="n">ens</span><span class="p">[</span><span class="s2">&quot;id&quot;</span><span class="p">]):</span>
-</span><span id="L-322"><a href="#L-322"><span class="linenos">322</span></a>                        <span class="k">if</span> <span class="n">rep_name</span><span class="p">[</span><span class="nb">len</span><span class="p">(</span><span class="n">ens</span><span class="p">[</span><span class="s2">&quot;id&quot;</span><span class="p">])]</span> <span class="o">!=</span> <span class="s2">&quot;|&quot;</span><span class="p">:</span>
-</span><span id="L-323"><a href="#L-323"><span class="linenos">323</span></a>                            <span class="n">tmp_list</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">rep_name</span><span class="p">)</span>
-</span><span id="L-324"><a href="#L-324"><span class="linenos">324</span></a>                            <span class="n">tmp_list</span> <span class="o">=</span> <span class="n">tmp_list</span><span class="p">[:</span><span class="nb">len</span><span class="p">(</span><span class="n">ens</span><span class="p">[</span><span class="s2">&quot;id&quot;</span><span class="p">])]</span> <span class="o">+</span> <span class="p">[</span><span class="s2">&quot;|&quot;</span><span class="p">]</span> <span class="o">+</span> <span class="n">tmp_list</span><span class="p">[</span><span class="nb">len</span><span class="p">(</span><span class="n">ens</span><span class="p">[</span><span class="s2">&quot;id&quot;</span><span class="p">]):]</span>
-</span><span id="L-325"><a href="#L-325"><span class="linenos">325</span></a>                            <span class="n">rep_name</span> <span class="o">=</span> <span class="s1">&#39;&#39;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">tmp_list</span><span class="p">)</span>
-</span><span id="L-326"><a href="#L-326"><span class="linenos">326</span></a>                    <span class="n">retd</span><span class="p">[</span><span class="s1">&#39;names&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">rep_name</span><span class="p">)</span>
-</span><span id="L-327"><a href="#L-327"><span class="linenos">327</span></a>                    <span class="n">retd</span><span class="p">[</span><span class="s1">&#39;idl&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">di</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="k">for</span> <span class="n">di</span> <span class="ow">in</span> <span class="n">rep</span><span class="p">[</span><span class="s1">&#39;deltas&#39;</span><span class="p">]])</span>
-</span><span id="L-328"><a href="#L-328"><span class="linenos">328</span></a>                    <span class="n">retd</span><span class="p">[</span><span class="s1">&#39;deltas&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span><span class="n">di</span><span class="p">[</span><span class="mi">1</span><span class="p">:]</span> <span class="k">for</span> <span class="n">di</span> <span class="ow">in</span> <span class="n">rep</span><span class="p">[</span><span class="s1">&#39;deltas&#39;</span><span class="p">]]))</span>
-</span><span id="L-329"><a href="#L-329"><span class="linenos">329</span></a>                    <span class="n">retd</span><span class="p">[</span><span class="s1">&#39;is_merged&#39;</span><span class="p">][</span><span class="n">rep_name</span><span class="p">]</span> <span class="o">=</span> <span class="n">rep</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;is_merged&#39;</span><span class="p">,</span> <span class="kc">False</span><span class="p">)</span>
-</span><span id="L-330"><a href="#L-330"><span class="linenos">330</span></a>        <span class="k">return</span> <span class="n">retd</span>
-</span><span id="L-331"><a href="#L-331"><span class="linenos">331</span></a>
-</span><span id="L-332"><a href="#L-332"><span class="linenos">332</span></a>    <span class="k">def</span> <span class="nf">_gen_covobsd_from_cdatad</span><span class="p">(</span><span class="n">d</span><span class="p">):</span>
-</span><span id="L-333"><a href="#L-333"><span class="linenos">333</span></a>        <span class="n">retd</span> <span class="o">=</span> <span class="p">{}</span>
-</span><span id="L-334"><a href="#L-334"><span class="linenos">334</span></a>        <span class="k">for</span> <span class="n">ens</span> <span class="ow">in</span> <span class="n">d</span><span class="p">:</span>
-</span><span id="L-335"><a href="#L-335"><span class="linenos">335</span></a>            <span class="n">retl</span> <span class="o">=</span> <span class="p">[]</span>
-</span><span id="L-336"><a href="#L-336"><span class="linenos">336</span></a>            <span class="n">name</span> <span class="o">=</span> <span class="n">ens</span><span class="p">[</span><span class="s1">&#39;id&#39;</span><span class="p">]</span>
-</span><span id="L-337"><a href="#L-337"><span class="linenos">337</span></a>            <span class="n">layouts</span> <span class="o">=</span> <span class="n">ens</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;layout&#39;</span><span class="p">,</span> <span class="s1">&#39;1&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
-</span><span id="L-338"><a href="#L-338"><span class="linenos">338</span></a>            <span class="n">layout</span> <span class="o">=</span> <span class="p">[</span><span class="nb">int</span><span class="p">(</span><span class="n">ls</span><span class="o">.</span><span class="n">strip</span><span class="p">())</span> <span class="k">for</span> <span class="n">ls</span> <span class="ow">in</span> <span class="n">layouts</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39;,&#39;</span><span class="p">)</span> <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">ls</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">]</span>
-</span><span id="L-339"><a href="#L-339"><span class="linenos">339</span></a>            <span class="n">cov</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="n">ens</span><span class="p">[</span><span class="s1">&#39;cov&#39;</span><span class="p">],</span> <span class="n">layout</span><span class="p">)</span>
-</span><span id="L-340"><a href="#L-340"><span class="linenos">340</span></a>            <span class="n">grad</span> <span class="o">=</span> <span class="n">ens</span><span class="p">[</span><span class="s1">&#39;grad&#39;</span><span class="p">]</span>
-</span><span id="L-341"><a href="#L-341"><span class="linenos">341</span></a>            <span class="n">nobs</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">grad</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
-</span><span id="L-342"><a href="#L-342"><span class="linenos">342</span></a>            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">nobs</span><span class="p">):</span>
-</span><span id="L-343"><a href="#L-343"><span class="linenos">343</span></a>                <span class="n">retl</span><span class="o">.</span><span class="n">append</span><span class="p">({</span><span class="s1">&#39;name&#39;</span><span class="p">:</span> <span class="n">name</span><span class="p">,</span> <span class="s1">&#39;cov&#39;</span><span class="p">:</span> <span class="n">cov</span><span class="p">,</span> <span class="s1">&#39;grad&#39;</span><span class="p">:</span> <span class="p">[</span><span class="n">g</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="k">for</span> <span class="n">g</span> <span class="ow">in</span> <span class="n">grad</span><span class="p">]})</span>
-</span><span id="L-344"><a href="#L-344"><span class="linenos">344</span></a>            <span class="n">retd</span><span class="p">[</span><span class="n">name</span><span class="p">]</span> <span class="o">=</span> <span class="n">retl</span>
-</span><span id="L-345"><a href="#L-345"><span class="linenos">345</span></a>        <span class="k">return</span> <span class="n">retd</span>
-</span><span id="L-346"><a href="#L-346"><span class="linenos">346</span></a>
-</span><span id="L-347"><a href="#L-347"><span class="linenos">347</span></a>    <span class="k">def</span> <span class="nf">get_Obs_from_dict</span><span class="p">(</span><span class="n">o</span><span class="p">):</span>
-</span><span id="L-348"><a href="#L-348"><span class="linenos">348</span></a>        <span class="n">layouts</span> <span class="o">=</span> <span class="n">o</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;layout&#39;</span><span class="p">,</span> <span class="s1">&#39;1&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
-</span><span id="L-349"><a href="#L-349"><span class="linenos">349</span></a>        <span class="k">if</span> <span class="n">layouts</span> <span class="o">!=</span> <span class="s1">&#39;1&#39;</span><span class="p">:</span>
-</span><span id="L-350"><a href="#L-350"><span class="linenos">350</span></a>            <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s2">&quot;layout is </span><span class="si">%s</span><span class="s2"> has to be 1 for type Obs.&quot;</span> <span class="o">%</span> <span class="p">(</span><span class="n">layouts</span><span class="p">),</span> <span class="ne">RuntimeWarning</span><span class="p">)</span>
-</span><span id="L-351"><a href="#L-351"><span class="linenos">351</span></a>
-</span><span id="L-352"><a href="#L-352"><span class="linenos">352</span></a>        <span class="n">values</span> <span class="o">=</span> <span class="n">o</span><span class="p">[</span><span class="s1">&#39;value&#39;</span><span class="p">]</span>
-</span><span id="L-353"><a href="#L-353"><span class="linenos">353</span></a>        <span class="n">od</span> <span class="o">=</span> <span class="n">_gen_obsd_from_datad</span><span class="p">(</span><span class="n">o</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;data&#39;</span><span class="p">,</span> <span class="p">{}))</span>
-</span><span id="L-354"><a href="#L-354"><span class="linenos">354</span></a>        <span class="n">cd</span> <span class="o">=</span> <span class="n">_gen_covobsd_from_cdatad</span><span class="p">(</span><span class="n">o</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;cdata&#39;</span><span class="p">,</span> <span class="p">{}))</span>
-</span><span id="L-355"><a href="#L-355"><span class="linenos">355</span></a>
-</span><span id="L-356"><a href="#L-356"><span class="linenos">356</span></a>        <span class="k">if</span> <span class="n">od</span><span class="p">:</span>
-</span><span id="L-357"><a href="#L-357"><span class="linenos">357</span></a>            <span class="n">ret</span> <span class="o">=</span> <span class="n">Obs</span><span class="p">([[</span><span class="n">ddi</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">+</span> <span class="n">values</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="k">for</span> <span class="n">ddi</span> <span class="ow">in</span> <span class="n">di</span><span class="p">]</span> <span class="k">for</span> <span class="n">di</span> <span class="ow">in</span> <span class="n">od</span><span class="p">[</span><span class="s1">&#39;deltas&#39;</span><span class="p">]],</span> <span class="n">od</span><span class="p">[</span><span class="s1">&#39;names&#39;</span><span class="p">],</span> <span class="n">idl</span><span class="o">=</span><span class="n">od</span><span class="p">[</span><span class="s1">&#39;idl&#39;</span><span class="p">])</span>
-</span><span id="L-358"><a href="#L-358"><span class="linenos">358</span></a>            <span class="n">ret</span><span class="o">.</span><span class="n">is_merged</span> <span class="o">=</span> <span class="n">od</span><span class="p">[</span><span class="s1">&#39;is_merged&#39;</span><span class="p">]</span>
-</span><span id="L-359"><a href="#L-359"><span class="linenos">359</span></a>        <span class="k">else</span><span class="p">:</span>
-</span><span id="L-360"><a href="#L-360"><span class="linenos">360</span></a>            <span class="n">ret</span> <span class="o">=</span> <span class="n">Obs</span><span class="p">([],</span> <span class="p">[],</span> <span class="n">means</span><span class="o">=</span><span class="p">[])</span>
-</span><span id="L-361"><a href="#L-361"><span class="linenos">361</span></a>            <span class="n">ret</span><span class="o">.</span><span class="n">_value</span> <span class="o">=</span> <span class="n">values</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
-</span><span id="L-362"><a href="#L-362"><span class="linenos">362</span></a>        <span class="k">for</span> <span class="n">name</span> <span class="ow">in</span> <span class="n">cd</span><span class="p">:</span>
-</span><span id="L-363"><a href="#L-363"><span class="linenos">363</span></a>            <span class="n">co</span> <span class="o">=</span> <span class="n">cd</span><span class="p">[</span><span class="n">name</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span>
-</span><span id="L-364"><a href="#L-364"><span class="linenos">364</span></a>            <span class="n">ret</span><span class="o">.</span><span class="n">_covobs</span><span class="p">[</span><span class="n">name</span><span class="p">]</span> <span class="o">=</span> <span class="n">Covobs</span><span class="p">(</span><span class="kc">None</span><span class="p">,</span> <span class="n">co</span><span class="p">[</span><span class="s1">&#39;cov&#39;</span><span class="p">],</span> <span class="n">co</span><span class="p">[</span><span class="s1">&#39;name&#39;</span><span class="p">],</span> <span class="n">grad</span><span class="o">=</span><span class="n">co</span><span class="p">[</span><span class="s1">&#39;grad&#39;</span><span class="p">])</span>
-</span><span id="L-365"><a href="#L-365"><span class="linenos">365</span></a>            <span class="n">ret</span><span class="o">.</span><span class="n">names</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">co</span><span class="p">[</span><span class="s1">&#39;name&#39;</span><span class="p">])</span>
-</span><span id="L-366"><a href="#L-366"><span class="linenos">366</span></a>
-</span><span id="L-367"><a href="#L-367"><span class="linenos">367</span></a>        <span class="n">ret</span><span class="o">.</span><span class="n">reweighted</span> <span class="o">=</span> <span class="n">o</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;reweighted&#39;</span><span class="p">,</span> <span class="kc">False</span><span class="p">)</span>
-</span><span id="L-368"><a href="#L-368"><span class="linenos">368</span></a>        <span class="n">ret</span><span class="o">.</span><span class="n">tag</span> <span class="o">=</span> <span class="n">o</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;tag&#39;</span><span class="p">,</span> <span class="p">[</span><span class="kc">None</span><span class="p">])[</span><span class="mi">0</span><span class="p">]</span>
-</span><span id="L-369"><a href="#L-369"><span class="linenos">369</span></a>        <span class="k">return</span> <span class="n">ret</span>
-</span><span id="L-370"><a href="#L-370"><span class="linenos">370</span></a>
-</span><span id="L-371"><a href="#L-371"><span class="linenos">371</span></a>    <span class="k">def</span> <span class="nf">get_List_from_dict</span><span class="p">(</span><span class="n">o</span><span class="p">):</span>
-</span><span id="L-372"><a href="#L-372"><span class="linenos">372</span></a>        <span class="n">layouts</span> <span class="o">=</span> <span class="n">o</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;layout&#39;</span><span class="p">,</span> <span class="s1">&#39;1&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
-</span><span id="L-373"><a href="#L-373"><span class="linenos">373</span></a>        <span class="n">layout</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">layouts</span><span class="p">)</span>
-</span><span id="L-374"><a href="#L-374"><span class="linenos">374</span></a>        <span class="n">values</span> <span class="o">=</span> <span class="n">o</span><span class="p">[</span><span class="s1">&#39;value&#39;</span><span class="p">]</span>
-</span><span id="L-375"><a href="#L-375"><span class="linenos">375</span></a>        <span class="n">od</span> <span class="o">=</span> <span class="n">_gen_obsd_from_datad</span><span class="p">(</span><span class="n">o</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;data&#39;</span><span class="p">,</span> <span class="p">{}))</span>
-</span><span id="L-376"><a href="#L-376"><span class="linenos">376</span></a>        <span class="n">cd</span> <span class="o">=</span> <span class="n">_gen_covobsd_from_cdatad</span><span class="p">(</span><span class="n">o</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;cdata&#39;</span><span class="p">,</span> <span class="p">{}))</span>
-</span><span id="L-377"><a href="#L-377"><span class="linenos">377</span></a>
-</span><span id="L-378"><a href="#L-378"><span class="linenos">378</span></a>        <span class="n">ret</span> <span class="o">=</span> <span class="p">[]</span>
-</span><span id="L-379"><a href="#L-379"><span class="linenos">379</span></a>        <span class="n">taglist</span> <span class="o">=</span> <span class="n">o</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;tag&#39;</span><span class="p">,</span> <span class="n">layout</span> <span class="o">*</span> <span class="p">[</span><span class="kc">None</span><span class="p">])</span>
-</span><span id="L-380"><a href="#L-380"><span class="linenos">380</span></a>        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">layout</span><span class="p">):</span>
-</span><span id="L-381"><a href="#L-381"><span class="linenos">381</span></a>            <span class="k">if</span> <span class="n">od</span><span class="p">:</span>
-</span><span id="L-382"><a href="#L-382"><span class="linenos">382</span></a>                <span class="n">ret</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">Obs</span><span class="p">([</span><span class="nb">list</span><span class="p">(</span><span class="n">di</span><span class="p">[:,</span> <span class="n">i</span><span class="p">]</span> <span class="o">+</span> <span class="n">values</span><span class="p">[</span><span class="n">i</span><span class="p">])</span> <span class="k">for</span> <span class="n">di</span> <span class="ow">in</span> <span class="n">od</span><span class="p">[</span><span class="s1">&#39;deltas&#39;</span><span class="p">]],</span> <span class="n">od</span><span class="p">[</span><span class="s1">&#39;names&#39;</span><span class="p">],</span> <span class="n">idl</span><span class="o">=</span><span class="n">od</span><span class="p">[</span><span class="s1">&#39;idl&#39;</span><span class="p">]))</span>
-</span><span id="L-383"><a href="#L-383"><span class="linenos">383</span></a>                <span class="n">ret</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">is_merged</span> <span class="o">=</span> <span class="n">od</span><span class="p">[</span><span class="s1">&#39;is_merged&#39;</span><span class="p">]</span>
-</span><span id="L-384"><a href="#L-384"><span class="linenos">384</span></a>            <span class="k">else</span><span class="p">:</span>
-</span><span id="L-385"><a href="#L-385"><span class="linenos">385</span></a>                <span class="n">ret</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">Obs</span><span class="p">([],</span> <span class="p">[],</span> <span class="n">means</span><span class="o">=</span><span class="p">[]))</span>
-</span><span id="L-386"><a href="#L-386"><span class="linenos">386</span></a>                <span class="n">ret</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">_value</span> <span class="o">=</span> <span class="n">values</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
-</span><span id="L-387"><a href="#L-387"><span class="linenos">387</span></a>                <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Created Obs with means= &#39;</span><span class="p">,</span> <span class="n">values</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
-</span><span id="L-388"><a href="#L-388"><span class="linenos">388</span></a>            <span class="k">for</span> <span class="n">name</span> <span class="ow">in</span> <span class="n">cd</span><span class="p">:</span>
-</span><span id="L-389"><a href="#L-389"><span class="linenos">389</span></a>                <span class="n">co</span> <span class="o">=</span> <span class="n">cd</span><span class="p">[</span><span class="n">name</span><span class="p">][</span><span class="n">i</span><span class="p">]</span>
-</span><span id="L-390"><a href="#L-390"><span class="linenos">390</span></a>                <span class="n">ret</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">_covobs</span><span class="p">[</span><span class="n">name</span><span class="p">]</span> <span class="o">=</span> <span class="n">Covobs</span><span class="p">(</span><span class="kc">None</span><span class="p">,</span> <span class="n">co</span><span class="p">[</span><span class="s1">&#39;cov&#39;</span><span class="p">],</span> <span class="n">co</span><span class="p">[</span><span class="s1">&#39;name&#39;</span><span class="p">],</span> <span class="n">grad</span><span class="o">=</span><span class="n">co</span><span class="p">[</span><span class="s1">&#39;grad&#39;</span><span class="p">])</span>
-</span><span id="L-391"><a href="#L-391"><span class="linenos">391</span></a>                <span class="n">ret</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">names</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">co</span><span class="p">[</span><span class="s1">&#39;name&#39;</span><span class="p">])</span>
-</span><span id="L-392"><a href="#L-392"><span class="linenos">392</span></a>
-</span><span id="L-393"><a href="#L-393"><span class="linenos">393</span></a>            <span class="n">ret</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">reweighted</span> <span class="o">=</span> <span class="n">o</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;reweighted&#39;</span><span class="p">,</span> <span class="kc">False</span><span class="p">)</span>
-</span><span id="L-394"><a href="#L-394"><span class="linenos">394</span></a>            <span class="n">ret</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">tag</span> <span class="o">=</span> <span class="n">taglist</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
-</span><span id="L-395"><a href="#L-395"><span class="linenos">395</span></a>        <span class="k">return</span> <span class="n">ret</span>
-</span><span id="L-396"><a href="#L-396"><span class="linenos">396</span></a>
-</span><span id="L-397"><a href="#L-397"><span class="linenos">397</span></a>    <span class="k">def</span> <span class="nf">get_Array_from_dict</span><span class="p">(</span><span class="n">o</span><span class="p">):</span>
-</span><span id="L-398"><a href="#L-398"><span class="linenos">398</span></a>        <span class="n">layouts</span> <span class="o">=</span> <span class="n">o</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;layout&#39;</span><span class="p">,</span> <span class="s1">&#39;1&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
-</span><span id="L-399"><a href="#L-399"><span class="linenos">399</span></a>        <span class="n">layout</span> <span class="o">=</span> <span class="p">[</span><span class="nb">int</span><span class="p">(</span><span class="n">ls</span><span class="o">.</span><span class="n">strip</span><span class="p">())</span> <span class="k">for</span> <span class="n">ls</span> <span class="ow">in</span> <span class="n">layouts</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39;,&#39;</span><span class="p">)</span> <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">ls</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">]</span>
-</span><span id="L-400"><a href="#L-400"><span class="linenos">400</span></a>        <span class="n">N</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">prod</span><span class="p">(</span><span class="n">layout</span><span class="p">)</span>
-</span><span id="L-401"><a href="#L-401"><span class="linenos">401</span></a>        <span class="n">values</span> <span class="o">=</span> <span class="n">o</span><span class="p">[</span><span class="s1">&#39;value&#39;</span><span class="p">]</span>
-</span><span id="L-402"><a href="#L-402"><span class="linenos">402</span></a>        <span class="n">od</span> <span class="o">=</span> <span class="n">_gen_obsd_from_datad</span><span class="p">(</span><span class="n">o</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;data&#39;</span><span class="p">,</span> <span class="p">{}))</span>
-</span><span id="L-403"><a href="#L-403"><span class="linenos">403</span></a>        <span class="n">cd</span> <span class="o">=</span> <span class="n">_gen_covobsd_from_cdatad</span><span class="p">(</span><span class="n">o</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;cdata&#39;</span><span class="p">,</span> <span class="p">{}))</span>
-</span><span id="L-404"><a href="#L-404"><span class="linenos">404</span></a>
-</span><span id="L-405"><a href="#L-405"><span class="linenos">405</span></a>        <span class="n">ret</span> <span class="o">=</span> <span class="p">[]</span>
-</span><span id="L-406"><a href="#L-406"><span class="linenos">406</span></a>        <span class="n">taglist</span> <span class="o">=</span> <span class="n">o</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;tag&#39;</span><span class="p">,</span> <span class="n">N</span> <span class="o">*</span> <span class="p">[</span><span class="kc">None</span><span class="p">])</span>
-</span><span id="L-407"><a href="#L-407"><span class="linenos">407</span></a>        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">N</span><span class="p">):</span>
-</span><span id="L-408"><a href="#L-408"><span class="linenos">408</span></a>            <span class="k">if</span> <span class="n">od</span><span class="p">:</span>
-</span><span id="L-409"><a href="#L-409"><span class="linenos">409</span></a>                <span class="n">ret</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">Obs</span><span class="p">([</span><span class="n">di</span><span class="p">[:,</span> <span class="n">i</span><span class="p">]</span> <span class="o">+</span> <span class="n">values</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="k">for</span> <span class="n">di</span> <span class="ow">in</span> <span class="n">od</span><span class="p">[</span><span class="s1">&#39;deltas&#39;</span><span class="p">]],</span> <span class="n">od</span><span class="p">[</span><span class="s1">&#39;names&#39;</span><span class="p">],</span> <span class="n">idl</span><span class="o">=</span><span class="n">od</span><span class="p">[</span><span class="s1">&#39;idl&#39;</span><span class="p">]))</span>
-</span><span id="L-410"><a href="#L-410"><span class="linenos">410</span></a>                <span class="n">ret</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">is_merged</span> <span class="o">=</span> <span class="n">od</span><span class="p">[</span><span class="s1">&#39;is_merged&#39;</span><span class="p">]</span>
-</span><span id="L-411"><a href="#L-411"><span class="linenos">411</span></a>            <span class="k">else</span><span class="p">:</span>
-</span><span id="L-412"><a href="#L-412"><span class="linenos">412</span></a>                <span class="n">ret</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">Obs</span><span class="p">([],</span> <span class="p">[],</span> <span class="n">means</span><span class="o">=</span><span class="p">[]))</span>
-</span><span id="L-413"><a href="#L-413"><span class="linenos">413</span></a>                <span class="n">ret</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">_value</span> <span class="o">=</span> <span class="n">values</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
-</span><span id="L-414"><a href="#L-414"><span class="linenos">414</span></a>            <span class="k">for</span> <span class="n">name</span> <span class="ow">in</span> <span class="n">cd</span><span class="p">:</span>
-</span><span id="L-415"><a href="#L-415"><span class="linenos">415</span></a>                <span class="n">co</span> <span class="o">=</span> <span class="n">cd</span><span class="p">[</span><span class="n">name</span><span class="p">][</span><span class="n">i</span><span class="p">]</span>
-</span><span id="L-416"><a href="#L-416"><span class="linenos">416</span></a>                <span class="n">ret</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">_covobs</span><span class="p">[</span><span class="n">name</span><span class="p">]</span> <span class="o">=</span> <span class="n">Covobs</span><span class="p">(</span><span class="kc">None</span><span class="p">,</span> <span class="n">co</span><span class="p">[</span><span class="s1">&#39;cov&#39;</span><span class="p">],</span> <span class="n">co</span><span class="p">[</span><span class="s1">&#39;name&#39;</span><span class="p">],</span> <span class="n">grad</span><span class="o">=</span><span class="n">co</span><span class="p">[</span><span class="s1">&#39;grad&#39;</span><span class="p">])</span>
-</span><span id="L-417"><a href="#L-417"><span class="linenos">417</span></a>                <span class="n">ret</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">names</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">co</span><span class="p">[</span><span class="s1">&#39;name&#39;</span><span class="p">])</span>
-</span><span id="L-418"><a href="#L-418"><span class="linenos">418</span></a>            <span class="n">ret</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">reweighted</span> <span class="o">=</span> <span class="n">o</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;reweighted&#39;</span><span class="p">,</span> <span class="kc">False</span><span class="p">)</span>
-</span><span id="L-419"><a href="#L-419"><span class="linenos">419</span></a>            <span class="n">ret</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">tag</span> <span class="o">=</span> <span class="n">taglist</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
-</span><span id="L-420"><a href="#L-420"><span class="linenos">420</span></a>        <span class="k">return</span> <span class="n">np</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="n">ret</span><span class="p">,</span> <span class="n">layout</span><span class="p">)</span>
-</span><span id="L-421"><a href="#L-421"><span class="linenos">421</span></a>
-</span><span id="L-422"><a href="#L-422"><span class="linenos">422</span></a>    <span class="k">def</span> <span class="nf">get_Corr_from_dict</span><span class="p">(</span><span class="n">o</span><span class="p">):</span>
-</span><span id="L-423"><a href="#L-423"><span class="linenos">423</span></a>        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">o</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;tag&#39;</span><span class="p">),</span> <span class="nb">list</span><span class="p">):</span>  <span class="c1"># supports the old way</span>
-</span><span id="L-424"><a href="#L-424"><span class="linenos">424</span></a>            <span class="n">taglist</span> <span class="o">=</span> <span class="n">o</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;tag&#39;</span><span class="p">)</span>  <span class="c1"># This had to be modified to get the taglist from the dictionary</span>
-</span><span id="L-425"><a href="#L-425"><span class="linenos">425</span></a>            <span class="n">temp_prange</span> <span class="o">=</span> <span class="kc">None</span>
-</span><span id="L-426"><a href="#L-426"><span class="linenos">426</span></a>        <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">o</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;tag&#39;</span><span class="p">),</span> <span class="nb">dict</span><span class="p">):</span>
-</span><span id="L-427"><a href="#L-427"><span class="linenos">427</span></a>            <span class="n">tagdic</span> <span class="o">=</span> <span class="n">o</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;tag&#39;</span><span class="p">)</span>
-</span><span id="L-428"><a href="#L-428"><span class="linenos">428</span></a>            <span class="n">taglist</span> <span class="o">=</span> <span class="n">tagdic</span><span class="p">[</span><span class="s1">&#39;tag&#39;</span><span class="p">]</span>
-</span><span id="L-429"><a href="#L-429"><span class="linenos">429</span></a>            <span class="k">if</span> <span class="s1">&#39;prange&#39;</span> <span class="ow">in</span> <span class="n">tagdic</span><span class="p">:</span>
-</span><span id="L-430"><a href="#L-430"><span class="linenos">430</span></a>                <span class="n">temp_prange</span> <span class="o">=</span> <span class="n">tagdic</span><span class="p">[</span><span class="s1">&#39;prange&#39;</span><span class="p">]</span>
-</span><span id="L-431"><a href="#L-431"><span class="linenos">431</span></a>            <span class="k">else</span><span class="p">:</span>
-</span><span id="L-432"><a href="#L-432"><span class="linenos">432</span></a>                <span class="n">temp_prange</span> <span class="o">=</span> <span class="kc">None</span>
-</span><span id="L-433"><a href="#L-433"><span class="linenos">433</span></a>        <span class="k">else</span><span class="p">:</span>
-</span><span id="L-434"><a href="#L-434"><span class="linenos">434</span></a>            <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s2">&quot;The tag is not a list or dict&quot;</span><span class="p">)</span>
-</span><span id="L-435"><a href="#L-435"><span class="linenos">435</span></a>
-</span><span id="L-436"><a href="#L-436"><span class="linenos">436</span></a>        <span class="n">corr_tag</span> <span class="o">=</span> <span class="n">taglist</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span>
-</span><span id="L-437"><a href="#L-437"><span class="linenos">437</span></a>        <span class="n">tmp_o</span> <span class="o">=</span> <span class="n">o</span>
-</span><span id="L-438"><a href="#L-438"><span class="linenos">438</span></a>        <span class="n">tmp_o</span><span class="p">[</span><span class="s1">&#39;tag&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">taglist</span><span class="p">[:</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span>
-</span><span id="L-439"><a href="#L-439"><span class="linenos">439</span></a>        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">tmp_o</span><span class="p">[</span><span class="s1">&#39;tag&#39;</span><span class="p">])</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
-</span><span id="L-440"><a href="#L-440"><span class="linenos">440</span></a>            <span class="k">del</span> <span class="n">tmp_o</span><span class="p">[</span><span class="s1">&#39;tag&#39;</span><span class="p">]</span>
-</span><span id="L-441"><a href="#L-441"><span class="linenos">441</span></a>        <span class="n">dat</span> <span class="o">=</span> <span class="n">get_Array_from_dict</span><span class="p">(</span><span class="n">tmp_o</span><span class="p">)</span>
-</span><span id="L-442"><a href="#L-442"><span class="linenos">442</span></a>        <span class="n">my_corr</span> <span class="o">=</span> <span class="n">Corr</span><span class="p">([</span><span class="kc">None</span> <span class="k">if</span> <span class="n">np</span><span class="o">.</span><span class="n">isnan</span><span class="p">(</span><span class="n">o</span><span class="o">.</span><span class="n">ravel</span><span class="p">()[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">value</span><span class="p">)</span> <span class="k">else</span> <span class="n">o</span> <span class="k">for</span> <span class="n">o</span> <span class="ow">in</span> <span class="nb">list</span><span class="p">(</span><span class="n">dat</span><span class="p">)])</span>
-</span><span id="L-443"><a href="#L-443"><span class="linenos">443</span></a>        <span class="k">if</span> <span class="n">corr_tag</span> <span class="o">!=</span> <span class="s1">&#39;None&#39;</span><span class="p">:</span>
-</span><span id="L-444"><a href="#L-444"><span class="linenos">444</span></a>            <span class="n">my_corr</span><span class="o">.</span><span class="n">tag</span> <span class="o">=</span> <span class="n">corr_tag</span>
-</span><span id="L-445"><a href="#L-445"><span class="linenos">445</span></a>
-</span><span id="L-446"><a href="#L-446"><span class="linenos">446</span></a>        <span class="n">my_corr</span><span class="o">.</span><span class="n">prange</span> <span class="o">=</span> <span class="n">temp_prange</span>
-</span><span id="L-447"><a href="#L-447"><span class="linenos">447</span></a>        <span class="k">return</span> <span class="n">my_corr</span>
+</span><span id="L-292"><a href="#L-292"><span class="linenos">292</span></a>        <span class="k">if</span> <span class="n">od</span><span class="p">:</span>
+</span><span id="L-293"><a href="#L-293"><span class="linenos">293</span></a>            <span class="n">ret</span> <span class="o">=</span> <span class="n">Obs</span><span class="p">([[</span><span class="n">ddi</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">+</span> <span class="n">values</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="k">for</span> <span class="n">ddi</span> <span class="ow">in</span> <span class="n">di</span><span class="p">]</span> <span class="k">for</span> <span class="n">di</span> <span class="ow">in</span> <span class="n">od</span><span class="p">[</span><span class="s1">&#39;deltas&#39;</span><span class="p">]],</span> <span class="n">od</span><span class="p">[</span><span class="s1">&#39;names&#39;</span><span class="p">],</span> <span class="n">idl</span><span class="o">=</span><span class="n">od</span><span class="p">[</span><span class="s1">&#39;idl&#39;</span><span class="p">])</span>
+</span><span id="L-294"><a href="#L-294"><span class="linenos">294</span></a>            <span class="n">ret</span><span class="o">.</span><span class="n">is_merged</span> <span class="o">=</span> <span class="n">od</span><span class="p">[</span><span class="s1">&#39;is_merged&#39;</span><span class="p">]</span>
+</span><span id="L-295"><a href="#L-295"><span class="linenos">295</span></a>        <span class="k">else</span><span class="p">:</span>
+</span><span id="L-296"><a href="#L-296"><span class="linenos">296</span></a>            <span class="n">ret</span> <span class="o">=</span> <span class="n">Obs</span><span class="p">([],</span> <span class="p">[],</span> <span class="n">means</span><span class="o">=</span><span class="p">[])</span>
+</span><span id="L-297"><a href="#L-297"><span class="linenos">297</span></a>            <span class="n">ret</span><span class="o">.</span><span class="n">_value</span> <span class="o">=</span> <span class="n">values</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+</span><span id="L-298"><a href="#L-298"><span class="linenos">298</span></a>        <span class="k">for</span> <span class="n">name</span> <span class="ow">in</span> <span class="n">cd</span><span class="p">:</span>
+</span><span id="L-299"><a href="#L-299"><span class="linenos">299</span></a>            <span class="n">co</span> <span class="o">=</span> <span class="n">cd</span><span class="p">[</span><span class="n">name</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span>
+</span><span id="L-300"><a href="#L-300"><span class="linenos">300</span></a>            <span class="n">ret</span><span class="o">.</span><span class="n">_covobs</span><span class="p">[</span><span class="n">name</span><span class="p">]</span> <span class="o">=</span> <span class="n">Covobs</span><span class="p">(</span><span class="kc">None</span><span class="p">,</span> <span class="n">co</span><span class="p">[</span><span class="s1">&#39;cov&#39;</span><span class="p">],</span> <span class="n">co</span><span class="p">[</span><span class="s1">&#39;name&#39;</span><span class="p">],</span> <span class="n">grad</span><span class="o">=</span><span class="n">co</span><span class="p">[</span><span class="s1">&#39;grad&#39;</span><span class="p">])</span>
+</span><span id="L-301"><a href="#L-301"><span class="linenos">301</span></a>            <span class="n">ret</span><span class="o">.</span><span class="n">names</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">co</span><span class="p">[</span><span class="s1">&#39;name&#39;</span><span class="p">])</span>
+</span><span id="L-302"><a href="#L-302"><span class="linenos">302</span></a>
+</span><span id="L-303"><a href="#L-303"><span class="linenos">303</span></a>        <span class="n">ret</span><span class="o">.</span><span class="n">reweighted</span> <span class="o">=</span> <span class="n">o</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;reweighted&#39;</span><span class="p">,</span> <span class="kc">False</span><span class="p">)</span>
+</span><span id="L-304"><a href="#L-304"><span class="linenos">304</span></a>        <span class="n">ret</span><span class="o">.</span><span class="n">tag</span> <span class="o">=</span> <span class="n">o</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;tag&#39;</span><span class="p">,</span> <span class="p">[</span><span class="kc">None</span><span class="p">])[</span><span class="mi">0</span><span class="p">]</span>
+</span><span id="L-305"><a href="#L-305"><span class="linenos">305</span></a>        <span class="k">return</span> <span class="n">ret</span>
+</span><span id="L-306"><a href="#L-306"><span class="linenos">306</span></a>
+</span><span id="L-307"><a href="#L-307"><span class="linenos">307</span></a>    <span class="k">def</span> <span class="nf">get_List_from_dict</span><span class="p">(</span><span class="n">o</span><span class="p">):</span>
+</span><span id="L-308"><a href="#L-308"><span class="linenos">308</span></a>        <span class="n">layouts</span> <span class="o">=</span> <span class="n">o</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;layout&#39;</span><span class="p">,</span> <span class="s1">&#39;1&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+</span><span id="L-309"><a href="#L-309"><span class="linenos">309</span></a>        <span class="n">layout</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">layouts</span><span class="p">)</span>
+</span><span id="L-310"><a href="#L-310"><span class="linenos">310</span></a>        <span class="n">values</span> <span class="o">=</span> <span class="n">o</span><span class="p">[</span><span class="s1">&#39;value&#39;</span><span class="p">]</span>
+</span><span id="L-311"><a href="#L-311"><span class="linenos">311</span></a>        <span class="n">od</span> <span class="o">=</span> <span class="n">_gen_obsd_from_datad</span><span class="p">(</span><span class="n">o</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;data&#39;</span><span class="p">,</span> <span class="p">{}))</span>
+</span><span id="L-312"><a href="#L-312"><span class="linenos">312</span></a>        <span class="n">cd</span> <span class="o">=</span> <span class="n">_gen_covobsd_from_cdatad</span><span class="p">(</span><span class="n">o</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;cdata&#39;</span><span class="p">,</span> <span class="p">{}))</span>
+</span><span id="L-313"><a href="#L-313"><span class="linenos">313</span></a>
+</span><span id="L-314"><a href="#L-314"><span class="linenos">314</span></a>        <span class="n">ret</span> <span class="o">=</span> <span class="p">[]</span>
+</span><span id="L-315"><a href="#L-315"><span class="linenos">315</span></a>        <span class="n">taglist</span> <span class="o">=</span> <span class="n">o</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;tag&#39;</span><span class="p">,</span> <span class="n">layout</span> <span class="o">*</span> <span class="p">[</span><span class="kc">None</span><span class="p">])</span>
+</span><span id="L-316"><a href="#L-316"><span class="linenos">316</span></a>        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">layout</span><span class="p">):</span>
+</span><span id="L-317"><a href="#L-317"><span class="linenos">317</span></a>            <span class="k">if</span> <span class="n">od</span><span class="p">:</span>
+</span><span id="L-318"><a href="#L-318"><span class="linenos">318</span></a>                <span class="n">ret</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">Obs</span><span class="p">([</span><span class="nb">list</span><span class="p">(</span><span class="n">di</span><span class="p">[:,</span> <span class="n">i</span><span class="p">]</span> <span class="o">+</span> <span class="n">values</span><span class="p">[</span><span class="n">i</span><span class="p">])</span> <span class="k">for</span> <span class="n">di</span> <span class="ow">in</span> <span class="n">od</span><span class="p">[</span><span class="s1">&#39;deltas&#39;</span><span class="p">]],</span> <span class="n">od</span><span class="p">[</span><span class="s1">&#39;names&#39;</span><span class="p">],</span> <span class="n">idl</span><span class="o">=</span><span class="n">od</span><span class="p">[</span><span class="s1">&#39;idl&#39;</span><span class="p">]))</span>
+</span><span id="L-319"><a href="#L-319"><span class="linenos">319</span></a>                <span class="n">ret</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">is_merged</span> <span class="o">=</span> <span class="n">od</span><span class="p">[</span><span class="s1">&#39;is_merged&#39;</span><span class="p">]</span>
+</span><span id="L-320"><a href="#L-320"><span class="linenos">320</span></a>            <span class="k">else</span><span class="p">:</span>
+</span><span id="L-321"><a href="#L-321"><span class="linenos">321</span></a>                <span class="n">ret</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">Obs</span><span class="p">([],</span> <span class="p">[],</span> <span class="n">means</span><span class="o">=</span><span class="p">[]))</span>
+</span><span id="L-322"><a href="#L-322"><span class="linenos">322</span></a>                <span class="n">ret</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">_value</span> <span class="o">=</span> <span class="n">values</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+</span><span id="L-323"><a href="#L-323"><span class="linenos">323</span></a>                <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Created Obs with means= &#39;</span><span class="p">,</span> <span class="n">values</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
+</span><span id="L-324"><a href="#L-324"><span class="linenos">324</span></a>            <span class="k">for</span> <span class="n">name</span> <span class="ow">in</span> <span class="n">cd</span><span class="p">:</span>
+</span><span id="L-325"><a href="#L-325"><span class="linenos">325</span></a>                <span class="n">co</span> <span class="o">=</span> <span class="n">cd</span><span class="p">[</span><span class="n">name</span><span class="p">][</span><span class="n">i</span><span class="p">]</span>
+</span><span id="L-326"><a href="#L-326"><span class="linenos">326</span></a>                <span class="n">ret</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">_covobs</span><span class="p">[</span><span class="n">name</span><span class="p">]</span> <span class="o">=</span> <span class="n">Covobs</span><span class="p">(</span><span class="kc">None</span><span class="p">,</span> <span class="n">co</span><span class="p">[</span><span class="s1">&#39;cov&#39;</span><span class="p">],</span> <span class="n">co</span><span class="p">[</span><span class="s1">&#39;name&#39;</span><span class="p">],</span> <span class="n">grad</span><span class="o">=</span><span class="n">co</span><span class="p">[</span><span class="s1">&#39;grad&#39;</span><span class="p">])</span>
+</span><span id="L-327"><a href="#L-327"><span class="linenos">327</span></a>                <span class="n">ret</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">names</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">co</span><span class="p">[</span><span class="s1">&#39;name&#39;</span><span class="p">])</span>
+</span><span id="L-328"><a href="#L-328"><span class="linenos">328</span></a>
+</span><span id="L-329"><a href="#L-329"><span class="linenos">329</span></a>            <span class="n">ret</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">reweighted</span> <span class="o">=</span> <span class="n">o</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;reweighted&#39;</span><span class="p">,</span> <span class="kc">False</span><span class="p">)</span>
+</span><span id="L-330"><a href="#L-330"><span class="linenos">330</span></a>            <span class="n">ret</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">tag</span> <span class="o">=</span> <span class="n">taglist</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+</span><span id="L-331"><a href="#L-331"><span class="linenos">331</span></a>        <span class="k">return</span> <span class="n">ret</span>
+</span><span id="L-332"><a href="#L-332"><span class="linenos">332</span></a>
+</span><span id="L-333"><a href="#L-333"><span class="linenos">333</span></a>    <span class="k">def</span> <span class="nf">get_Array_from_dict</span><span class="p">(</span><span class="n">o</span><span class="p">):</span>
+</span><span id="L-334"><a href="#L-334"><span class="linenos">334</span></a>        <span class="n">layouts</span> <span class="o">=</span> <span class="n">o</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;layout&#39;</span><span class="p">,</span> <span class="s1">&#39;1&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+</span><span id="L-335"><a href="#L-335"><span class="linenos">335</span></a>        <span class="n">layout</span> <span class="o">=</span> <span class="p">[</span><span class="nb">int</span><span class="p">(</span><span class="n">ls</span><span class="o">.</span><span class="n">strip</span><span class="p">())</span> <span class="k">for</span> <span class="n">ls</span> <span class="ow">in</span> <span class="n">layouts</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39;,&#39;</span><span class="p">)</span> <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">ls</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">]</span>
+</span><span id="L-336"><a href="#L-336"><span class="linenos">336</span></a>        <span class="n">N</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">prod</span><span class="p">(</span><span class="n">layout</span><span class="p">)</span>
+</span><span id="L-337"><a href="#L-337"><span class="linenos">337</span></a>        <span class="n">values</span> <span class="o">=</span> <span class="n">o</span><span class="p">[</span><span class="s1">&#39;value&#39;</span><span class="p">]</span>
+</span><span id="L-338"><a href="#L-338"><span class="linenos">338</span></a>        <span class="n">od</span> <span class="o">=</span> <span class="n">_gen_obsd_from_datad</span><span class="p">(</span><span class="n">o</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;data&#39;</span><span class="p">,</span> <span class="p">{}))</span>
+</span><span id="L-339"><a href="#L-339"><span class="linenos">339</span></a>        <span class="n">cd</span> <span class="o">=</span> <span class="n">_gen_covobsd_from_cdatad</span><span class="p">(</span><span class="n">o</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;cdata&#39;</span><span class="p">,</span> <span class="p">{}))</span>
+</span><span id="L-340"><a href="#L-340"><span class="linenos">340</span></a>
+</span><span id="L-341"><a href="#L-341"><span class="linenos">341</span></a>        <span class="n">ret</span> <span class="o">=</span> <span class="p">[]</span>
+</span><span id="L-342"><a href="#L-342"><span class="linenos">342</span></a>        <span class="n">taglist</span> <span class="o">=</span> <span class="n">o</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;tag&#39;</span><span class="p">,</span> <span class="n">N</span> <span class="o">*</span> <span class="p">[</span><span class="kc">None</span><span class="p">])</span>
+</span><span id="L-343"><a href="#L-343"><span class="linenos">343</span></a>        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">N</span><span class="p">):</span>
+</span><span id="L-344"><a href="#L-344"><span class="linenos">344</span></a>            <span class="k">if</span> <span class="n">od</span><span class="p">:</span>
+</span><span id="L-345"><a href="#L-345"><span class="linenos">345</span></a>                <span class="n">ret</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">Obs</span><span class="p">([</span><span class="n">di</span><span class="p">[:,</span> <span class="n">i</span><span class="p">]</span> <span class="o">+</span> <span class="n">values</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="k">for</span> <span class="n">di</span> <span class="ow">in</span> <span class="n">od</span><span class="p">[</span><span class="s1">&#39;deltas&#39;</span><span class="p">]],</span> <span class="n">od</span><span class="p">[</span><span class="s1">&#39;names&#39;</span><span class="p">],</span> <span class="n">idl</span><span class="o">=</span><span class="n">od</span><span class="p">[</span><span class="s1">&#39;idl&#39;</span><span class="p">]))</span>
+</span><span id="L-346"><a href="#L-346"><span class="linenos">346</span></a>                <span class="n">ret</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">is_merged</span> <span class="o">=</span> <span class="n">od</span><span class="p">[</span><span class="s1">&#39;is_merged&#39;</span><span class="p">]</span>
+</span><span id="L-347"><a href="#L-347"><span class="linenos">347</span></a>            <span class="k">else</span><span class="p">:</span>
+</span><span id="L-348"><a href="#L-348"><span class="linenos">348</span></a>                <span class="n">ret</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">Obs</span><span class="p">([],</span> <span class="p">[],</span> <span class="n">means</span><span class="o">=</span><span class="p">[]))</span>
+</span><span id="L-349"><a href="#L-349"><span class="linenos">349</span></a>                <span class="n">ret</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">_value</span> <span class="o">=</span> <span class="n">values</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+</span><span id="L-350"><a href="#L-350"><span class="linenos">350</span></a>            <span class="k">for</span> <span class="n">name</span> <span class="ow">in</span> <span class="n">cd</span><span class="p">:</span>
+</span><span id="L-351"><a href="#L-351"><span class="linenos">351</span></a>                <span class="n">co</span> <span class="o">=</span> <span class="n">cd</span><span class="p">[</span><span class="n">name</span><span class="p">][</span><span class="n">i</span><span class="p">]</span>
+</span><span id="L-352"><a href="#L-352"><span class="linenos">352</span></a>                <span class="n">ret</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">_covobs</span><span class="p">[</span><span class="n">name</span><span class="p">]</span> <span class="o">=</span> <span class="n">Covobs</span><span class="p">(</span><span class="kc">None</span><span class="p">,</span> <span class="n">co</span><span class="p">[</span><span class="s1">&#39;cov&#39;</span><span class="p">],</span> <span class="n">co</span><span class="p">[</span><span class="s1">&#39;name&#39;</span><span class="p">],</span> <span class="n">grad</span><span class="o">=</span><span class="n">co</span><span class="p">[</span><span class="s1">&#39;grad&#39;</span><span class="p">])</span>
+</span><span id="L-353"><a href="#L-353"><span class="linenos">353</span></a>                <span class="n">ret</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">names</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">co</span><span class="p">[</span><span class="s1">&#39;name&#39;</span><span class="p">])</span>
+</span><span id="L-354"><a href="#L-354"><span class="linenos">354</span></a>            <span class="n">ret</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">reweighted</span> <span class="o">=</span> <span class="n">o</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;reweighted&#39;</span><span class="p">,</span> <span class="kc">False</span><span class="p">)</span>
+</span><span id="L-355"><a href="#L-355"><span class="linenos">355</span></a>            <span class="n">ret</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">tag</span> <span class="o">=</span> <span class="n">taglist</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+</span><span id="L-356"><a href="#L-356"><span class="linenos">356</span></a>        <span class="k">return</span> <span class="n">np</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="n">ret</span><span class="p">,</span> <span class="n">layout</span><span class="p">)</span>
+</span><span id="L-357"><a href="#L-357"><span class="linenos">357</span></a>
+</span><span id="L-358"><a href="#L-358"><span class="linenos">358</span></a>    <span class="k">def</span> <span class="nf">get_Corr_from_dict</span><span class="p">(</span><span class="n">o</span><span class="p">):</span>
+</span><span id="L-359"><a href="#L-359"><span class="linenos">359</span></a>        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">o</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;tag&#39;</span><span class="p">),</span> <span class="nb">list</span><span class="p">):</span>  <span class="c1"># supports the old way</span>
+</span><span id="L-360"><a href="#L-360"><span class="linenos">360</span></a>            <span class="n">taglist</span> <span class="o">=</span> <span class="n">o</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;tag&#39;</span><span class="p">)</span>  <span class="c1"># This had to be modified to get the taglist from the dictionary</span>
+</span><span id="L-361"><a href="#L-361"><span class="linenos">361</span></a>            <span class="n">temp_prange</span> <span class="o">=</span> <span class="kc">None</span>
+</span><span id="L-362"><a href="#L-362"><span class="linenos">362</span></a>        <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">o</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;tag&#39;</span><span class="p">),</span> <span class="nb">dict</span><span class="p">):</span>
+</span><span id="L-363"><a href="#L-363"><span class="linenos">363</span></a>            <span class="n">tagdic</span> <span class="o">=</span> <span class="n">o</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;tag&#39;</span><span class="p">)</span>
+</span><span id="L-364"><a href="#L-364"><span class="linenos">364</span></a>            <span class="n">taglist</span> <span class="o">=</span> <span class="n">tagdic</span><span class="p">[</span><span class="s1">&#39;tag&#39;</span><span class="p">]</span>
+</span><span id="L-365"><a href="#L-365"><span class="linenos">365</span></a>            <span class="k">if</span> <span class="s1">&#39;prange&#39;</span> <span class="ow">in</span> <span class="n">tagdic</span><span class="p">:</span>
+</span><span id="L-366"><a href="#L-366"><span class="linenos">366</span></a>                <span class="n">temp_prange</span> <span class="o">=</span> <span class="n">tagdic</span><span class="p">[</span><span class="s1">&#39;prange&#39;</span><span class="p">]</span>
+</span><span id="L-367"><a href="#L-367"><span class="linenos">367</span></a>            <span class="k">else</span><span class="p">:</span>
+</span><span id="L-368"><a href="#L-368"><span class="linenos">368</span></a>                <span class="n">temp_prange</span> <span class="o">=</span> <span class="kc">None</span>
+</span><span id="L-369"><a href="#L-369"><span class="linenos">369</span></a>        <span class="k">else</span><span class="p">:</span>
+</span><span id="L-370"><a href="#L-370"><span class="linenos">370</span></a>            <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s2">&quot;The tag is not a list or dict&quot;</span><span class="p">)</span>
+</span><span id="L-371"><a href="#L-371"><span class="linenos">371</span></a>
+</span><span id="L-372"><a href="#L-372"><span class="linenos">372</span></a>        <span class="n">corr_tag</span> <span class="o">=</span> <span class="n">taglist</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span>
+</span><span id="L-373"><a href="#L-373"><span class="linenos">373</span></a>        <span class="n">tmp_o</span> <span class="o">=</span> <span class="n">o</span>
+</span><span id="L-374"><a href="#L-374"><span class="linenos">374</span></a>        <span class="n">tmp_o</span><span class="p">[</span><span class="s1">&#39;tag&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">taglist</span><span class="p">[:</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span>
+</span><span id="L-375"><a href="#L-375"><span class="linenos">375</span></a>        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">tmp_o</span><span class="p">[</span><span class="s1">&#39;tag&#39;</span><span class="p">])</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
+</span><span id="L-376"><a href="#L-376"><span class="linenos">376</span></a>            <span class="k">del</span> <span class="n">tmp_o</span><span class="p">[</span><span class="s1">&#39;tag&#39;</span><span class="p">]</span>
+</span><span id="L-377"><a href="#L-377"><span class="linenos">377</span></a>        <span class="n">dat</span> <span class="o">=</span> <span class="n">get_Array_from_dict</span><span class="p">(</span><span class="n">tmp_o</span><span class="p">)</span>
+</span><span id="L-378"><a href="#L-378"><span class="linenos">378</span></a>        <span class="n">my_corr</span> <span class="o">=</span> <span class="n">Corr</span><span class="p">([</span><span class="kc">None</span> <span class="k">if</span> <span class="n">np</span><span class="o">.</span><span class="n">isnan</span><span class="p">(</span><span class="n">o</span><span class="o">.</span><span class="n">ravel</span><span class="p">()[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">value</span><span class="p">)</span> <span class="k">else</span> <span class="n">o</span> <span class="k">for</span> <span class="n">o</span> <span class="ow">in</span> <span class="nb">list</span><span class="p">(</span><span class="n">dat</span><span class="p">)])</span>
+</span><span id="L-379"><a href="#L-379"><span class="linenos">379</span></a>        <span class="k">if</span> <span class="n">corr_tag</span> <span class="o">!=</span> <span class="s1">&#39;None&#39;</span><span class="p">:</span>
+</span><span id="L-380"><a href="#L-380"><span class="linenos">380</span></a>            <span class="n">my_corr</span><span class="o">.</span><span class="n">tag</span> <span class="o">=</span> <span class="n">corr_tag</span>
+</span><span id="L-381"><a href="#L-381"><span class="linenos">381</span></a>
+</span><span id="L-382"><a href="#L-382"><span class="linenos">382</span></a>        <span class="n">my_corr</span><span class="o">.</span><span class="n">prange</span> <span class="o">=</span> <span class="n">temp_prange</span>
+</span><span id="L-383"><a href="#L-383"><span class="linenos">383</span></a>        <span class="k">return</span> <span class="n">my_corr</span>
+</span><span id="L-384"><a href="#L-384"><span class="linenos">384</span></a>
+</span><span id="L-385"><a href="#L-385"><span class="linenos">385</span></a>    <span class="n">prog</span> <span class="o">=</span> <span class="n">json_dict</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;program&#39;</span><span class="p">,</span> <span class="s1">&#39;&#39;</span><span class="p">)</span>
+</span><span id="L-386"><a href="#L-386"><span class="linenos">386</span></a>    <span class="n">version</span> <span class="o">=</span> <span class="n">json_dict</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;version&#39;</span><span class="p">,</span> <span class="s1">&#39;&#39;</span><span class="p">)</span>
+</span><span id="L-387"><a href="#L-387"><span class="linenos">387</span></a>    <span class="n">who</span> <span class="o">=</span> <span class="n">json_dict</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;who&#39;</span><span class="p">,</span> <span class="s1">&#39;&#39;</span><span class="p">)</span>
+</span><span id="L-388"><a href="#L-388"><span class="linenos">388</span></a>    <span class="n">date</span> <span class="o">=</span> <span class="n">json_dict</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;date&#39;</span><span class="p">,</span> <span class="s1">&#39;&#39;</span><span class="p">)</span>
+</span><span id="L-389"><a href="#L-389"><span class="linenos">389</span></a>    <span class="n">host</span> <span class="o">=</span> <span class="n">json_dict</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;host&#39;</span><span class="p">,</span> <span class="s1">&#39;&#39;</span><span class="p">)</span>
+</span><span id="L-390"><a href="#L-390"><span class="linenos">390</span></a>    <span class="k">if</span> <span class="n">prog</span> <span class="ow">and</span> <span class="n">verbose</span><span class="p">:</span>
+</span><span id="L-391"><a href="#L-391"><span class="linenos">391</span></a>        <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Data has been written using </span><span class="si">%s</span><span class="s1">.&#39;</span> <span class="o">%</span> <span class="p">(</span><span class="n">prog</span><span class="p">))</span>
+</span><span id="L-392"><a href="#L-392"><span class="linenos">392</span></a>    <span class="k">if</span> <span class="n">version</span> <span class="ow">and</span> <span class="n">verbose</span><span class="p">:</span>
+</span><span id="L-393"><a href="#L-393"><span class="linenos">393</span></a>        <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Format version </span><span class="si">%s</span><span class="s1">&#39;</span> <span class="o">%</span> <span class="p">(</span><span class="n">version</span><span class="p">))</span>
+</span><span id="L-394"><a href="#L-394"><span class="linenos">394</span></a>    <span class="k">if</span> <span class="n">np</span><span class="o">.</span><span class="n">any</span><span class="p">([</span><span class="n">who</span><span class="p">,</span> <span class="n">date</span><span class="p">,</span> <span class="n">host</span><span class="p">]</span> <span class="ow">and</span> <span class="n">verbose</span><span class="p">):</span>
+</span><span id="L-395"><a href="#L-395"><span class="linenos">395</span></a>        <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Written by </span><span class="si">%s</span><span class="s1"> on </span><span class="si">%s</span><span class="s1"> on host </span><span class="si">%s</span><span class="s1">&#39;</span> <span class="o">%</span> <span class="p">(</span><span class="n">who</span><span class="p">,</span> <span class="n">date</span><span class="p">,</span> <span class="n">host</span><span class="p">))</span>
+</span><span id="L-396"><a href="#L-396"><span class="linenos">396</span></a>    <span class="n">description</span> <span class="o">=</span> <span class="n">json_dict</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;description&#39;</span><span class="p">,</span> <span class="s1">&#39;&#39;</span><span class="p">)</span>
+</span><span id="L-397"><a href="#L-397"><span class="linenos">397</span></a>    <span class="k">if</span> <span class="n">description</span> <span class="ow">and</span> <span class="n">verbose</span><span class="p">:</span>
+</span><span id="L-398"><a href="#L-398"><span class="linenos">398</span></a>        <span class="nb">print</span><span class="p">()</span>
+</span><span id="L-399"><a href="#L-399"><span class="linenos">399</span></a>        <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Description: &#39;</span><span class="p">,</span> <span class="n">description</span><span class="p">)</span>
+</span><span id="L-400"><a href="#L-400"><span class="linenos">400</span></a>    <span class="n">obsdata</span> <span class="o">=</span> <span class="n">json_dict</span><span class="p">[</span><span class="s1">&#39;obsdata&#39;</span><span class="p">]</span>
+</span><span id="L-401"><a href="#L-401"><span class="linenos">401</span></a>    <span class="n">ol</span> <span class="o">=</span> <span class="p">[]</span>
+</span><span id="L-402"><a href="#L-402"><span class="linenos">402</span></a>    <span class="k">for</span> <span class="n">io</span> <span class="ow">in</span> <span class="n">obsdata</span><span class="p">:</span>
+</span><span id="L-403"><a href="#L-403"><span class="linenos">403</span></a>        <span class="k">if</span> <span class="n">io</span><span class="p">[</span><span class="s1">&#39;type&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;Obs&#39;</span><span class="p">:</span>
+</span><span id="L-404"><a href="#L-404"><span class="linenos">404</span></a>            <span class="n">ol</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">get_Obs_from_dict</span><span class="p">(</span><span class="n">io</span><span class="p">))</span>
+</span><span id="L-405"><a href="#L-405"><span class="linenos">405</span></a>        <span class="k">elif</span> <span class="n">io</span><span class="p">[</span><span class="s1">&#39;type&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;List&#39;</span><span class="p">:</span>
+</span><span id="L-406"><a href="#L-406"><span class="linenos">406</span></a>            <span class="n">ol</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">get_List_from_dict</span><span class="p">(</span><span class="n">io</span><span class="p">))</span>
+</span><span id="L-407"><a href="#L-407"><span class="linenos">407</span></a>        <span class="k">elif</span> <span class="n">io</span><span class="p">[</span><span class="s1">&#39;type&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;Array&#39;</span><span class="p">:</span>
+</span><span id="L-408"><a href="#L-408"><span class="linenos">408</span></a>            <span class="n">ol</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">get_Array_from_dict</span><span class="p">(</span><span class="n">io</span><span class="p">))</span>
+</span><span id="L-409"><a href="#L-409"><span class="linenos">409</span></a>        <span class="k">elif</span> <span class="n">io</span><span class="p">[</span><span class="s1">&#39;type&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;Corr&#39;</span><span class="p">:</span>
+</span><span id="L-410"><a href="#L-410"><span class="linenos">410</span></a>            <span class="n">ol</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">get_Corr_from_dict</span><span class="p">(</span><span class="n">io</span><span class="p">))</span>
+</span><span id="L-411"><a href="#L-411"><span class="linenos">411</span></a>        <span class="k">else</span><span class="p">:</span>
+</span><span id="L-412"><a href="#L-412"><span class="linenos">412</span></a>            <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s2">&quot;Unkown datatype.&quot;</span><span class="p">)</span>
+</span><span id="L-413"><a href="#L-413"><span class="linenos">413</span></a>
+</span><span id="L-414"><a href="#L-414"><span class="linenos">414</span></a>    <span class="k">if</span> <span class="n">full_output</span><span class="p">:</span>
+</span><span id="L-415"><a href="#L-415"><span class="linenos">415</span></a>        <span class="n">retd</span> <span class="o">=</span> <span class="p">{}</span>
+</span><span id="L-416"><a href="#L-416"><span class="linenos">416</span></a>        <span class="n">retd</span><span class="p">[</span><span class="s1">&#39;program&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">prog</span>
+</span><span id="L-417"><a href="#L-417"><span class="linenos">417</span></a>        <span class="n">retd</span><span class="p">[</span><span class="s1">&#39;version&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">version</span>
+</span><span id="L-418"><a href="#L-418"><span class="linenos">418</span></a>        <span class="n">retd</span><span class="p">[</span><span class="s1">&#39;who&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">who</span>
+</span><span id="L-419"><a href="#L-419"><span class="linenos">419</span></a>        <span class="n">retd</span><span class="p">[</span><span class="s1">&#39;date&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">date</span>
+</span><span id="L-420"><a href="#L-420"><span class="linenos">420</span></a>        <span class="n">retd</span><span class="p">[</span><span class="s1">&#39;host&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">host</span>
+</span><span id="L-421"><a href="#L-421"><span class="linenos">421</span></a>        <span class="n">retd</span><span class="p">[</span><span class="s1">&#39;description&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">description</span>
+</span><span id="L-422"><a href="#L-422"><span class="linenos">422</span></a>        <span class="n">retd</span><span class="p">[</span><span class="s1">&#39;obsdata&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">ol</span>
+</span><span id="L-423"><a href="#L-423"><span class="linenos">423</span></a>
+</span><span id="L-424"><a href="#L-424"><span class="linenos">424</span></a>        <span class="k">return</span> <span class="n">retd</span>
+</span><span id="L-425"><a href="#L-425"><span class="linenos">425</span></a>    <span class="k">else</span><span class="p">:</span>
+</span><span id="L-426"><a href="#L-426"><span class="linenos">426</span></a>        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">obsdata</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
+</span><span id="L-427"><a href="#L-427"><span class="linenos">427</span></a>            <span class="n">ol</span> <span class="o">=</span> <span class="n">ol</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+</span><span id="L-428"><a href="#L-428"><span class="linenos">428</span></a>
+</span><span id="L-429"><a href="#L-429"><span class="linenos">429</span></a>        <span class="k">return</span> <span class="n">ol</span>
+</span><span id="L-430"><a href="#L-430"><span class="linenos">430</span></a>
+</span><span id="L-431"><a href="#L-431"><span class="linenos">431</span></a>
+</span><span id="L-432"><a href="#L-432"><span class="linenos">432</span></a><span class="k">def</span> <span class="nf">import_json_string</span><span class="p">(</span><span class="n">json_string</span><span class="p">,</span> <span class="n">verbose</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">full_output</span><span class="o">=</span><span class="kc">False</span><span class="p">):</span>
+</span><span id="L-433"><a href="#L-433"><span class="linenos">433</span></a>    <span class="sd">&quot;&quot;&quot;Reconstruct a list of Obs or structures containing Obs from a json string.</span>
+</span><span id="L-434"><a href="#L-434"><span class="linenos">434</span></a>
+</span><span id="L-435"><a href="#L-435"><span class="linenos">435</span></a><span class="sd">    The following structures are supported: Obs, list, numpy.ndarray, Corr</span>
+</span><span id="L-436"><a href="#L-436"><span class="linenos">436</span></a><span class="sd">    If the list contains only one element, it is unpacked from the list.</span>
+</span><span id="L-437"><a href="#L-437"><span class="linenos">437</span></a>
+</span><span id="L-438"><a href="#L-438"><span class="linenos">438</span></a><span class="sd">    Parameters</span>
+</span><span id="L-439"><a href="#L-439"><span class="linenos">439</span></a><span class="sd">    ----------</span>
+</span><span id="L-440"><a href="#L-440"><span class="linenos">440</span></a><span class="sd">    json_string : str</span>
+</span><span id="L-441"><a href="#L-441"><span class="linenos">441</span></a><span class="sd">        json string containing the data.</span>
+</span><span id="L-442"><a href="#L-442"><span class="linenos">442</span></a><span class="sd">    verbose : bool</span>
+</span><span id="L-443"><a href="#L-443"><span class="linenos">443</span></a><span class="sd">        Print additional information that was written to the file.</span>
+</span><span id="L-444"><a href="#L-444"><span class="linenos">444</span></a><span class="sd">    full_output : bool</span>
+</span><span id="L-445"><a href="#L-445"><span class="linenos">445</span></a><span class="sd">        If True, a dict containing auxiliary information and the data is returned.</span>
+</span><span id="L-446"><a href="#L-446"><span class="linenos">446</span></a><span class="sd">        If False, only the data is returned.</span>
+</span><span id="L-447"><a href="#L-447"><span class="linenos">447</span></a><span class="sd">    &quot;&quot;&quot;</span>
 </span><span id="L-448"><a href="#L-448"><span class="linenos">448</span></a>
-</span><span id="L-449"><a href="#L-449"><span class="linenos">449</span></a>    <span class="n">prog</span> <span class="o">=</span> <span class="n">json_dict</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;program&#39;</span><span class="p">,</span> <span class="s1">&#39;&#39;</span><span class="p">)</span>
-</span><span id="L-450"><a href="#L-450"><span class="linenos">450</span></a>    <span class="n">version</span> <span class="o">=</span> <span class="n">json_dict</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;version&#39;</span><span class="p">,</span> <span class="s1">&#39;&#39;</span><span class="p">)</span>
-</span><span id="L-451"><a href="#L-451"><span class="linenos">451</span></a>    <span class="n">who</span> <span class="o">=</span> <span class="n">json_dict</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;who&#39;</span><span class="p">,</span> <span class="s1">&#39;&#39;</span><span class="p">)</span>
-</span><span id="L-452"><a href="#L-452"><span class="linenos">452</span></a>    <span class="n">date</span> <span class="o">=</span> <span class="n">json_dict</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;date&#39;</span><span class="p">,</span> <span class="s1">&#39;&#39;</span><span class="p">)</span>
-</span><span id="L-453"><a href="#L-453"><span class="linenos">453</span></a>    <span class="n">host</span> <span class="o">=</span> <span class="n">json_dict</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;host&#39;</span><span class="p">,</span> <span class="s1">&#39;&#39;</span><span class="p">)</span>
-</span><span id="L-454"><a href="#L-454"><span class="linenos">454</span></a>    <span class="k">if</span> <span class="n">prog</span> <span class="ow">and</span> <span class="n">verbose</span><span class="p">:</span>
-</span><span id="L-455"><a href="#L-455"><span class="linenos">455</span></a>        <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Data has been written using </span><span class="si">%s</span><span class="s1">.&#39;</span> <span class="o">%</span> <span class="p">(</span><span class="n">prog</span><span class="p">))</span>
-</span><span id="L-456"><a href="#L-456"><span class="linenos">456</span></a>    <span class="k">if</span> <span class="n">version</span> <span class="ow">and</span> <span class="n">verbose</span><span class="p">:</span>
-</span><span id="L-457"><a href="#L-457"><span class="linenos">457</span></a>        <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Format version </span><span class="si">%s</span><span class="s1">&#39;</span> <span class="o">%</span> <span class="p">(</span><span class="n">version</span><span class="p">))</span>
-</span><span id="L-458"><a href="#L-458"><span class="linenos">458</span></a>    <span class="k">if</span> <span class="n">np</span><span class="o">.</span><span class="n">any</span><span class="p">([</span><span class="n">who</span><span class="p">,</span> <span class="n">date</span><span class="p">,</span> <span class="n">host</span><span class="p">]</span> <span class="ow">and</span> <span class="n">verbose</span><span class="p">):</span>
-</span><span id="L-459"><a href="#L-459"><span class="linenos">459</span></a>        <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Written by </span><span class="si">%s</span><span class="s1"> on </span><span class="si">%s</span><span class="s1"> on host </span><span class="si">%s</span><span class="s1">&#39;</span> <span class="o">%</span> <span class="p">(</span><span class="n">who</span><span class="p">,</span> <span class="n">date</span><span class="p">,</span> <span class="n">host</span><span class="p">))</span>
-</span><span id="L-460"><a href="#L-460"><span class="linenos">460</span></a>    <span class="n">description</span> <span class="o">=</span> <span class="n">json_dict</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;description&#39;</span><span class="p">,</span> <span class="s1">&#39;&#39;</span><span class="p">)</span>
-</span><span id="L-461"><a href="#L-461"><span class="linenos">461</span></a>    <span class="k">if</span> <span class="n">description</span> <span class="ow">and</span> <span class="n">verbose</span><span class="p">:</span>
-</span><span id="L-462"><a href="#L-462"><span class="linenos">462</span></a>        <span class="nb">print</span><span class="p">()</span>
-</span><span id="L-463"><a href="#L-463"><span class="linenos">463</span></a>        <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Description: &#39;</span><span class="p">,</span> <span class="n">description</span><span class="p">)</span>
-</span><span id="L-464"><a href="#L-464"><span class="linenos">464</span></a>    <span class="n">obsdata</span> <span class="o">=</span> <span class="n">json_dict</span><span class="p">[</span><span class="s1">&#39;obsdata&#39;</span><span class="p">]</span>
-</span><span id="L-465"><a href="#L-465"><span class="linenos">465</span></a>    <span class="n">ol</span> <span class="o">=</span> <span class="p">[]</span>
-</span><span id="L-466"><a href="#L-466"><span class="linenos">466</span></a>    <span class="k">for</span> <span class="n">io</span> <span class="ow">in</span> <span class="n">obsdata</span><span class="p">:</span>
-</span><span id="L-467"><a href="#L-467"><span class="linenos">467</span></a>        <span class="k">if</span> <span class="n">io</span><span class="p">[</span><span class="s1">&#39;type&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;Obs&#39;</span><span class="p">:</span>
-</span><span id="L-468"><a href="#L-468"><span class="linenos">468</span></a>            <span class="n">ol</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">get_Obs_from_dict</span><span class="p">(</span><span class="n">io</span><span class="p">))</span>
-</span><span id="L-469"><a href="#L-469"><span class="linenos">469</span></a>        <span class="k">elif</span> <span class="n">io</span><span class="p">[</span><span class="s1">&#39;type&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;List&#39;</span><span class="p">:</span>
-</span><span id="L-470"><a href="#L-470"><span class="linenos">470</span></a>            <span class="n">ol</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">get_List_from_dict</span><span class="p">(</span><span class="n">io</span><span class="p">))</span>
-</span><span id="L-471"><a href="#L-471"><span class="linenos">471</span></a>        <span class="k">elif</span> <span class="n">io</span><span class="p">[</span><span class="s1">&#39;type&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;Array&#39;</span><span class="p">:</span>
-</span><span id="L-472"><a href="#L-472"><span class="linenos">472</span></a>            <span class="n">ol</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">get_Array_from_dict</span><span class="p">(</span><span class="n">io</span><span class="p">))</span>
-</span><span id="L-473"><a href="#L-473"><span class="linenos">473</span></a>        <span class="k">elif</span> <span class="n">io</span><span class="p">[</span><span class="s1">&#39;type&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;Corr&#39;</span><span class="p">:</span>
-</span><span id="L-474"><a href="#L-474"><span class="linenos">474</span></a>            <span class="n">ol</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">get_Corr_from_dict</span><span class="p">(</span><span class="n">io</span><span class="p">))</span>
-</span><span id="L-475"><a href="#L-475"><span class="linenos">475</span></a>        <span class="k">else</span><span class="p">:</span>
-</span><span id="L-476"><a href="#L-476"><span class="linenos">476</span></a>            <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s2">&quot;Unkown datatype.&quot;</span><span class="p">)</span>
-</span><span id="L-477"><a href="#L-477"><span class="linenos">477</span></a>
-</span><span id="L-478"><a href="#L-478"><span class="linenos">478</span></a>    <span class="k">if</span> <span class="n">full_output</span><span class="p">:</span>
-</span><span id="L-479"><a href="#L-479"><span class="linenos">479</span></a>        <span class="n">retd</span> <span class="o">=</span> <span class="p">{}</span>
-</span><span id="L-480"><a href="#L-480"><span class="linenos">480</span></a>        <span class="n">retd</span><span class="p">[</span><span class="s1">&#39;program&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">prog</span>
-</span><span id="L-481"><a href="#L-481"><span class="linenos">481</span></a>        <span class="n">retd</span><span class="p">[</span><span class="s1">&#39;version&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">version</span>
-</span><span id="L-482"><a href="#L-482"><span class="linenos">482</span></a>        <span class="n">retd</span><span class="p">[</span><span class="s1">&#39;who&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">who</span>
-</span><span id="L-483"><a href="#L-483"><span class="linenos">483</span></a>        <span class="n">retd</span><span class="p">[</span><span class="s1">&#39;date&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">date</span>
-</span><span id="L-484"><a href="#L-484"><span class="linenos">484</span></a>        <span class="n">retd</span><span class="p">[</span><span class="s1">&#39;host&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">host</span>
-</span><span id="L-485"><a href="#L-485"><span class="linenos">485</span></a>        <span class="n">retd</span><span class="p">[</span><span class="s1">&#39;description&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">description</span>
-</span><span id="L-486"><a href="#L-486"><span class="linenos">486</span></a>        <span class="n">retd</span><span class="p">[</span><span class="s1">&#39;obsdata&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">ol</span>
-</span><span id="L-487"><a href="#L-487"><span class="linenos">487</span></a>
-</span><span id="L-488"><a href="#L-488"><span class="linenos">488</span></a>        <span class="k">return</span> <span class="n">retd</span>
-</span><span id="L-489"><a href="#L-489"><span class="linenos">489</span></a>    <span class="k">else</span><span class="p">:</span>
-</span><span id="L-490"><a href="#L-490"><span class="linenos">490</span></a>        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">obsdata</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
-</span><span id="L-491"><a href="#L-491"><span class="linenos">491</span></a>            <span class="n">ol</span> <span class="o">=</span> <span class="n">ol</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
-</span><span id="L-492"><a href="#L-492"><span class="linenos">492</span></a>
-</span><span id="L-493"><a href="#L-493"><span class="linenos">493</span></a>        <span class="k">return</span> <span class="n">ol</span>
-</span><span id="L-494"><a href="#L-494"><span class="linenos">494</span></a>
-</span><span id="L-495"><a href="#L-495"><span class="linenos">495</span></a>
-</span><span id="L-496"><a href="#L-496"><span class="linenos">496</span></a><span class="k">def</span> <span class="nf">import_json_string</span><span class="p">(</span><span class="n">json_string</span><span class="p">,</span> <span class="n">verbose</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">full_output</span><span class="o">=</span><span class="kc">False</span><span class="p">):</span>
-</span><span id="L-497"><a href="#L-497"><span class="linenos">497</span></a>    <span class="sd">&quot;&quot;&quot;Reconstruct a list of Obs or structures containing Obs from a json string.</span>
-</span><span id="L-498"><a href="#L-498"><span class="linenos">498</span></a>
-</span><span id="L-499"><a href="#L-499"><span class="linenos">499</span></a><span class="sd">    The following structures are supported: Obs, list, numpy.ndarray, Corr</span>
-</span><span id="L-500"><a href="#L-500"><span class="linenos">500</span></a><span class="sd">    If the list contains only one element, it is unpacked from the list.</span>
+</span><span id="L-449"><a href="#L-449"><span class="linenos">449</span></a>    <span class="k">return</span> <span class="n">_parse_json_dict</span><span class="p">(</span><span class="n">json</span><span class="o">.</span><span class="n">loads</span><span class="p">(</span><span class="n">json_string</span><span class="p">),</span> <span class="n">verbose</span><span class="p">,</span> <span class="n">full_output</span><span class="p">)</span>
+</span><span id="L-450"><a href="#L-450"><span class="linenos">450</span></a>
+</span><span id="L-451"><a href="#L-451"><span class="linenos">451</span></a>
+</span><span id="L-452"><a href="#L-452"><span class="linenos">452</span></a><span class="k">def</span> <span class="nf">load_json</span><span class="p">(</span><span class="n">fname</span><span class="p">,</span> <span class="n">verbose</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">gz</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">full_output</span><span class="o">=</span><span class="kc">False</span><span class="p">):</span>
+</span><span id="L-453"><a href="#L-453"><span class="linenos">453</span></a>    <span class="sd">&quot;&quot;&quot;Import a list of Obs or structures containing Obs from a .json(.gz) file.</span>
+</span><span id="L-454"><a href="#L-454"><span class="linenos">454</span></a>
+</span><span id="L-455"><a href="#L-455"><span class="linenos">455</span></a><span class="sd">    The following structures are supported: Obs, list, numpy.ndarray, Corr</span>
+</span><span id="L-456"><a href="#L-456"><span class="linenos">456</span></a><span class="sd">    If the list contains only one element, it is unpacked from the list.</span>
+</span><span id="L-457"><a href="#L-457"><span class="linenos">457</span></a>
+</span><span id="L-458"><a href="#L-458"><span class="linenos">458</span></a><span class="sd">    Parameters</span>
+</span><span id="L-459"><a href="#L-459"><span class="linenos">459</span></a><span class="sd">    ----------</span>
+</span><span id="L-460"><a href="#L-460"><span class="linenos">460</span></a><span class="sd">    fname : str</span>
+</span><span id="L-461"><a href="#L-461"><span class="linenos">461</span></a><span class="sd">        Filename of the input file.</span>
+</span><span id="L-462"><a href="#L-462"><span class="linenos">462</span></a><span class="sd">    verbose : bool</span>
+</span><span id="L-463"><a href="#L-463"><span class="linenos">463</span></a><span class="sd">        Print additional information that was written to the file.</span>
+</span><span id="L-464"><a href="#L-464"><span class="linenos">464</span></a><span class="sd">    gz : bool</span>
+</span><span id="L-465"><a href="#L-465"><span class="linenos">465</span></a><span class="sd">        If True, assumes that data is gzipped. If False, assumes JSON file.</span>
+</span><span id="L-466"><a href="#L-466"><span class="linenos">466</span></a><span class="sd">    full_output : bool</span>
+</span><span id="L-467"><a href="#L-467"><span class="linenos">467</span></a><span class="sd">        If True, a dict containing auxiliary information and the data is returned.</span>
+</span><span id="L-468"><a href="#L-468"><span class="linenos">468</span></a><span class="sd">        If False, only the data is returned.</span>
+</span><span id="L-469"><a href="#L-469"><span class="linenos">469</span></a><span class="sd">    &quot;&quot;&quot;</span>
+</span><span id="L-470"><a href="#L-470"><span class="linenos">470</span></a>    <span class="k">if</span> <span class="ow">not</span> <span class="n">fname</span><span class="o">.</span><span class="n">endswith</span><span class="p">(</span><span class="s1">&#39;.json&#39;</span><span class="p">)</span> <span class="ow">and</span> <span class="ow">not</span> <span class="n">fname</span><span class="o">.</span><span class="n">endswith</span><span class="p">(</span><span class="s1">&#39;.gz&#39;</span><span class="p">):</span>
+</span><span id="L-471"><a href="#L-471"><span class="linenos">471</span></a>        <span class="n">fname</span> <span class="o">+=</span> <span class="s1">&#39;.json&#39;</span>
+</span><span id="L-472"><a href="#L-472"><span class="linenos">472</span></a>    <span class="k">if</span> <span class="n">gz</span><span class="p">:</span>
+</span><span id="L-473"><a href="#L-473"><span class="linenos">473</span></a>        <span class="k">if</span> <span class="ow">not</span> <span class="n">fname</span><span class="o">.</span><span class="n">endswith</span><span class="p">(</span><span class="s1">&#39;.gz&#39;</span><span class="p">):</span>
+</span><span id="L-474"><a href="#L-474"><span class="linenos">474</span></a>            <span class="n">fname</span> <span class="o">+=</span> <span class="s1">&#39;.gz&#39;</span>
+</span><span id="L-475"><a href="#L-475"><span class="linenos">475</span></a>        <span class="k">with</span> <span class="n">gzip</span><span class="o">.</span><span class="n">open</span><span class="p">(</span><span class="n">fname</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">fin</span><span class="p">:</span>
+</span><span id="L-476"><a href="#L-476"><span class="linenos">476</span></a>            <span class="n">d</span> <span class="o">=</span> <span class="n">json</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="n">fin</span><span class="p">)</span>
+</span><span id="L-477"><a href="#L-477"><span class="linenos">477</span></a>    <span class="k">else</span><span class="p">:</span>
+</span><span id="L-478"><a href="#L-478"><span class="linenos">478</span></a>        <span class="k">if</span> <span class="n">fname</span><span class="o">.</span><span class="n">endswith</span><span class="p">(</span><span class="s1">&#39;.gz&#39;</span><span class="p">):</span>
+</span><span id="L-479"><a href="#L-479"><span class="linenos">479</span></a>            <span class="n">warnings</span><span class="o">.</span><span class="n">warn</span><span class="p">(</span><span class="s2">&quot;Trying to read from </span><span class="si">%s</span><span class="s2"> without unzipping!&quot;</span> <span class="o">%</span> <span class="n">fname</span><span class="p">,</span> <span class="ne">UserWarning</span><span class="p">)</span>
+</span><span id="L-480"><a href="#L-480"><span class="linenos">480</span></a>        <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">fname</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">fin</span><span class="p">:</span>
+</span><span id="L-481"><a href="#L-481"><span class="linenos">481</span></a>            <span class="n">d</span> <span class="o">=</span> <span class="n">json</span><span class="o">.</span><span class="n">loads</span><span class="p">(</span><span class="n">fin</span><span class="o">.</span><span class="n">read</span><span class="p">())</span>
+</span><span id="L-482"><a href="#L-482"><span class="linenos">482</span></a>
+</span><span id="L-483"><a href="#L-483"><span class="linenos">483</span></a>    <span class="k">return</span> <span class="n">_parse_json_dict</span><span class="p">(</span><span class="n">d</span><span class="p">,</span> <span class="n">verbose</span><span class="p">,</span> <span class="n">full_output</span><span class="p">)</span>
+</span><span id="L-484"><a href="#L-484"><span class="linenos">484</span></a>
+</span><span id="L-485"><a href="#L-485"><span class="linenos">485</span></a>
+</span><span id="L-486"><a href="#L-486"><span class="linenos">486</span></a><span class="k">def</span> <span class="nf">_ol_from_dict</span><span class="p">(</span><span class="n">ind</span><span class="p">,</span> <span class="n">reps</span><span class="o">=</span><span class="s1">&#39;DICTOBS&#39;</span><span class="p">):</span>
+</span><span id="L-487"><a href="#L-487"><span class="linenos">487</span></a>    <span class="sd">&quot;&quot;&quot;Convert a dictionary of Obs objects to a list and a dictionary that contains</span>
+</span><span id="L-488"><a href="#L-488"><span class="linenos">488</span></a><span class="sd">    placeholders instead of the Obs objects.</span>
+</span><span id="L-489"><a href="#L-489"><span class="linenos">489</span></a>
+</span><span id="L-490"><a href="#L-490"><span class="linenos">490</span></a><span class="sd">    Parameters</span>
+</span><span id="L-491"><a href="#L-491"><span class="linenos">491</span></a><span class="sd">    ----------</span>
+</span><span id="L-492"><a href="#L-492"><span class="linenos">492</span></a><span class="sd">    ind : dict</span>
+</span><span id="L-493"><a href="#L-493"><span class="linenos">493</span></a><span class="sd">        Dict of JSON valid structures and objects that will be exported.</span>
+</span><span id="L-494"><a href="#L-494"><span class="linenos">494</span></a><span class="sd">        At the moment, these object can be either of: Obs, list, numpy.ndarray, Corr.</span>
+</span><span id="L-495"><a href="#L-495"><span class="linenos">495</span></a><span class="sd">        All Obs inside a structure have to be defined on the same set of configurations.</span>
+</span><span id="L-496"><a href="#L-496"><span class="linenos">496</span></a><span class="sd">    reps : str</span>
+</span><span id="L-497"><a href="#L-497"><span class="linenos">497</span></a><span class="sd">        Specify the structure of the placeholder in exported dict to be reps[0-9]+.</span>
+</span><span id="L-498"><a href="#L-498"><span class="linenos">498</span></a><span class="sd">    &quot;&quot;&quot;</span>
+</span><span id="L-499"><a href="#L-499"><span class="linenos">499</span></a>
+</span><span id="L-500"><a href="#L-500"><span class="linenos">500</span></a>    <span class="n">obstypes</span> <span class="o">=</span> <span class="p">(</span><span class="n">Obs</span><span class="p">,</span> <span class="n">Corr</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">)</span>
 </span><span id="L-501"><a href="#L-501"><span class="linenos">501</span></a>
-</span><span id="L-502"><a href="#L-502"><span class="linenos">502</span></a><span class="sd">    Parameters</span>
-</span><span id="L-503"><a href="#L-503"><span class="linenos">503</span></a><span class="sd">    ----------</span>
-</span><span id="L-504"><a href="#L-504"><span class="linenos">504</span></a><span class="sd">    json_string : str</span>
-</span><span id="L-505"><a href="#L-505"><span class="linenos">505</span></a><span class="sd">        json string containing the data.</span>
-</span><span id="L-506"><a href="#L-506"><span class="linenos">506</span></a><span class="sd">    verbose : bool</span>
-</span><span id="L-507"><a href="#L-507"><span class="linenos">507</span></a><span class="sd">        Print additional information that was written to the file.</span>
-</span><span id="L-508"><a href="#L-508"><span class="linenos">508</span></a><span class="sd">    full_output : bool</span>
-</span><span id="L-509"><a href="#L-509"><span class="linenos">509</span></a><span class="sd">        If True, a dict containing auxiliary information and the data is returned.</span>
-</span><span id="L-510"><a href="#L-510"><span class="linenos">510</span></a><span class="sd">        If False, only the data is returned.</span>
-</span><span id="L-511"><a href="#L-511"><span class="linenos">511</span></a><span class="sd">    &quot;&quot;&quot;</span>
-</span><span id="L-512"><a href="#L-512"><span class="linenos">512</span></a>
-</span><span id="L-513"><a href="#L-513"><span class="linenos">513</span></a>    <span class="k">return</span> <span class="n">_parse_json_dict</span><span class="p">(</span><span class="n">json</span><span class="o">.</span><span class="n">loads</span><span class="p">(</span><span class="n">json_string</span><span class="p">),</span> <span class="n">verbose</span><span class="p">,</span> <span class="n">full_output</span><span class="p">)</span>
-</span><span id="L-514"><a href="#L-514"><span class="linenos">514</span></a>
-</span><span id="L-515"><a href="#L-515"><span class="linenos">515</span></a>
-</span><span id="L-516"><a href="#L-516"><span class="linenos">516</span></a><span class="k">def</span> <span class="nf">load_json</span><span class="p">(</span><span class="n">fname</span><span class="p">,</span> <span class="n">verbose</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">gz</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">full_output</span><span class="o">=</span><span class="kc">False</span><span class="p">):</span>
-</span><span id="L-517"><a href="#L-517"><span class="linenos">517</span></a>    <span class="sd">&quot;&quot;&quot;Import a list of Obs or structures containing Obs from a .json(.gz) file.</span>
-</span><span id="L-518"><a href="#L-518"><span class="linenos">518</span></a>
-</span><span id="L-519"><a href="#L-519"><span class="linenos">519</span></a><span class="sd">    The following structures are supported: Obs, list, numpy.ndarray, Corr</span>
-</span><span id="L-520"><a href="#L-520"><span class="linenos">520</span></a><span class="sd">    If the list contains only one element, it is unpacked from the list.</span>
-</span><span id="L-521"><a href="#L-521"><span class="linenos">521</span></a>
-</span><span id="L-522"><a href="#L-522"><span class="linenos">522</span></a><span class="sd">    Parameters</span>
-</span><span id="L-523"><a href="#L-523"><span class="linenos">523</span></a><span class="sd">    ----------</span>
-</span><span id="L-524"><a href="#L-524"><span class="linenos">524</span></a><span class="sd">    fname : str</span>
-</span><span id="L-525"><a href="#L-525"><span class="linenos">525</span></a><span class="sd">        Filename of the input file.</span>
-</span><span id="L-526"><a href="#L-526"><span class="linenos">526</span></a><span class="sd">    verbose : bool</span>
-</span><span id="L-527"><a href="#L-527"><span class="linenos">527</span></a><span class="sd">        Print additional information that was written to the file.</span>
-</span><span id="L-528"><a href="#L-528"><span class="linenos">528</span></a><span class="sd">    gz : bool</span>
-</span><span id="L-529"><a href="#L-529"><span class="linenos">529</span></a><span class="sd">        If True, assumes that data is gzipped. If False, assumes JSON file.</span>
-</span><span id="L-530"><a href="#L-530"><span class="linenos">530</span></a><span class="sd">    full_output : bool</span>
-</span><span id="L-531"><a href="#L-531"><span class="linenos">531</span></a><span class="sd">        If True, a dict containing auxiliary information and the data is returned.</span>
-</span><span id="L-532"><a href="#L-532"><span class="linenos">532</span></a><span class="sd">        If False, only the data is returned.</span>
-</span><span id="L-533"><a href="#L-533"><span class="linenos">533</span></a><span class="sd">    &quot;&quot;&quot;</span>
-</span><span id="L-534"><a href="#L-534"><span class="linenos">534</span></a>    <span class="k">if</span> <span class="ow">not</span> <span class="n">fname</span><span class="o">.</span><span class="n">endswith</span><span class="p">(</span><span class="s1">&#39;.json&#39;</span><span class="p">)</span> <span class="ow">and</span> <span class="ow">not</span> <span class="n">fname</span><span class="o">.</span><span class="n">endswith</span><span class="p">(</span><span class="s1">&#39;.gz&#39;</span><span class="p">):</span>
-</span><span id="L-535"><a href="#L-535"><span class="linenos">535</span></a>        <span class="n">fname</span> <span class="o">+=</span> <span class="s1">&#39;.json&#39;</span>
-</span><span id="L-536"><a href="#L-536"><span class="linenos">536</span></a>    <span class="k">if</span> <span class="n">gz</span><span class="p">:</span>
-</span><span id="L-537"><a href="#L-537"><span class="linenos">537</span></a>        <span class="k">if</span> <span class="ow">not</span> <span class="n">fname</span><span class="o">.</span><span class="n">endswith</span><span class="p">(</span><span class="s1">&#39;.gz&#39;</span><span class="p">):</span>
-</span><span id="L-538"><a href="#L-538"><span class="linenos">538</span></a>            <span class="n">fname</span> <span class="o">+=</span> <span class="s1">&#39;.gz&#39;</span>
-</span><span id="L-539"><a href="#L-539"><span class="linenos">539</span></a>        <span class="k">with</span> <span class="n">gzip</span><span class="o">.</span><span class="n">open</span><span class="p">(</span><span class="n">fname</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">fin</span><span class="p">:</span>
-</span><span id="L-540"><a href="#L-540"><span class="linenos">540</span></a>            <span class="n">d</span> <span class="o">=</span> <span class="n">json</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="n">fin</span><span class="p">)</span>
-</span><span id="L-541"><a href="#L-541"><span class="linenos">541</span></a>    <span class="k">else</span><span class="p">:</span>
-</span><span id="L-542"><a href="#L-542"><span class="linenos">542</span></a>        <span class="k">if</span> <span class="n">fname</span><span class="o">.</span><span class="n">endswith</span><span class="p">(</span><span class="s1">&#39;.gz&#39;</span><span class="p">):</span>
-</span><span id="L-543"><a href="#L-543"><span class="linenos">543</span></a>            <span class="n">warnings</span><span class="o">.</span><span class="n">warn</span><span class="p">(</span><span class="s2">&quot;Trying to read from </span><span class="si">%s</span><span class="s2"> without unzipping!&quot;</span> <span class="o">%</span> <span class="n">fname</span><span class="p">,</span> <span class="ne">UserWarning</span><span class="p">)</span>
-</span><span id="L-544"><a href="#L-544"><span class="linenos">544</span></a>        <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">fname</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">fin</span><span class="p">:</span>
-</span><span id="L-545"><a href="#L-545"><span class="linenos">545</span></a>            <span class="n">d</span> <span class="o">=</span> <span class="n">json</span><span class="o">.</span><span class="n">loads</span><span class="p">(</span><span class="n">fin</span><span class="o">.</span><span class="n">read</span><span class="p">())</span>
-</span><span id="L-546"><a href="#L-546"><span class="linenos">546</span></a>
-</span><span id="L-547"><a href="#L-547"><span class="linenos">547</span></a>    <span class="k">return</span> <span class="n">_parse_json_dict</span><span class="p">(</span><span class="n">d</span><span class="p">,</span> <span class="n">verbose</span><span class="p">,</span> <span class="n">full_output</span><span class="p">)</span>
+</span><span id="L-502"><a href="#L-502"><span class="linenos">502</span></a>    <span class="k">if</span> <span class="ow">not</span> <span class="n">reps</span><span class="o">.</span><span class="n">isalnum</span><span class="p">():</span>
+</span><span id="L-503"><a href="#L-503"><span class="linenos">503</span></a>        <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s1">&#39;Placeholder string has to be alphanumeric!&#39;</span><span class="p">)</span>
+</span><span id="L-504"><a href="#L-504"><span class="linenos">504</span></a>    <span class="n">ol</span> <span class="o">=</span> <span class="p">[]</span>
+</span><span id="L-505"><a href="#L-505"><span class="linenos">505</span></a>    <span class="n">counter</span> <span class="o">=</span> <span class="mi">0</span>
+</span><span id="L-506"><a href="#L-506"><span class="linenos">506</span></a>
+</span><span id="L-507"><a href="#L-507"><span class="linenos">507</span></a>    <span class="k">def</span> <span class="nf">dict_replace_obs</span><span class="p">(</span><span class="n">d</span><span class="p">):</span>
+</span><span id="L-508"><a href="#L-508"><span class="linenos">508</span></a>        <span class="k">nonlocal</span> <span class="n">ol</span>
+</span><span id="L-509"><a href="#L-509"><span class="linenos">509</span></a>        <span class="k">nonlocal</span> <span class="n">counter</span>
+</span><span id="L-510"><a href="#L-510"><span class="linenos">510</span></a>        <span class="n">x</span> <span class="o">=</span> <span class="p">{}</span>
+</span><span id="L-511"><a href="#L-511"><span class="linenos">511</span></a>        <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">d</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+</span><span id="L-512"><a href="#L-512"><span class="linenos">512</span></a>            <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">v</span><span class="p">,</span> <span class="nb">dict</span><span class="p">):</span>
+</span><span id="L-513"><a href="#L-513"><span class="linenos">513</span></a>                <span class="n">v</span> <span class="o">=</span> <span class="n">dict_replace_obs</span><span class="p">(</span><span class="n">v</span><span class="p">)</span>
+</span><span id="L-514"><a href="#L-514"><span class="linenos">514</span></a>            <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">v</span><span class="p">,</span> <span class="nb">list</span><span class="p">)</span> <span class="ow">and</span> <span class="nb">all</span><span class="p">([</span><span class="nb">isinstance</span><span class="p">(</span><span class="n">o</span><span class="p">,</span> <span class="n">Obs</span><span class="p">)</span> <span class="k">for</span> <span class="n">o</span> <span class="ow">in</span> <span class="n">v</span><span class="p">]):</span>
+</span><span id="L-515"><a href="#L-515"><span class="linenos">515</span></a>                <span class="n">v</span> <span class="o">=</span> <span class="n">obslist_replace_obs</span><span class="p">(</span><span class="n">v</span><span class="p">)</span>
+</span><span id="L-516"><a href="#L-516"><span class="linenos">516</span></a>            <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">v</span><span class="p">,</span> <span class="nb">list</span><span class="p">):</span>
+</span><span id="L-517"><a href="#L-517"><span class="linenos">517</span></a>                <span class="n">v</span> <span class="o">=</span> <span class="n">list_replace_obs</span><span class="p">(</span><span class="n">v</span><span class="p">)</span>
+</span><span id="L-518"><a href="#L-518"><span class="linenos">518</span></a>            <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">v</span><span class="p">,</span> <span class="n">obstypes</span><span class="p">):</span>
+</span><span id="L-519"><a href="#L-519"><span class="linenos">519</span></a>                <span class="n">ol</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">v</span><span class="p">)</span>
+</span><span id="L-520"><a href="#L-520"><span class="linenos">520</span></a>                <span class="n">v</span> <span class="o">=</span> <span class="n">reps</span> <span class="o">+</span> <span class="s1">&#39;</span><span class="si">%d</span><span class="s1">&#39;</span> <span class="o">%</span> <span class="p">(</span><span class="n">counter</span><span class="p">)</span>
+</span><span id="L-521"><a href="#L-521"><span class="linenos">521</span></a>                <span class="n">counter</span> <span class="o">+=</span> <span class="mi">1</span>
+</span><span id="L-522"><a href="#L-522"><span class="linenos">522</span></a>            <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">v</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+</span><span id="L-523"><a href="#L-523"><span class="linenos">523</span></a>                <span class="k">if</span> <span class="nb">bool</span><span class="p">(</span><span class="n">re</span><span class="o">.</span><span class="n">match</span><span class="p">(</span><span class="sa">r</span><span class="s1">&#39;</span><span class="si">%s</span><span class="s1">[0-9]+&#39;</span> <span class="o">%</span> <span class="p">(</span><span class="n">reps</span><span class="p">),</span> <span class="n">v</span><span class="p">)):</span>
+</span><span id="L-524"><a href="#L-524"><span class="linenos">524</span></a>                    <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s1">&#39;Dict contains string </span><span class="si">%s</span><span class="s1"> that matches the placeholder! </span><span class="si">%s</span><span class="s1"> Cannot be savely exported.&#39;</span> <span class="o">%</span> <span class="p">(</span><span class="n">v</span><span class="p">,</span> <span class="n">reps</span><span class="p">))</span>
+</span><span id="L-525"><a href="#L-525"><span class="linenos">525</span></a>            <span class="n">x</span><span class="p">[</span><span class="n">k</span><span class="p">]</span> <span class="o">=</span> <span class="n">v</span>
+</span><span id="L-526"><a href="#L-526"><span class="linenos">526</span></a>        <span class="k">return</span> <span class="n">x</span>
+</span><span id="L-527"><a href="#L-527"><span class="linenos">527</span></a>
+</span><span id="L-528"><a href="#L-528"><span class="linenos">528</span></a>    <span class="k">def</span> <span class="nf">list_replace_obs</span><span class="p">(</span><span class="n">li</span><span class="p">):</span>
+</span><span id="L-529"><a href="#L-529"><span class="linenos">529</span></a>        <span class="k">nonlocal</span> <span class="n">ol</span>
+</span><span id="L-530"><a href="#L-530"><span class="linenos">530</span></a>        <span class="k">nonlocal</span> <span class="n">counter</span>
+</span><span id="L-531"><a href="#L-531"><span class="linenos">531</span></a>        <span class="n">x</span> <span class="o">=</span> <span class="p">[]</span>
+</span><span id="L-532"><a href="#L-532"><span class="linenos">532</span></a>        <span class="k">for</span> <span class="n">e</span> <span class="ow">in</span> <span class="n">li</span><span class="p">:</span>
+</span><span id="L-533"><a href="#L-533"><span class="linenos">533</span></a>            <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">e</span><span class="p">,</span> <span class="nb">list</span><span class="p">):</span>
+</span><span id="L-534"><a href="#L-534"><span class="linenos">534</span></a>                <span class="n">e</span> <span class="o">=</span> <span class="n">list_replace_obs</span><span class="p">(</span><span class="n">e</span><span class="p">)</span>
+</span><span id="L-535"><a href="#L-535"><span class="linenos">535</span></a>            <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">e</span><span class="p">,</span> <span class="nb">list</span><span class="p">)</span> <span class="ow">and</span> <span class="nb">all</span><span class="p">([</span><span class="nb">isinstance</span><span class="p">(</span><span class="n">o</span><span class="p">,</span> <span class="n">Obs</span><span class="p">)</span> <span class="k">for</span> <span class="n">o</span> <span class="ow">in</span> <span class="n">e</span><span class="p">]):</span>
+</span><span id="L-536"><a href="#L-536"><span class="linenos">536</span></a>                <span class="n">e</span> <span class="o">=</span> <span class="n">obslist_replace_obs</span><span class="p">(</span><span class="n">e</span><span class="p">)</span>
+</span><span id="L-537"><a href="#L-537"><span class="linenos">537</span></a>            <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">e</span><span class="p">,</span> <span class="nb">dict</span><span class="p">):</span>
+</span><span id="L-538"><a href="#L-538"><span class="linenos">538</span></a>                <span class="n">e</span> <span class="o">=</span> <span class="n">dict_replace_obs</span><span class="p">(</span><span class="n">e</span><span class="p">)</span>
+</span><span id="L-539"><a href="#L-539"><span class="linenos">539</span></a>            <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">e</span><span class="p">,</span> <span class="n">obstypes</span><span class="p">):</span>
+</span><span id="L-540"><a href="#L-540"><span class="linenos">540</span></a>                <span class="n">ol</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">e</span><span class="p">)</span>
+</span><span id="L-541"><a href="#L-541"><span class="linenos">541</span></a>                <span class="n">e</span> <span class="o">=</span> <span class="n">reps</span> <span class="o">+</span> <span class="s1">&#39;</span><span class="si">%d</span><span class="s1">&#39;</span> <span class="o">%</span> <span class="p">(</span><span class="n">counter</span><span class="p">)</span>
+</span><span id="L-542"><a href="#L-542"><span class="linenos">542</span></a>                <span class="n">counter</span> <span class="o">+=</span> <span class="mi">1</span>
+</span><span id="L-543"><a href="#L-543"><span class="linenos">543</span></a>            <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">e</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+</span><span id="L-544"><a href="#L-544"><span class="linenos">544</span></a>                <span class="k">if</span> <span class="nb">bool</span><span class="p">(</span><span class="n">re</span><span class="o">.</span><span class="n">match</span><span class="p">(</span><span class="sa">r</span><span class="s1">&#39;</span><span class="si">%s</span><span class="s1">[0-9]+&#39;</span> <span class="o">%</span> <span class="p">(</span><span class="n">reps</span><span class="p">),</span> <span class="n">e</span><span class="p">)):</span>
+</span><span id="L-545"><a href="#L-545"><span class="linenos">545</span></a>                    <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s1">&#39;Dict contains string </span><span class="si">%s</span><span class="s1"> that matches the placeholder! </span><span class="si">%s</span><span class="s1"> Cannot be savely exported.&#39;</span> <span class="o">%</span> <span class="p">(</span><span class="n">e</span><span class="p">,</span> <span class="n">reps</span><span class="p">))</span>
+</span><span id="L-546"><a href="#L-546"><span class="linenos">546</span></a>            <span class="n">x</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">e</span><span class="p">)</span>
+</span><span id="L-547"><a href="#L-547"><span class="linenos">547</span></a>        <span class="k">return</span> <span class="n">x</span>
 </span><span id="L-548"><a href="#L-548"><span class="linenos">548</span></a>
-</span><span id="L-549"><a href="#L-549"><span class="linenos">549</span></a>
-</span><span id="L-550"><a href="#L-550"><span class="linenos">550</span></a><span class="k">def</span> <span class="nf">_ol_from_dict</span><span class="p">(</span><span class="n">ind</span><span class="p">,</span> <span class="n">reps</span><span class="o">=</span><span class="s1">&#39;DICTOBS&#39;</span><span class="p">):</span>
-</span><span id="L-551"><a href="#L-551"><span class="linenos">551</span></a>    <span class="sd">&quot;&quot;&quot;Convert a dictionary of Obs objects to a list and a dictionary that contains</span>
-</span><span id="L-552"><a href="#L-552"><span class="linenos">552</span></a><span class="sd">    placeholders instead of the Obs objects.</span>
-</span><span id="L-553"><a href="#L-553"><span class="linenos">553</span></a>
-</span><span id="L-554"><a href="#L-554"><span class="linenos">554</span></a><span class="sd">    Parameters</span>
-</span><span id="L-555"><a href="#L-555"><span class="linenos">555</span></a><span class="sd">    ----------</span>
-</span><span id="L-556"><a href="#L-556"><span class="linenos">556</span></a><span class="sd">    ind : dict</span>
-</span><span id="L-557"><a href="#L-557"><span class="linenos">557</span></a><span class="sd">        Dict of JSON valid structures and objects that will be exported.</span>
-</span><span id="L-558"><a href="#L-558"><span class="linenos">558</span></a><span class="sd">        At the moment, these object can be either of: Obs, list, numpy.ndarray, Corr.</span>
-</span><span id="L-559"><a href="#L-559"><span class="linenos">559</span></a><span class="sd">        All Obs inside a structure have to be defined on the same set of configurations.</span>
-</span><span id="L-560"><a href="#L-560"><span class="linenos">560</span></a><span class="sd">    reps : str</span>
-</span><span id="L-561"><a href="#L-561"><span class="linenos">561</span></a><span class="sd">        Specify the structure of the placeholder in exported dict to be reps[0-9]+.</span>
-</span><span id="L-562"><a href="#L-562"><span class="linenos">562</span></a><span class="sd">    &quot;&quot;&quot;</span>
-</span><span id="L-563"><a href="#L-563"><span class="linenos">563</span></a>
-</span><span id="L-564"><a href="#L-564"><span class="linenos">564</span></a>    <span class="n">obstypes</span> <span class="o">=</span> <span class="p">(</span><span class="n">Obs</span><span class="p">,</span> <span class="n">Corr</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">)</span>
+</span><span id="L-549"><a href="#L-549"><span class="linenos">549</span></a>    <span class="k">def</span> <span class="nf">obslist_replace_obs</span><span class="p">(</span><span class="n">li</span><span class="p">):</span>
+</span><span id="L-550"><a href="#L-550"><span class="linenos">550</span></a>        <span class="k">nonlocal</span> <span class="n">ol</span>
+</span><span id="L-551"><a href="#L-551"><span class="linenos">551</span></a>        <span class="k">nonlocal</span> <span class="n">counter</span>
+</span><span id="L-552"><a href="#L-552"><span class="linenos">552</span></a>        <span class="n">il</span> <span class="o">=</span> <span class="p">[]</span>
+</span><span id="L-553"><a href="#L-553"><span class="linenos">553</span></a>        <span class="k">for</span> <span class="n">e</span> <span class="ow">in</span> <span class="n">li</span><span class="p">:</span>
+</span><span id="L-554"><a href="#L-554"><span class="linenos">554</span></a>            <span class="n">il</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">e</span><span class="p">)</span>
+</span><span id="L-555"><a href="#L-555"><span class="linenos">555</span></a>
+</span><span id="L-556"><a href="#L-556"><span class="linenos">556</span></a>        <span class="n">ol</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">il</span><span class="p">)</span>
+</span><span id="L-557"><a href="#L-557"><span class="linenos">557</span></a>        <span class="n">x</span> <span class="o">=</span> <span class="n">reps</span> <span class="o">+</span> <span class="s1">&#39;</span><span class="si">%d</span><span class="s1">&#39;</span> <span class="o">%</span> <span class="p">(</span><span class="n">counter</span><span class="p">)</span>
+</span><span id="L-558"><a href="#L-558"><span class="linenos">558</span></a>        <span class="n">counter</span> <span class="o">+=</span> <span class="mi">1</span>
+</span><span id="L-559"><a href="#L-559"><span class="linenos">559</span></a>        <span class="k">return</span> <span class="n">x</span>
+</span><span id="L-560"><a href="#L-560"><span class="linenos">560</span></a>
+</span><span id="L-561"><a href="#L-561"><span class="linenos">561</span></a>    <span class="n">nd</span> <span class="o">=</span> <span class="n">dict_replace_obs</span><span class="p">(</span><span class="n">ind</span><span class="p">)</span>
+</span><span id="L-562"><a href="#L-562"><span class="linenos">562</span></a>
+</span><span id="L-563"><a href="#L-563"><span class="linenos">563</span></a>    <span class="k">return</span> <span class="n">ol</span><span class="p">,</span> <span class="n">nd</span>
+</span><span id="L-564"><a href="#L-564"><span class="linenos">564</span></a>
 </span><span id="L-565"><a href="#L-565"><span class="linenos">565</span></a>
-</span><span id="L-566"><a href="#L-566"><span class="linenos">566</span></a>    <span class="k">if</span> <span class="ow">not</span> <span class="n">reps</span><span class="o">.</span><span class="n">isalnum</span><span class="p">():</span>
-</span><span id="L-567"><a href="#L-567"><span class="linenos">567</span></a>        <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s1">&#39;Placeholder string has to be alphanumeric!&#39;</span><span class="p">)</span>
-</span><span id="L-568"><a href="#L-568"><span class="linenos">568</span></a>    <span class="n">ol</span> <span class="o">=</span> <span class="p">[]</span>
-</span><span id="L-569"><a href="#L-569"><span class="linenos">569</span></a>    <span class="n">counter</span> <span class="o">=</span> <span class="mi">0</span>
-</span><span id="L-570"><a href="#L-570"><span class="linenos">570</span></a>
-</span><span id="L-571"><a href="#L-571"><span class="linenos">571</span></a>    <span class="k">def</span> <span class="nf">dict_replace_obs</span><span class="p">(</span><span class="n">d</span><span class="p">):</span>
-</span><span id="L-572"><a href="#L-572"><span class="linenos">572</span></a>        <span class="k">nonlocal</span> <span class="n">ol</span>
-</span><span id="L-573"><a href="#L-573"><span class="linenos">573</span></a>        <span class="k">nonlocal</span> <span class="n">counter</span>
-</span><span id="L-574"><a href="#L-574"><span class="linenos">574</span></a>        <span class="n">x</span> <span class="o">=</span> <span class="p">{}</span>
-</span><span id="L-575"><a href="#L-575"><span class="linenos">575</span></a>        <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">d</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
-</span><span id="L-576"><a href="#L-576"><span class="linenos">576</span></a>            <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">v</span><span class="p">,</span> <span class="nb">dict</span><span class="p">):</span>
-</span><span id="L-577"><a href="#L-577"><span class="linenos">577</span></a>                <span class="n">v</span> <span class="o">=</span> <span class="n">dict_replace_obs</span><span class="p">(</span><span class="n">v</span><span class="p">)</span>
-</span><span id="L-578"><a href="#L-578"><span class="linenos">578</span></a>            <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">v</span><span class="p">,</span> <span class="nb">list</span><span class="p">)</span> <span class="ow">and</span> <span class="nb">all</span><span class="p">([</span><span class="nb">isinstance</span><span class="p">(</span><span class="n">o</span><span class="p">,</span> <span class="n">Obs</span><span class="p">)</span> <span class="k">for</span> <span class="n">o</span> <span class="ow">in</span> <span class="n">v</span><span class="p">]):</span>
-</span><span id="L-579"><a href="#L-579"><span class="linenos">579</span></a>                <span class="n">v</span> <span class="o">=</span> <span class="n">obslist_replace_obs</span><span class="p">(</span><span class="n">v</span><span class="p">)</span>
-</span><span id="L-580"><a href="#L-580"><span class="linenos">580</span></a>            <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">v</span><span class="p">,</span> <span class="nb">list</span><span class="p">):</span>
-</span><span id="L-581"><a href="#L-581"><span class="linenos">581</span></a>                <span class="n">v</span> <span class="o">=</span> <span class="n">list_replace_obs</span><span class="p">(</span><span class="n">v</span><span class="p">)</span>
-</span><span id="L-582"><a href="#L-582"><span class="linenos">582</span></a>            <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">v</span><span class="p">,</span> <span class="n">obstypes</span><span class="p">):</span>
-</span><span id="L-583"><a href="#L-583"><span class="linenos">583</span></a>                <span class="n">ol</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">v</span><span class="p">)</span>
-</span><span id="L-584"><a href="#L-584"><span class="linenos">584</span></a>                <span class="n">v</span> <span class="o">=</span> <span class="n">reps</span> <span class="o">+</span> <span class="s1">&#39;</span><span class="si">%d</span><span class="s1">&#39;</span> <span class="o">%</span> <span class="p">(</span><span class="n">counter</span><span class="p">)</span>
-</span><span id="L-585"><a href="#L-585"><span class="linenos">585</span></a>                <span class="n">counter</span> <span class="o">+=</span> <span class="mi">1</span>
-</span><span id="L-586"><a href="#L-586"><span class="linenos">586</span></a>            <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">v</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
-</span><span id="L-587"><a href="#L-587"><span class="linenos">587</span></a>                <span class="k">if</span> <span class="nb">bool</span><span class="p">(</span><span class="n">re</span><span class="o">.</span><span class="n">match</span><span class="p">(</span><span class="sa">r</span><span class="s1">&#39;</span><span class="si">%s</span><span class="s1">[0-9]+&#39;</span> <span class="o">%</span> <span class="p">(</span><span class="n">reps</span><span class="p">),</span> <span class="n">v</span><span class="p">)):</span>
-</span><span id="L-588"><a href="#L-588"><span class="linenos">588</span></a>                    <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s1">&#39;Dict contains string </span><span class="si">%s</span><span class="s1"> that matches the placeholder! </span><span class="si">%s</span><span class="s1"> Cannot be savely exported.&#39;</span> <span class="o">%</span> <span class="p">(</span><span class="n">v</span><span class="p">,</span> <span class="n">reps</span><span class="p">))</span>
-</span><span id="L-589"><a href="#L-589"><span class="linenos">589</span></a>            <span class="n">x</span><span class="p">[</span><span class="n">k</span><span class="p">]</span> <span class="o">=</span> <span class="n">v</span>
-</span><span id="L-590"><a href="#L-590"><span class="linenos">590</span></a>        <span class="k">return</span> <span class="n">x</span>
-</span><span id="L-591"><a href="#L-591"><span class="linenos">591</span></a>
-</span><span id="L-592"><a href="#L-592"><span class="linenos">592</span></a>    <span class="k">def</span> <span class="nf">list_replace_obs</span><span class="p">(</span><span class="n">li</span><span class="p">):</span>
-</span><span id="L-593"><a href="#L-593"><span class="linenos">593</span></a>        <span class="k">nonlocal</span> <span class="n">ol</span>
-</span><span id="L-594"><a href="#L-594"><span class="linenos">594</span></a>        <span class="k">nonlocal</span> <span class="n">counter</span>
-</span><span id="L-595"><a href="#L-595"><span class="linenos">595</span></a>        <span class="n">x</span> <span class="o">=</span> <span class="p">[]</span>
-</span><span id="L-596"><a href="#L-596"><span class="linenos">596</span></a>        <span class="k">for</span> <span class="n">e</span> <span class="ow">in</span> <span class="n">li</span><span class="p">:</span>
-</span><span id="L-597"><a href="#L-597"><span class="linenos">597</span></a>            <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">e</span><span class="p">,</span> <span class="nb">list</span><span class="p">):</span>
-</span><span id="L-598"><a href="#L-598"><span class="linenos">598</span></a>                <span class="n">e</span> <span class="o">=</span> <span class="n">list_replace_obs</span><span class="p">(</span><span class="n">e</span><span class="p">)</span>
-</span><span id="L-599"><a href="#L-599"><span class="linenos">599</span></a>            <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">e</span><span class="p">,</span> <span class="nb">list</span><span class="p">)</span> <span class="ow">and</span> <span class="nb">all</span><span class="p">([</span><span class="nb">isinstance</span><span class="p">(</span><span class="n">o</span><span class="p">,</span> <span class="n">Obs</span><span class="p">)</span> <span class="k">for</span> <span class="n">o</span> <span class="ow">in</span> <span class="n">e</span><span class="p">]):</span>
-</span><span id="L-600"><a href="#L-600"><span class="linenos">600</span></a>                <span class="n">e</span> <span class="o">=</span> <span class="n">obslist_replace_obs</span><span class="p">(</span><span class="n">e</span><span class="p">)</span>
-</span><span id="L-601"><a href="#L-601"><span class="linenos">601</span></a>            <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">e</span><span class="p">,</span> <span class="nb">dict</span><span class="p">):</span>
-</span><span id="L-602"><a href="#L-602"><span class="linenos">602</span></a>                <span class="n">e</span> <span class="o">=</span> <span class="n">dict_replace_obs</span><span class="p">(</span><span class="n">e</span><span class="p">)</span>
-</span><span id="L-603"><a href="#L-603"><span class="linenos">603</span></a>            <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">e</span><span class="p">,</span> <span class="n">obstypes</span><span class="p">):</span>
-</span><span id="L-604"><a href="#L-604"><span class="linenos">604</span></a>                <span class="n">ol</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">e</span><span class="p">)</span>
-</span><span id="L-605"><a href="#L-605"><span class="linenos">605</span></a>                <span class="n">e</span> <span class="o">=</span> <span class="n">reps</span> <span class="o">+</span> <span class="s1">&#39;</span><span class="si">%d</span><span class="s1">&#39;</span> <span class="o">%</span> <span class="p">(</span><span class="n">counter</span><span class="p">)</span>
-</span><span id="L-606"><a href="#L-606"><span class="linenos">606</span></a>                <span class="n">counter</span> <span class="o">+=</span> <span class="mi">1</span>
-</span><span id="L-607"><a href="#L-607"><span class="linenos">607</span></a>            <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">e</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
-</span><span id="L-608"><a href="#L-608"><span class="linenos">608</span></a>                <span class="k">if</span> <span class="nb">bool</span><span class="p">(</span><span class="n">re</span><span class="o">.</span><span class="n">match</span><span class="p">(</span><span class="sa">r</span><span class="s1">&#39;</span><span class="si">%s</span><span class="s1">[0-9]+&#39;</span> <span class="o">%</span> <span class="p">(</span><span class="n">reps</span><span class="p">),</span> <span class="n">e</span><span class="p">)):</span>
-</span><span id="L-609"><a href="#L-609"><span class="linenos">609</span></a>                    <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s1">&#39;Dict contains string </span><span class="si">%s</span><span class="s1"> that matches the placeholder! </span><span class="si">%s</span><span class="s1"> Cannot be savely exported.&#39;</span> <span class="o">%</span> <span class="p">(</span><span class="n">e</span><span class="p">,</span> <span class="n">reps</span><span class="p">))</span>
-</span><span id="L-610"><a href="#L-610"><span class="linenos">610</span></a>            <span class="n">x</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">e</span><span class="p">)</span>
-</span><span id="L-611"><a href="#L-611"><span class="linenos">611</span></a>        <span class="k">return</span> <span class="n">x</span>
-</span><span id="L-612"><a href="#L-612"><span class="linenos">612</span></a>
-</span><span id="L-613"><a href="#L-613"><span class="linenos">613</span></a>    <span class="k">def</span> <span class="nf">obslist_replace_obs</span><span class="p">(</span><span class="n">li</span><span class="p">):</span>
-</span><span id="L-614"><a href="#L-614"><span class="linenos">614</span></a>        <span class="k">nonlocal</span> <span class="n">ol</span>
-</span><span id="L-615"><a href="#L-615"><span class="linenos">615</span></a>        <span class="k">nonlocal</span> <span class="n">counter</span>
-</span><span id="L-616"><a href="#L-616"><span class="linenos">616</span></a>        <span class="n">il</span> <span class="o">=</span> <span class="p">[]</span>
-</span><span id="L-617"><a href="#L-617"><span class="linenos">617</span></a>        <span class="k">for</span> <span class="n">e</span> <span class="ow">in</span> <span class="n">li</span><span class="p">:</span>
-</span><span id="L-618"><a href="#L-618"><span class="linenos">618</span></a>            <span class="n">il</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">e</span><span class="p">)</span>
-</span><span id="L-619"><a href="#L-619"><span class="linenos">619</span></a>
-</span><span id="L-620"><a href="#L-620"><span class="linenos">620</span></a>        <span class="n">ol</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">il</span><span class="p">)</span>
-</span><span id="L-621"><a href="#L-621"><span class="linenos">621</span></a>        <span class="n">x</span> <span class="o">=</span> <span class="n">reps</span> <span class="o">+</span> <span class="s1">&#39;</span><span class="si">%d</span><span class="s1">&#39;</span> <span class="o">%</span> <span class="p">(</span><span class="n">counter</span><span class="p">)</span>
-</span><span id="L-622"><a href="#L-622"><span class="linenos">622</span></a>        <span class="n">counter</span> <span class="o">+=</span> <span class="mi">1</span>
-</span><span id="L-623"><a href="#L-623"><span class="linenos">623</span></a>        <span class="k">return</span> <span class="n">x</span>
+</span><span id="L-566"><a href="#L-566"><span class="linenos">566</span></a><span class="k">def</span> <span class="nf">dump_dict_to_json</span><span class="p">(</span><span class="n">od</span><span class="p">,</span> <span class="n">fname</span><span class="p">,</span> <span class="n">description</span><span class="o">=</span><span class="s1">&#39;&#39;</span><span class="p">,</span> <span class="n">indent</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">reps</span><span class="o">=</span><span class="s1">&#39;DICTOBS&#39;</span><span class="p">,</span> <span class="n">gz</span><span class="o">=</span><span class="kc">True</span><span class="p">):</span>
+</span><span id="L-567"><a href="#L-567"><span class="linenos">567</span></a>    <span class="sd">&quot;&quot;&quot;Export a dict of Obs or structures containing Obs to a .json(.gz) file</span>
+</span><span id="L-568"><a href="#L-568"><span class="linenos">568</span></a>
+</span><span id="L-569"><a href="#L-569"><span class="linenos">569</span></a><span class="sd">    Parameters</span>
+</span><span id="L-570"><a href="#L-570"><span class="linenos">570</span></a><span class="sd">    ----------</span>
+</span><span id="L-571"><a href="#L-571"><span class="linenos">571</span></a><span class="sd">    od : dict</span>
+</span><span id="L-572"><a href="#L-572"><span class="linenos">572</span></a><span class="sd">        Dict of JSON valid structures and objects that will be exported.</span>
+</span><span id="L-573"><a href="#L-573"><span class="linenos">573</span></a><span class="sd">        At the moment, these objects can be either of: Obs, list, numpy.ndarray, Corr.</span>
+</span><span id="L-574"><a href="#L-574"><span class="linenos">574</span></a><span class="sd">        All Obs inside a structure have to be defined on the same set of configurations.</span>
+</span><span id="L-575"><a href="#L-575"><span class="linenos">575</span></a><span class="sd">    fname : str</span>
+</span><span id="L-576"><a href="#L-576"><span class="linenos">576</span></a><span class="sd">        Filename of the output file.</span>
+</span><span id="L-577"><a href="#L-577"><span class="linenos">577</span></a><span class="sd">    description : str</span>
+</span><span id="L-578"><a href="#L-578"><span class="linenos">578</span></a><span class="sd">        Optional string that describes the contents of the json file.</span>
+</span><span id="L-579"><a href="#L-579"><span class="linenos">579</span></a><span class="sd">    indent : int</span>
+</span><span id="L-580"><a href="#L-580"><span class="linenos">580</span></a><span class="sd">        Specify the indentation level of the json file. None or 0 is permissible and</span>
+</span><span id="L-581"><a href="#L-581"><span class="linenos">581</span></a><span class="sd">        saves disk space.</span>
+</span><span id="L-582"><a href="#L-582"><span class="linenos">582</span></a><span class="sd">    reps : str</span>
+</span><span id="L-583"><a href="#L-583"><span class="linenos">583</span></a><span class="sd">        Specify the structure of the placeholder in exported dict to be reps[0-9]+.</span>
+</span><span id="L-584"><a href="#L-584"><span class="linenos">584</span></a><span class="sd">    gz : bool</span>
+</span><span id="L-585"><a href="#L-585"><span class="linenos">585</span></a><span class="sd">        If True, the output is a gzipped json. If False, the output is a json file.</span>
+</span><span id="L-586"><a href="#L-586"><span class="linenos">586</span></a><span class="sd">    &quot;&quot;&quot;</span>
+</span><span id="L-587"><a href="#L-587"><span class="linenos">587</span></a>
+</span><span id="L-588"><a href="#L-588"><span class="linenos">588</span></a>    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">od</span><span class="p">,</span> <span class="nb">dict</span><span class="p">):</span>
+</span><span id="L-589"><a href="#L-589"><span class="linenos">589</span></a>        <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s1">&#39;od has to be a dictionary. Did you want to use dump_to_json?&#39;</span><span class="p">)</span>
+</span><span id="L-590"><a href="#L-590"><span class="linenos">590</span></a>
+</span><span id="L-591"><a href="#L-591"><span class="linenos">591</span></a>    <span class="n">infostring</span> <span class="o">=</span> <span class="p">(</span><span class="s1">&#39;This JSON file contains a python dictionary that has been parsed to a list of structures. &#39;</span>
+</span><span id="L-592"><a href="#L-592"><span class="linenos">592</span></a>                  <span class="s1">&#39;OBSDICT contains the dictionary, where Obs or other structures have been replaced by &#39;</span>
+</span><span id="L-593"><a href="#L-593"><span class="linenos">593</span></a>                  <span class="s1">&#39;&#39;</span> <span class="o">+</span> <span class="n">reps</span> <span class="o">+</span> <span class="s1">&#39;[0-9]+. The field description contains the additional description of this JSON file. &#39;</span>
+</span><span id="L-594"><a href="#L-594"><span class="linenos">594</span></a>                  <span class="s1">&#39;This file may be parsed to a dict with the pyerrors routine load_json_dict.&#39;</span><span class="p">)</span>
+</span><span id="L-595"><a href="#L-595"><span class="linenos">595</span></a>
+</span><span id="L-596"><a href="#L-596"><span class="linenos">596</span></a>    <span class="n">desc_dict</span> <span class="o">=</span> <span class="p">{</span><span class="s1">&#39;INFO&#39;</span><span class="p">:</span> <span class="n">infostring</span><span class="p">,</span> <span class="s1">&#39;OBSDICT&#39;</span><span class="p">:</span> <span class="p">{},</span> <span class="s1">&#39;description&#39;</span><span class="p">:</span> <span class="n">description</span><span class="p">}</span>
+</span><span id="L-597"><a href="#L-597"><span class="linenos">597</span></a>    <span class="n">ol</span><span class="p">,</span> <span class="n">desc_dict</span><span class="p">[</span><span class="s1">&#39;OBSDICT&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">_ol_from_dict</span><span class="p">(</span><span class="n">od</span><span class="p">,</span> <span class="n">reps</span><span class="o">=</span><span class="n">reps</span><span class="p">)</span>
+</span><span id="L-598"><a href="#L-598"><span class="linenos">598</span></a>
+</span><span id="L-599"><a href="#L-599"><span class="linenos">599</span></a>    <span class="n">dump_to_json</span><span class="p">(</span><span class="n">ol</span><span class="p">,</span> <span class="n">fname</span><span class="p">,</span> <span class="n">description</span><span class="o">=</span><span class="n">desc_dict</span><span class="p">,</span> <span class="n">indent</span><span class="o">=</span><span class="n">indent</span><span class="p">,</span> <span class="n">gz</span><span class="o">=</span><span class="n">gz</span><span class="p">)</span>
+</span><span id="L-600"><a href="#L-600"><span class="linenos">600</span></a>
+</span><span id="L-601"><a href="#L-601"><span class="linenos">601</span></a>
+</span><span id="L-602"><a href="#L-602"><span class="linenos">602</span></a><span class="k">def</span> <span class="nf">_od_from_list_and_dict</span><span class="p">(</span><span class="n">ol</span><span class="p">,</span> <span class="n">ind</span><span class="p">,</span> <span class="n">reps</span><span class="o">=</span><span class="s1">&#39;DICTOBS&#39;</span><span class="p">):</span>
+</span><span id="L-603"><a href="#L-603"><span class="linenos">603</span></a>    <span class="sd">&quot;&quot;&quot;Parse a list of Obs or structures containing Obs and an accompanying</span>
+</span><span id="L-604"><a href="#L-604"><span class="linenos">604</span></a><span class="sd">    dict, where the structures have been replaced by placeholders to a</span>
+</span><span id="L-605"><a href="#L-605"><span class="linenos">605</span></a><span class="sd">    dict that contains the structures.</span>
+</span><span id="L-606"><a href="#L-606"><span class="linenos">606</span></a>
+</span><span id="L-607"><a href="#L-607"><span class="linenos">607</span></a><span class="sd">    The following structures are supported: Obs, list, numpy.ndarray, Corr</span>
+</span><span id="L-608"><a href="#L-608"><span class="linenos">608</span></a>
+</span><span id="L-609"><a href="#L-609"><span class="linenos">609</span></a><span class="sd">    Parameters</span>
+</span><span id="L-610"><a href="#L-610"><span class="linenos">610</span></a><span class="sd">    ----------</span>
+</span><span id="L-611"><a href="#L-611"><span class="linenos">611</span></a><span class="sd">    ol : list</span>
+</span><span id="L-612"><a href="#L-612"><span class="linenos">612</span></a><span class="sd">        List of objects -</span>
+</span><span id="L-613"><a href="#L-613"><span class="linenos">613</span></a><span class="sd">        At the moment, these objects can be either of: Obs, list, numpy.ndarray, Corr.</span>
+</span><span id="L-614"><a href="#L-614"><span class="linenos">614</span></a><span class="sd">        All Obs inside a structure have to be defined on the same set of configurations.</span>
+</span><span id="L-615"><a href="#L-615"><span class="linenos">615</span></a><span class="sd">    ind : dict</span>
+</span><span id="L-616"><a href="#L-616"><span class="linenos">616</span></a><span class="sd">        Dict that defines the structure of the resulting dict and contains placeholders</span>
+</span><span id="L-617"><a href="#L-617"><span class="linenos">617</span></a><span class="sd">    reps : str</span>
+</span><span id="L-618"><a href="#L-618"><span class="linenos">618</span></a><span class="sd">        Specify the structure of the placeholder in imported dict to be reps[0-9]+.</span>
+</span><span id="L-619"><a href="#L-619"><span class="linenos">619</span></a><span class="sd">    &quot;&quot;&quot;</span>
+</span><span id="L-620"><a href="#L-620"><span class="linenos">620</span></a>    <span class="k">if</span> <span class="ow">not</span> <span class="n">reps</span><span class="o">.</span><span class="n">isalnum</span><span class="p">():</span>
+</span><span id="L-621"><a href="#L-621"><span class="linenos">621</span></a>        <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s1">&#39;Placeholder string has to be alphanumeric!&#39;</span><span class="p">)</span>
+</span><span id="L-622"><a href="#L-622"><span class="linenos">622</span></a>
+</span><span id="L-623"><a href="#L-623"><span class="linenos">623</span></a>    <span class="n">counter</span> <span class="o">=</span> <span class="mi">0</span>
 </span><span id="L-624"><a href="#L-624"><span class="linenos">624</span></a>
-</span><span id="L-625"><a href="#L-625"><span class="linenos">625</span></a>    <span class="n">nd</span> <span class="o">=</span> <span class="n">dict_replace_obs</span><span class="p">(</span><span class="n">ind</span><span class="p">)</span>
-</span><span id="L-626"><a href="#L-626"><span class="linenos">626</span></a>
-</span><span id="L-627"><a href="#L-627"><span class="linenos">627</span></a>    <span class="k">return</span> <span class="n">ol</span><span class="p">,</span> <span class="n">nd</span>
-</span><span id="L-628"><a href="#L-628"><span class="linenos">628</span></a>
-</span><span id="L-629"><a href="#L-629"><span class="linenos">629</span></a>
-</span><span id="L-630"><a href="#L-630"><span class="linenos">630</span></a><span class="k">def</span> <span class="nf">dump_dict_to_json</span><span class="p">(</span><span class="n">od</span><span class="p">,</span> <span class="n">fname</span><span class="p">,</span> <span class="n">description</span><span class="o">=</span><span class="s1">&#39;&#39;</span><span class="p">,</span> <span class="n">indent</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">reps</span><span class="o">=</span><span class="s1">&#39;DICTOBS&#39;</span><span class="p">,</span> <span class="n">gz</span><span class="o">=</span><span class="kc">True</span><span class="p">):</span>
-</span><span id="L-631"><a href="#L-631"><span class="linenos">631</span></a>    <span class="sd">&quot;&quot;&quot;Export a dict of Obs or structures containing Obs to a .json(.gz) file</span>
-</span><span id="L-632"><a href="#L-632"><span class="linenos">632</span></a>
-</span><span id="L-633"><a href="#L-633"><span class="linenos">633</span></a><span class="sd">    Parameters</span>
-</span><span id="L-634"><a href="#L-634"><span class="linenos">634</span></a><span class="sd">    ----------</span>
-</span><span id="L-635"><a href="#L-635"><span class="linenos">635</span></a><span class="sd">    od : dict</span>
-</span><span id="L-636"><a href="#L-636"><span class="linenos">636</span></a><span class="sd">        Dict of JSON valid structures and objects that will be exported.</span>
-</span><span id="L-637"><a href="#L-637"><span class="linenos">637</span></a><span class="sd">        At the moment, these objects can be either of: Obs, list, numpy.ndarray, Corr.</span>
-</span><span id="L-638"><a href="#L-638"><span class="linenos">638</span></a><span class="sd">        All Obs inside a structure have to be defined on the same set of configurations.</span>
-</span><span id="L-639"><a href="#L-639"><span class="linenos">639</span></a><span class="sd">    fname : str</span>
-</span><span id="L-640"><a href="#L-640"><span class="linenos">640</span></a><span class="sd">        Filename of the output file.</span>
-</span><span id="L-641"><a href="#L-641"><span class="linenos">641</span></a><span class="sd">    description : str</span>
-</span><span id="L-642"><a href="#L-642"><span class="linenos">642</span></a><span class="sd">        Optional string that describes the contents of the json file.</span>
-</span><span id="L-643"><a href="#L-643"><span class="linenos">643</span></a><span class="sd">    indent : int</span>
-</span><span id="L-644"><a href="#L-644"><span class="linenos">644</span></a><span class="sd">        Specify the indentation level of the json file. None or 0 is permissible and</span>
-</span><span id="L-645"><a href="#L-645"><span class="linenos">645</span></a><span class="sd">        saves disk space.</span>
-</span><span id="L-646"><a href="#L-646"><span class="linenos">646</span></a><span class="sd">    reps : str</span>
-</span><span id="L-647"><a href="#L-647"><span class="linenos">647</span></a><span class="sd">        Specify the structure of the placeholder in exported dict to be reps[0-9]+.</span>
-</span><span id="L-648"><a href="#L-648"><span class="linenos">648</span></a><span class="sd">    gz : bool</span>
-</span><span id="L-649"><a href="#L-649"><span class="linenos">649</span></a><span class="sd">        If True, the output is a gzipped json. If False, the output is a json file.</span>
-</span><span id="L-650"><a href="#L-650"><span class="linenos">650</span></a><span class="sd">    &quot;&quot;&quot;</span>
-</span><span id="L-651"><a href="#L-651"><span class="linenos">651</span></a>
-</span><span id="L-652"><a href="#L-652"><span class="linenos">652</span></a>    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">od</span><span class="p">,</span> <span class="nb">dict</span><span class="p">):</span>
-</span><span id="L-653"><a href="#L-653"><span class="linenos">653</span></a>        <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s1">&#39;od has to be a dictionary. Did you want to use dump_to_json?&#39;</span><span class="p">)</span>
-</span><span id="L-654"><a href="#L-654"><span class="linenos">654</span></a>
-</span><span id="L-655"><a href="#L-655"><span class="linenos">655</span></a>    <span class="n">infostring</span> <span class="o">=</span> <span class="p">(</span><span class="s1">&#39;This JSON file contains a python dictionary that has been parsed to a list of structures. &#39;</span>
-</span><span id="L-656"><a href="#L-656"><span class="linenos">656</span></a>                  <span class="s1">&#39;OBSDICT contains the dictionary, where Obs or other structures have been replaced by &#39;</span>
-</span><span id="L-657"><a href="#L-657"><span class="linenos">657</span></a>                  <span class="s1">&#39;&#39;</span> <span class="o">+</span> <span class="n">reps</span> <span class="o">+</span> <span class="s1">&#39;[0-9]+. The field description contains the additional description of this JSON file. &#39;</span>
-</span><span id="L-658"><a href="#L-658"><span class="linenos">658</span></a>                  <span class="s1">&#39;This file may be parsed to a dict with the pyerrors routine load_json_dict.&#39;</span><span class="p">)</span>
-</span><span id="L-659"><a href="#L-659"><span class="linenos">659</span></a>
-</span><span id="L-660"><a href="#L-660"><span class="linenos">660</span></a>    <span class="n">desc_dict</span> <span class="o">=</span> <span class="p">{</span><span class="s1">&#39;INFO&#39;</span><span class="p">:</span> <span class="n">infostring</span><span class="p">,</span> <span class="s1">&#39;OBSDICT&#39;</span><span class="p">:</span> <span class="p">{},</span> <span class="s1">&#39;description&#39;</span><span class="p">:</span> <span class="n">description</span><span class="p">}</span>
-</span><span id="L-661"><a href="#L-661"><span class="linenos">661</span></a>    <span class="n">ol</span><span class="p">,</span> <span class="n">desc_dict</span><span class="p">[</span><span class="s1">&#39;OBSDICT&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">_ol_from_dict</span><span class="p">(</span><span class="n">od</span><span class="p">,</span> <span class="n">reps</span><span class="o">=</span><span class="n">reps</span><span class="p">)</span>
-</span><span id="L-662"><a href="#L-662"><span class="linenos">662</span></a>
-</span><span id="L-663"><a href="#L-663"><span class="linenos">663</span></a>    <span class="n">dump_to_json</span><span class="p">(</span><span class="n">ol</span><span class="p">,</span> <span class="n">fname</span><span class="p">,</span> <span class="n">description</span><span class="o">=</span><span class="n">desc_dict</span><span class="p">,</span> <span class="n">indent</span><span class="o">=</span><span class="n">indent</span><span class="p">,</span> <span class="n">gz</span><span class="o">=</span><span class="n">gz</span><span class="p">)</span>
+</span><span id="L-625"><a href="#L-625"><span class="linenos">625</span></a>    <span class="k">def</span> <span class="nf">dict_replace_string</span><span class="p">(</span><span class="n">d</span><span class="p">):</span>
+</span><span id="L-626"><a href="#L-626"><span class="linenos">626</span></a>        <span class="k">nonlocal</span> <span class="n">counter</span>
+</span><span id="L-627"><a href="#L-627"><span class="linenos">627</span></a>        <span class="k">nonlocal</span> <span class="n">ol</span>
+</span><span id="L-628"><a href="#L-628"><span class="linenos">628</span></a>        <span class="n">x</span> <span class="o">=</span> <span class="p">{}</span>
+</span><span id="L-629"><a href="#L-629"><span class="linenos">629</span></a>        <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">d</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+</span><span id="L-630"><a href="#L-630"><span class="linenos">630</span></a>            <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">v</span><span class="p">,</span> <span class="nb">dict</span><span class="p">):</span>
+</span><span id="L-631"><a href="#L-631"><span class="linenos">631</span></a>                <span class="n">v</span> <span class="o">=</span> <span class="n">dict_replace_string</span><span class="p">(</span><span class="n">v</span><span class="p">)</span>
+</span><span id="L-632"><a href="#L-632"><span class="linenos">632</span></a>            <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">v</span><span class="p">,</span> <span class="nb">list</span><span class="p">):</span>
+</span><span id="L-633"><a href="#L-633"><span class="linenos">633</span></a>                <span class="n">v</span> <span class="o">=</span> <span class="n">list_replace_string</span><span class="p">(</span><span class="n">v</span><span class="p">)</span>
+</span><span id="L-634"><a href="#L-634"><span class="linenos">634</span></a>            <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">v</span><span class="p">,</span> <span class="nb">str</span><span class="p">)</span> <span class="ow">and</span> <span class="nb">bool</span><span class="p">(</span><span class="n">re</span><span class="o">.</span><span class="n">match</span><span class="p">(</span><span class="sa">r</span><span class="s1">&#39;</span><span class="si">%s</span><span class="s1">[0-9]+&#39;</span> <span class="o">%</span> <span class="p">(</span><span class="n">reps</span><span class="p">),</span> <span class="n">v</span><span class="p">)):</span>
+</span><span id="L-635"><a href="#L-635"><span class="linenos">635</span></a>                <span class="n">index</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">v</span><span class="p">[</span><span class="nb">len</span><span class="p">(</span><span class="n">reps</span><span class="p">):])</span>
+</span><span id="L-636"><a href="#L-636"><span class="linenos">636</span></a>                <span class="n">v</span> <span class="o">=</span> <span class="n">ol</span><span class="p">[</span><span class="n">index</span><span class="p">]</span>
+</span><span id="L-637"><a href="#L-637"><span class="linenos">637</span></a>                <span class="n">counter</span> <span class="o">+=</span> <span class="mi">1</span>
+</span><span id="L-638"><a href="#L-638"><span class="linenos">638</span></a>            <span class="n">x</span><span class="p">[</span><span class="n">k</span><span class="p">]</span> <span class="o">=</span> <span class="n">v</span>
+</span><span id="L-639"><a href="#L-639"><span class="linenos">639</span></a>        <span class="k">return</span> <span class="n">x</span>
+</span><span id="L-640"><a href="#L-640"><span class="linenos">640</span></a>
+</span><span id="L-641"><a href="#L-641"><span class="linenos">641</span></a>    <span class="k">def</span> <span class="nf">list_replace_string</span><span class="p">(</span><span class="n">li</span><span class="p">):</span>
+</span><span id="L-642"><a href="#L-642"><span class="linenos">642</span></a>        <span class="k">nonlocal</span> <span class="n">counter</span>
+</span><span id="L-643"><a href="#L-643"><span class="linenos">643</span></a>        <span class="k">nonlocal</span> <span class="n">ol</span>
+</span><span id="L-644"><a href="#L-644"><span class="linenos">644</span></a>        <span class="n">x</span> <span class="o">=</span> <span class="p">[]</span>
+</span><span id="L-645"><a href="#L-645"><span class="linenos">645</span></a>        <span class="k">for</span> <span class="n">e</span> <span class="ow">in</span> <span class="n">li</span><span class="p">:</span>
+</span><span id="L-646"><a href="#L-646"><span class="linenos">646</span></a>            <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">e</span><span class="p">,</span> <span class="nb">list</span><span class="p">):</span>
+</span><span id="L-647"><a href="#L-647"><span class="linenos">647</span></a>                <span class="n">e</span> <span class="o">=</span> <span class="n">list_replace_string</span><span class="p">(</span><span class="n">e</span><span class="p">)</span>
+</span><span id="L-648"><a href="#L-648"><span class="linenos">648</span></a>            <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">e</span><span class="p">,</span> <span class="nb">dict</span><span class="p">):</span>
+</span><span id="L-649"><a href="#L-649"><span class="linenos">649</span></a>                <span class="n">e</span> <span class="o">=</span> <span class="n">dict_replace_string</span><span class="p">(</span><span class="n">e</span><span class="p">)</span>
+</span><span id="L-650"><a href="#L-650"><span class="linenos">650</span></a>            <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">e</span><span class="p">,</span> <span class="nb">str</span><span class="p">)</span> <span class="ow">and</span> <span class="nb">bool</span><span class="p">(</span><span class="n">re</span><span class="o">.</span><span class="n">match</span><span class="p">(</span><span class="sa">r</span><span class="s1">&#39;</span><span class="si">%s</span><span class="s1">[0-9]+&#39;</span> <span class="o">%</span> <span class="p">(</span><span class="n">reps</span><span class="p">),</span> <span class="n">e</span><span class="p">)):</span>
+</span><span id="L-651"><a href="#L-651"><span class="linenos">651</span></a>                <span class="n">index</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">e</span><span class="p">[</span><span class="nb">len</span><span class="p">(</span><span class="n">reps</span><span class="p">):])</span>
+</span><span id="L-652"><a href="#L-652"><span class="linenos">652</span></a>                <span class="n">e</span> <span class="o">=</span> <span class="n">ol</span><span class="p">[</span><span class="n">index</span><span class="p">]</span>
+</span><span id="L-653"><a href="#L-653"><span class="linenos">653</span></a>                <span class="n">counter</span> <span class="o">+=</span> <span class="mi">1</span>
+</span><span id="L-654"><a href="#L-654"><span class="linenos">654</span></a>            <span class="n">x</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">e</span><span class="p">)</span>
+</span><span id="L-655"><a href="#L-655"><span class="linenos">655</span></a>        <span class="k">return</span> <span class="n">x</span>
+</span><span id="L-656"><a href="#L-656"><span class="linenos">656</span></a>
+</span><span id="L-657"><a href="#L-657"><span class="linenos">657</span></a>    <span class="n">nd</span> <span class="o">=</span> <span class="n">dict_replace_string</span><span class="p">(</span><span class="n">ind</span><span class="p">)</span>
+</span><span id="L-658"><a href="#L-658"><span class="linenos">658</span></a>
+</span><span id="L-659"><a href="#L-659"><span class="linenos">659</span></a>    <span class="k">if</span> <span class="n">counter</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
+</span><span id="L-660"><a href="#L-660"><span class="linenos">660</span></a>        <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s1">&#39;No placeholder has been replaced! Check if reps is set correctly.&#39;</span><span class="p">)</span>
+</span><span id="L-661"><a href="#L-661"><span class="linenos">661</span></a>
+</span><span id="L-662"><a href="#L-662"><span class="linenos">662</span></a>    <span class="k">return</span> <span class="n">nd</span>
+</span><span id="L-663"><a href="#L-663"><span class="linenos">663</span></a>
 </span><span id="L-664"><a href="#L-664"><span class="linenos">664</span></a>
-</span><span id="L-665"><a href="#L-665"><span class="linenos">665</span></a>
-</span><span id="L-666"><a href="#L-666"><span class="linenos">666</span></a><span class="k">def</span> <span class="nf">_od_from_list_and_dict</span><span class="p">(</span><span class="n">ol</span><span class="p">,</span> <span class="n">ind</span><span class="p">,</span> <span class="n">reps</span><span class="o">=</span><span class="s1">&#39;DICTOBS&#39;</span><span class="p">):</span>
-</span><span id="L-667"><a href="#L-667"><span class="linenos">667</span></a>    <span class="sd">&quot;&quot;&quot;Parse a list of Obs or structures containing Obs and an accompanying</span>
-</span><span id="L-668"><a href="#L-668"><span class="linenos">668</span></a><span class="sd">    dict, where the structures have been replaced by placeholders to a</span>
-</span><span id="L-669"><a href="#L-669"><span class="linenos">669</span></a><span class="sd">    dict that contains the structures.</span>
-</span><span id="L-670"><a href="#L-670"><span class="linenos">670</span></a>
-</span><span id="L-671"><a href="#L-671"><span class="linenos">671</span></a><span class="sd">    The following structures are supported: Obs, list, numpy.ndarray, Corr</span>
-</span><span id="L-672"><a href="#L-672"><span class="linenos">672</span></a>
-</span><span id="L-673"><a href="#L-673"><span class="linenos">673</span></a><span class="sd">    Parameters</span>
-</span><span id="L-674"><a href="#L-674"><span class="linenos">674</span></a><span class="sd">    ----------</span>
-</span><span id="L-675"><a href="#L-675"><span class="linenos">675</span></a><span class="sd">    ol : list</span>
-</span><span id="L-676"><a href="#L-676"><span class="linenos">676</span></a><span class="sd">        List of objects -</span>
-</span><span id="L-677"><a href="#L-677"><span class="linenos">677</span></a><span class="sd">        At the moment, these objects can be either of: Obs, list, numpy.ndarray, Corr.</span>
-</span><span id="L-678"><a href="#L-678"><span class="linenos">678</span></a><span class="sd">        All Obs inside a structure have to be defined on the same set of configurations.</span>
-</span><span id="L-679"><a href="#L-679"><span class="linenos">679</span></a><span class="sd">    ind : dict</span>
-</span><span id="L-680"><a href="#L-680"><span class="linenos">680</span></a><span class="sd">        Dict that defines the structure of the resulting dict and contains placeholders</span>
+</span><span id="L-665"><a href="#L-665"><span class="linenos">665</span></a><span class="k">def</span> <span class="nf">load_json_dict</span><span class="p">(</span><span class="n">fname</span><span class="p">,</span> <span class="n">verbose</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">gz</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">full_output</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">reps</span><span class="o">=</span><span class="s1">&#39;DICTOBS&#39;</span><span class="p">):</span>
+</span><span id="L-666"><a href="#L-666"><span class="linenos">666</span></a>    <span class="sd">&quot;&quot;&quot;Import a dict of Obs or structures containing Obs from a .json(.gz) file.</span>
+</span><span id="L-667"><a href="#L-667"><span class="linenos">667</span></a>
+</span><span id="L-668"><a href="#L-668"><span class="linenos">668</span></a><span class="sd">    The following structures are supported: Obs, list, numpy.ndarray, Corr</span>
+</span><span id="L-669"><a href="#L-669"><span class="linenos">669</span></a>
+</span><span id="L-670"><a href="#L-670"><span class="linenos">670</span></a><span class="sd">    Parameters</span>
+</span><span id="L-671"><a href="#L-671"><span class="linenos">671</span></a><span class="sd">    ----------</span>
+</span><span id="L-672"><a href="#L-672"><span class="linenos">672</span></a><span class="sd">    fname : str</span>
+</span><span id="L-673"><a href="#L-673"><span class="linenos">673</span></a><span class="sd">        Filename of the input file.</span>
+</span><span id="L-674"><a href="#L-674"><span class="linenos">674</span></a><span class="sd">    verbose : bool</span>
+</span><span id="L-675"><a href="#L-675"><span class="linenos">675</span></a><span class="sd">        Print additional information that was written to the file.</span>
+</span><span id="L-676"><a href="#L-676"><span class="linenos">676</span></a><span class="sd">    gz : bool</span>
+</span><span id="L-677"><a href="#L-677"><span class="linenos">677</span></a><span class="sd">        If True, assumes that data is gzipped. If False, assumes JSON file.</span>
+</span><span id="L-678"><a href="#L-678"><span class="linenos">678</span></a><span class="sd">    full_output : bool</span>
+</span><span id="L-679"><a href="#L-679"><span class="linenos">679</span></a><span class="sd">        If True, a dict containing auxiliary information and the data is returned.</span>
+</span><span id="L-680"><a href="#L-680"><span class="linenos">680</span></a><span class="sd">        If False, only the data is returned.</span>
 </span><span id="L-681"><a href="#L-681"><span class="linenos">681</span></a><span class="sd">    reps : str</span>
 </span><span id="L-682"><a href="#L-682"><span class="linenos">682</span></a><span class="sd">        Specify the structure of the placeholder in imported dict to be reps[0-9]+.</span>
 </span><span id="L-683"><a href="#L-683"><span class="linenos">683</span></a><span class="sd">    &quot;&quot;&quot;</span>
-</span><span id="L-684"><a href="#L-684"><span class="linenos">684</span></a>    <span class="k">if</span> <span class="ow">not</span> <span class="n">reps</span><span class="o">.</span><span class="n">isalnum</span><span class="p">():</span>
-</span><span id="L-685"><a href="#L-685"><span class="linenos">685</span></a>        <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s1">&#39;Placeholder string has to be alphanumeric!&#39;</span><span class="p">)</span>
-</span><span id="L-686"><a href="#L-686"><span class="linenos">686</span></a>
-</span><span id="L-687"><a href="#L-687"><span class="linenos">687</span></a>    <span class="n">counter</span> <span class="o">=</span> <span class="mi">0</span>
-</span><span id="L-688"><a href="#L-688"><span class="linenos">688</span></a>
-</span><span id="L-689"><a href="#L-689"><span class="linenos">689</span></a>    <span class="k">def</span> <span class="nf">dict_replace_string</span><span class="p">(</span><span class="n">d</span><span class="p">):</span>
-</span><span id="L-690"><a href="#L-690"><span class="linenos">690</span></a>        <span class="k">nonlocal</span> <span class="n">counter</span>
-</span><span id="L-691"><a href="#L-691"><span class="linenos">691</span></a>        <span class="k">nonlocal</span> <span class="n">ol</span>
-</span><span id="L-692"><a href="#L-692"><span class="linenos">692</span></a>        <span class="n">x</span> <span class="o">=</span> <span class="p">{}</span>
-</span><span id="L-693"><a href="#L-693"><span class="linenos">693</span></a>        <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">d</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
-</span><span id="L-694"><a href="#L-694"><span class="linenos">694</span></a>            <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">v</span><span class="p">,</span> <span class="nb">dict</span><span class="p">):</span>
-</span><span id="L-695"><a href="#L-695"><span class="linenos">695</span></a>                <span class="n">v</span> <span class="o">=</span> <span class="n">dict_replace_string</span><span class="p">(</span><span class="n">v</span><span class="p">)</span>
-</span><span id="L-696"><a href="#L-696"><span class="linenos">696</span></a>            <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">v</span><span class="p">,</span> <span class="nb">list</span><span class="p">):</span>
-</span><span id="L-697"><a href="#L-697"><span class="linenos">697</span></a>                <span class="n">v</span> <span class="o">=</span> <span class="n">list_replace_string</span><span class="p">(</span><span class="n">v</span><span class="p">)</span>
-</span><span id="L-698"><a href="#L-698"><span class="linenos">698</span></a>            <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">v</span><span class="p">,</span> <span class="nb">str</span><span class="p">)</span> <span class="ow">and</span> <span class="nb">bool</span><span class="p">(</span><span class="n">re</span><span class="o">.</span><span class="n">match</span><span class="p">(</span><span class="sa">r</span><span class="s1">&#39;</span><span class="si">%s</span><span class="s1">[0-9]+&#39;</span> <span class="o">%</span> <span class="p">(</span><span class="n">reps</span><span class="p">),</span> <span class="n">v</span><span class="p">)):</span>
-</span><span id="L-699"><a href="#L-699"><span class="linenos">699</span></a>                <span class="n">index</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">v</span><span class="p">[</span><span class="nb">len</span><span class="p">(</span><span class="n">reps</span><span class="p">):])</span>
-</span><span id="L-700"><a href="#L-700"><span class="linenos">700</span></a>                <span class="n">v</span> <span class="o">=</span> <span class="n">ol</span><span class="p">[</span><span class="n">index</span><span class="p">]</span>
-</span><span id="L-701"><a href="#L-701"><span class="linenos">701</span></a>                <span class="n">counter</span> <span class="o">+=</span> <span class="mi">1</span>
-</span><span id="L-702"><a href="#L-702"><span class="linenos">702</span></a>            <span class="n">x</span><span class="p">[</span><span class="n">k</span><span class="p">]</span> <span class="o">=</span> <span class="n">v</span>
-</span><span id="L-703"><a href="#L-703"><span class="linenos">703</span></a>        <span class="k">return</span> <span class="n">x</span>
-</span><span id="L-704"><a href="#L-704"><span class="linenos">704</span></a>
-</span><span id="L-705"><a href="#L-705"><span class="linenos">705</span></a>    <span class="k">def</span> <span class="nf">list_replace_string</span><span class="p">(</span><span class="n">li</span><span class="p">):</span>
-</span><span id="L-706"><a href="#L-706"><span class="linenos">706</span></a>        <span class="k">nonlocal</span> <span class="n">counter</span>
-</span><span id="L-707"><a href="#L-707"><span class="linenos">707</span></a>        <span class="k">nonlocal</span> <span class="n">ol</span>
-</span><span id="L-708"><a href="#L-708"><span class="linenos">708</span></a>        <span class="n">x</span> <span class="o">=</span> <span class="p">[]</span>
-</span><span id="L-709"><a href="#L-709"><span class="linenos">709</span></a>        <span class="k">for</span> <span class="n">e</span> <span class="ow">in</span> <span class="n">li</span><span class="p">:</span>
-</span><span id="L-710"><a href="#L-710"><span class="linenos">710</span></a>            <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">e</span><span class="p">,</span> <span class="nb">list</span><span class="p">):</span>
-</span><span id="L-711"><a href="#L-711"><span class="linenos">711</span></a>                <span class="n">e</span> <span class="o">=</span> <span class="n">list_replace_string</span><span class="p">(</span><span class="n">e</span><span class="p">)</span>
-</span><span id="L-712"><a href="#L-712"><span class="linenos">712</span></a>            <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">e</span><span class="p">,</span> <span class="nb">dict</span><span class="p">):</span>
-</span><span id="L-713"><a href="#L-713"><span class="linenos">713</span></a>                <span class="n">e</span> <span class="o">=</span> <span class="n">dict_replace_string</span><span class="p">(</span><span class="n">e</span><span class="p">)</span>
-</span><span id="L-714"><a href="#L-714"><span class="linenos">714</span></a>            <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">e</span><span class="p">,</span> <span class="nb">str</span><span class="p">)</span> <span class="ow">and</span> <span class="nb">bool</span><span class="p">(</span><span class="n">re</span><span class="o">.</span><span class="n">match</span><span class="p">(</span><span class="sa">r</span><span class="s1">&#39;</span><span class="si">%s</span><span class="s1">[0-9]+&#39;</span> <span class="o">%</span> <span class="p">(</span><span class="n">reps</span><span class="p">),</span> <span class="n">e</span><span class="p">)):</span>
-</span><span id="L-715"><a href="#L-715"><span class="linenos">715</span></a>                <span class="n">index</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">e</span><span class="p">[</span><span class="nb">len</span><span class="p">(</span><span class="n">reps</span><span class="p">):])</span>
-</span><span id="L-716"><a href="#L-716"><span class="linenos">716</span></a>                <span class="n">e</span> <span class="o">=</span> <span class="n">ol</span><span class="p">[</span><span class="n">index</span><span class="p">]</span>
-</span><span id="L-717"><a href="#L-717"><span class="linenos">717</span></a>                <span class="n">counter</span> <span class="o">+=</span> <span class="mi">1</span>
-</span><span id="L-718"><a href="#L-718"><span class="linenos">718</span></a>            <span class="n">x</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">e</span><span class="p">)</span>
-</span><span id="L-719"><a href="#L-719"><span class="linenos">719</span></a>        <span class="k">return</span> <span class="n">x</span>
-</span><span id="L-720"><a href="#L-720"><span class="linenos">720</span></a>
-</span><span id="L-721"><a href="#L-721"><span class="linenos">721</span></a>    <span class="n">nd</span> <span class="o">=</span> <span class="n">dict_replace_string</span><span class="p">(</span><span class="n">ind</span><span class="p">)</span>
-</span><span id="L-722"><a href="#L-722"><span class="linenos">722</span></a>
-</span><span id="L-723"><a href="#L-723"><span class="linenos">723</span></a>    <span class="k">if</span> <span class="n">counter</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
-</span><span id="L-724"><a href="#L-724"><span class="linenos">724</span></a>        <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s1">&#39;No placeholder has been replaced! Check if reps is set correctly.&#39;</span><span class="p">)</span>
-</span><span id="L-725"><a href="#L-725"><span class="linenos">725</span></a>
-</span><span id="L-726"><a href="#L-726"><span class="linenos">726</span></a>    <span class="k">return</span> <span class="n">nd</span>
-</span><span id="L-727"><a href="#L-727"><span class="linenos">727</span></a>
-</span><span id="L-728"><a href="#L-728"><span class="linenos">728</span></a>
-</span><span id="L-729"><a href="#L-729"><span class="linenos">729</span></a><span class="k">def</span> <span class="nf">load_json_dict</span><span class="p">(</span><span class="n">fname</span><span class="p">,</span> <span class="n">verbose</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">gz</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">full_output</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">reps</span><span class="o">=</span><span class="s1">&#39;DICTOBS&#39;</span><span class="p">):</span>
-</span><span id="L-730"><a href="#L-730"><span class="linenos">730</span></a>    <span class="sd">&quot;&quot;&quot;Import a dict of Obs or structures containing Obs from a .json(.gz) file.</span>
-</span><span id="L-731"><a href="#L-731"><span class="linenos">731</span></a>
-</span><span id="L-732"><a href="#L-732"><span class="linenos">732</span></a><span class="sd">    The following structures are supported: Obs, list, numpy.ndarray, Corr</span>
-</span><span id="L-733"><a href="#L-733"><span class="linenos">733</span></a>
-</span><span id="L-734"><a href="#L-734"><span class="linenos">734</span></a><span class="sd">    Parameters</span>
-</span><span id="L-735"><a href="#L-735"><span class="linenos">735</span></a><span class="sd">    ----------</span>
-</span><span id="L-736"><a href="#L-736"><span class="linenos">736</span></a><span class="sd">    fname : str</span>
-</span><span id="L-737"><a href="#L-737"><span class="linenos">737</span></a><span class="sd">        Filename of the input file.</span>
-</span><span id="L-738"><a href="#L-738"><span class="linenos">738</span></a><span class="sd">    verbose : bool</span>
-</span><span id="L-739"><a href="#L-739"><span class="linenos">739</span></a><span class="sd">        Print additional information that was written to the file.</span>
-</span><span id="L-740"><a href="#L-740"><span class="linenos">740</span></a><span class="sd">    gz : bool</span>
-</span><span id="L-741"><a href="#L-741"><span class="linenos">741</span></a><span class="sd">        If True, assumes that data is gzipped. If False, assumes JSON file.</span>
-</span><span id="L-742"><a href="#L-742"><span class="linenos">742</span></a><span class="sd">    full_output : bool</span>
-</span><span id="L-743"><a href="#L-743"><span class="linenos">743</span></a><span class="sd">        If True, a dict containing auxiliary information and the data is returned.</span>
-</span><span id="L-744"><a href="#L-744"><span class="linenos">744</span></a><span class="sd">        If False, only the data is returned.</span>
-</span><span id="L-745"><a href="#L-745"><span class="linenos">745</span></a><span class="sd">    reps : str</span>
-</span><span id="L-746"><a href="#L-746"><span class="linenos">746</span></a><span class="sd">        Specify the structure of the placeholder in imported dict to be reps[0-9]+.</span>
-</span><span id="L-747"><a href="#L-747"><span class="linenos">747</span></a><span class="sd">    &quot;&quot;&quot;</span>
-</span><span id="L-748"><a href="#L-748"><span class="linenos">748</span></a>    <span class="n">indata</span> <span class="o">=</span> <span class="n">load_json</span><span class="p">(</span><span class="n">fname</span><span class="p">,</span> <span class="n">verbose</span><span class="o">=</span><span class="n">verbose</span><span class="p">,</span> <span class="n">gz</span><span class="o">=</span><span class="n">gz</span><span class="p">,</span> <span class="n">full_output</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
-</span><span id="L-749"><a href="#L-749"><span class="linenos">749</span></a>    <span class="n">description</span> <span class="o">=</span> <span class="n">indata</span><span class="p">[</span><span class="s1">&#39;description&#39;</span><span class="p">][</span><span class="s1">&#39;description&#39;</span><span class="p">]</span>
-</span><span id="L-750"><a href="#L-750"><span class="linenos">750</span></a>    <span class="n">indict</span> <span class="o">=</span> <span class="n">indata</span><span class="p">[</span><span class="s1">&#39;description&#39;</span><span class="p">][</span><span class="s1">&#39;OBSDICT&#39;</span><span class="p">]</span>
-</span><span id="L-751"><a href="#L-751"><span class="linenos">751</span></a>    <span class="n">ol</span> <span class="o">=</span> <span class="n">indata</span><span class="p">[</span><span class="s1">&#39;obsdata&#39;</span><span class="p">]</span>
-</span><span id="L-752"><a href="#L-752"><span class="linenos">752</span></a>    <span class="n">od</span> <span class="o">=</span> <span class="n">_od_from_list_and_dict</span><span class="p">(</span><span class="n">ol</span><span class="p">,</span> <span class="n">indict</span><span class="p">,</span> <span class="n">reps</span><span class="o">=</span><span class="n">reps</span><span class="p">)</span>
-</span><span id="L-753"><a href="#L-753"><span class="linenos">753</span></a>
-</span><span id="L-754"><a href="#L-754"><span class="linenos">754</span></a>    <span class="k">if</span> <span class="n">full_output</span><span class="p">:</span>
-</span><span id="L-755"><a href="#L-755"><span class="linenos">755</span></a>        <span class="n">indata</span><span class="p">[</span><span class="s1">&#39;description&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">description</span>
-</span><span id="L-756"><a href="#L-756"><span class="linenos">756</span></a>        <span class="n">indata</span><span class="p">[</span><span class="s1">&#39;obsdata&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">od</span>
-</span><span id="L-757"><a href="#L-757"><span class="linenos">757</span></a>        <span class="k">return</span> <span class="n">indata</span>
-</span><span id="L-758"><a href="#L-758"><span class="linenos">758</span></a>    <span class="k">else</span><span class="p">:</span>
-</span><span id="L-759"><a href="#L-759"><span class="linenos">759</span></a>        <span class="k">return</span> <span class="n">od</span>
+</span><span id="L-684"><a href="#L-684"><span class="linenos">684</span></a>    <span class="n">indata</span> <span class="o">=</span> <span class="n">load_json</span><span class="p">(</span><span class="n">fname</span><span class="p">,</span> <span class="n">verbose</span><span class="o">=</span><span class="n">verbose</span><span class="p">,</span> <span class="n">gz</span><span class="o">=</span><span class="n">gz</span><span class="p">,</span> <span class="n">full_output</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+</span><span id="L-685"><a href="#L-685"><span class="linenos">685</span></a>    <span class="n">description</span> <span class="o">=</span> <span class="n">indata</span><span class="p">[</span><span class="s1">&#39;description&#39;</span><span class="p">][</span><span class="s1">&#39;description&#39;</span><span class="p">]</span>
+</span><span id="L-686"><a href="#L-686"><span class="linenos">686</span></a>    <span class="n">indict</span> <span class="o">=</span> <span class="n">indata</span><span class="p">[</span><span class="s1">&#39;description&#39;</span><span class="p">][</span><span class="s1">&#39;OBSDICT&#39;</span><span class="p">]</span>
+</span><span id="L-687"><a href="#L-687"><span class="linenos">687</span></a>    <span class="n">ol</span> <span class="o">=</span> <span class="n">indata</span><span class="p">[</span><span class="s1">&#39;obsdata&#39;</span><span class="p">]</span>
+</span><span id="L-688"><a href="#L-688"><span class="linenos">688</span></a>    <span class="n">od</span> <span class="o">=</span> <span class="n">_od_from_list_and_dict</span><span class="p">(</span><span class="n">ol</span><span class="p">,</span> <span class="n">indict</span><span class="p">,</span> <span class="n">reps</span><span class="o">=</span><span class="n">reps</span><span class="p">)</span>
+</span><span id="L-689"><a href="#L-689"><span class="linenos">689</span></a>
+</span><span id="L-690"><a href="#L-690"><span class="linenos">690</span></a>    <span class="k">if</span> <span class="n">full_output</span><span class="p">:</span>
+</span><span id="L-691"><a href="#L-691"><span class="linenos">691</span></a>        <span class="n">indata</span><span class="p">[</span><span class="s1">&#39;description&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">description</span>
+</span><span id="L-692"><a href="#L-692"><span class="linenos">692</span></a>        <span class="n">indata</span><span class="p">[</span><span class="s1">&#39;obsdata&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">od</span>
+</span><span id="L-693"><a href="#L-693"><span class="linenos">693</span></a>        <span class="k">return</span> <span class="n">indata</span>
+</span><span id="L-694"><a href="#L-694"><span class="linenos">694</span></a>    <span class="k">else</span><span class="p">:</span>
+</span><span id="L-695"><a href="#L-695"><span class="linenos">695</span></a>        <span class="k">return</span> <span class="n">od</span>
 </span></pre></div>
 
         </details>
@@ -859,243 +795,180 @@
 
             <details>
             <summary>View Source</summary>
-            <div class="pdoc-code codehilite"><pre><span></span><span id="create_json_string-18"><a href="#create_json_string-18"><span class="linenos"> 18</span></a><span class="k">def</span> <span class="nf">create_json_string</span><span class="p">(</span><span class="n">ol</span><span class="p">,</span> <span class="n">description</span><span class="o">=</span><span class="s1">&#39;&#39;</span><span class="p">,</span> <span class="n">indent</span><span class="o">=</span><span class="mi">1</span><span class="p">):</span>
-</span><span id="create_json_string-19"><a href="#create_json_string-19"><span class="linenos"> 19</span></a>    <span class="sd">&quot;&quot;&quot;Generate the string for the export of a list of Obs or structures containing Obs</span>
-</span><span id="create_json_string-20"><a href="#create_json_string-20"><span class="linenos"> 20</span></a><span class="sd">    to a .json(.gz) file</span>
-</span><span id="create_json_string-21"><a href="#create_json_string-21"><span class="linenos"> 21</span></a>
-</span><span id="create_json_string-22"><a href="#create_json_string-22"><span class="linenos"> 22</span></a><span class="sd">    Parameters</span>
-</span><span id="create_json_string-23"><a href="#create_json_string-23"><span class="linenos"> 23</span></a><span class="sd">    ----------</span>
-</span><span id="create_json_string-24"><a href="#create_json_string-24"><span class="linenos"> 24</span></a><span class="sd">    ol : list</span>
-</span><span id="create_json_string-25"><a href="#create_json_string-25"><span class="linenos"> 25</span></a><span class="sd">        List of objects that will be exported. At the moment, these objects can be</span>
-</span><span id="create_json_string-26"><a href="#create_json_string-26"><span class="linenos"> 26</span></a><span class="sd">        either of: Obs, list, numpy.ndarray, Corr.</span>
-</span><span id="create_json_string-27"><a href="#create_json_string-27"><span class="linenos"> 27</span></a><span class="sd">        All Obs inside a structure have to be defined on the same set of configurations.</span>
-</span><span id="create_json_string-28"><a href="#create_json_string-28"><span class="linenos"> 28</span></a><span class="sd">    description : str</span>
-</span><span id="create_json_string-29"><a href="#create_json_string-29"><span class="linenos"> 29</span></a><span class="sd">        Optional string that describes the contents of the json file.</span>
-</span><span id="create_json_string-30"><a href="#create_json_string-30"><span class="linenos"> 30</span></a><span class="sd">    indent : int</span>
-</span><span id="create_json_string-31"><a href="#create_json_string-31"><span class="linenos"> 31</span></a><span class="sd">        Specify the indentation level of the json file. None or 0 is permissible and</span>
-</span><span id="create_json_string-32"><a href="#create_json_string-32"><span class="linenos"> 32</span></a><span class="sd">        saves disk space.</span>
-</span><span id="create_json_string-33"><a href="#create_json_string-33"><span class="linenos"> 33</span></a><span class="sd">    &quot;&quot;&quot;</span>
-</span><span id="create_json_string-34"><a href="#create_json_string-34"><span class="linenos"> 34</span></a>
-</span><span id="create_json_string-35"><a href="#create_json_string-35"><span class="linenos"> 35</span></a>    <span class="k">def</span> <span class="nf">_default</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">obj</span><span class="p">):</span>
-</span><span id="create_json_string-36"><a href="#create_json_string-36"><span class="linenos"> 36</span></a>        <span class="k">return</span> <span class="nb">str</span><span class="p">(</span><span class="n">obj</span><span class="p">)</span>
-</span><span id="create_json_string-37"><a href="#create_json_string-37"><span class="linenos"> 37</span></a>    <span class="n">my_encoder</span> <span class="o">=</span> <span class="n">json</span><span class="o">.</span><span class="n">JSONEncoder</span>
-</span><span id="create_json_string-38"><a href="#create_json_string-38"><span class="linenos"> 38</span></a>    <span class="n">_default</span><span class="o">.</span><span class="n">default</span> <span class="o">=</span> <span class="n">json</span><span class="o">.</span><span class="n">JSONEncoder</span><span class="p">()</span><span class="o">.</span><span class="n">default</span>
-</span><span id="create_json_string-39"><a href="#create_json_string-39"><span class="linenos"> 39</span></a>    <span class="n">my_encoder</span><span class="o">.</span><span class="n">default</span> <span class="o">=</span> <span class="n">_default</span>
-</span><span id="create_json_string-40"><a href="#create_json_string-40"><span class="linenos"> 40</span></a>
-</span><span id="create_json_string-41"><a href="#create_json_string-41"><span class="linenos"> 41</span></a>    <span class="k">class</span> <span class="nc">Deltalist</span><span class="p">:</span>
-</span><span id="create_json_string-42"><a href="#create_json_string-42"><span class="linenos"> 42</span></a>        <span class="vm">__slots__</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;cnfg&#39;</span><span class="p">,</span> <span class="s1">&#39;deltas&#39;</span><span class="p">]</span>
-</span><span id="create_json_string-43"><a href="#create_json_string-43"><span class="linenos"> 43</span></a>
-</span><span id="create_json_string-44"><a href="#create_json_string-44"><span class="linenos"> 44</span></a>        <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">li</span><span class="p">):</span>
-</span><span id="create_json_string-45"><a href="#create_json_string-45"><span class="linenos"> 45</span></a>            <span class="bp">self</span><span class="o">.</span><span class="n">cnfg</span> <span class="o">=</span> <span class="n">li</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
-</span><span id="create_json_string-46"><a href="#create_json_string-46"><span class="linenos"> 46</span></a>            <span class="bp">self</span><span class="o">.</span><span class="n">deltas</span> <span class="o">=</span> <span class="n">li</span><span class="p">[</span><span class="mi">1</span><span class="p">:]</span>
-</span><span id="create_json_string-47"><a href="#create_json_string-47"><span class="linenos"> 47</span></a>
-</span><span id="create_json_string-48"><a href="#create_json_string-48"><span class="linenos"> 48</span></a>        <span class="k">def</span> <span class="fm">__repr__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
-</span><span id="create_json_string-49"><a href="#create_json_string-49"><span class="linenos"> 49</span></a>            <span class="n">s</span> <span class="o">=</span> <span class="s1">&#39;[</span><span class="si">%d</span><span class="s1">&#39;</span> <span class="o">%</span> <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">cnfg</span><span class="p">)</span>
-</span><span id="create_json_string-50"><a href="#create_json_string-50"><span class="linenos"> 50</span></a>            <span class="k">for</span> <span class="n">d</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">deltas</span><span class="p">:</span>
-</span><span id="create_json_string-51"><a href="#create_json_string-51"><span class="linenos"> 51</span></a>                <span class="n">s</span> <span class="o">+=</span> <span class="s1">&#39;, </span><span class="si">%1.15e</span><span class="s1">&#39;</span> <span class="o">%</span> <span class="p">(</span><span class="n">d</span><span class="p">)</span>
-</span><span id="create_json_string-52"><a href="#create_json_string-52"><span class="linenos"> 52</span></a>            <span class="n">s</span> <span class="o">+=</span> <span class="s1">&#39;]&#39;</span>
-</span><span id="create_json_string-53"><a href="#create_json_string-53"><span class="linenos"> 53</span></a>            <span class="k">return</span> <span class="n">s</span>
-</span><span id="create_json_string-54"><a href="#create_json_string-54"><span class="linenos"> 54</span></a>
-</span><span id="create_json_string-55"><a href="#create_json_string-55"><span class="linenos"> 55</span></a>        <span class="k">def</span> <span class="fm">__str__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
-</span><span id="create_json_string-56"><a href="#create_json_string-56"><span class="linenos"> 56</span></a>            <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="fm">__repr__</span><span class="p">()</span>
-</span><span id="create_json_string-57"><a href="#create_json_string-57"><span class="linenos"> 57</span></a>
-</span><span id="create_json_string-58"><a href="#create_json_string-58"><span class="linenos"> 58</span></a>    <span class="k">class</span> <span class="nc">Floatlist</span><span class="p">:</span>
-</span><span id="create_json_string-59"><a href="#create_json_string-59"><span class="linenos"> 59</span></a>        <span class="vm">__slots__</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;li&#39;</span><span class="p">]</span>
-</span><span id="create_json_string-60"><a href="#create_json_string-60"><span class="linenos"> 60</span></a>
-</span><span id="create_json_string-61"><a href="#create_json_string-61"><span class="linenos"> 61</span></a>        <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">li</span><span class="p">):</span>
-</span><span id="create_json_string-62"><a href="#create_json_string-62"><span class="linenos"> 62</span></a>            <span class="bp">self</span><span class="o">.</span><span class="n">li</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">li</span><span class="p">)</span>
-</span><span id="create_json_string-63"><a href="#create_json_string-63"><span class="linenos"> 63</span></a>
-</span><span id="create_json_string-64"><a href="#create_json_string-64"><span class="linenos"> 64</span></a>        <span class="k">def</span> <span class="fm">__repr__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
-</span><span id="create_json_string-65"><a href="#create_json_string-65"><span class="linenos"> 65</span></a>            <span class="n">s</span> <span class="o">=</span> <span class="s1">&#39;[&#39;</span>
-</span><span id="create_json_string-66"><a href="#create_json_string-66"><span class="linenos"> 66</span></a>            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">li</span><span class="p">)):</span>
-</span><span id="create_json_string-67"><a href="#create_json_string-67"><span class="linenos"> 67</span></a>                <span class="k">if</span> <span class="n">i</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
-</span><span id="create_json_string-68"><a href="#create_json_string-68"><span class="linenos"> 68</span></a>                    <span class="n">s</span> <span class="o">+=</span> <span class="s1">&#39;, &#39;</span>
-</span><span id="create_json_string-69"><a href="#create_json_string-69"><span class="linenos"> 69</span></a>                <span class="n">s</span> <span class="o">+=</span> <span class="s1">&#39;</span><span class="si">%1.15e</span><span class="s1">&#39;</span> <span class="o">%</span> <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">li</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
-</span><span id="create_json_string-70"><a href="#create_json_string-70"><span class="linenos"> 70</span></a>            <span class="n">s</span> <span class="o">+=</span> <span class="s1">&#39;]&#39;</span>
-</span><span id="create_json_string-71"><a href="#create_json_string-71"><span class="linenos"> 71</span></a>            <span class="k">return</span> <span class="n">s</span>
-</span><span id="create_json_string-72"><a href="#create_json_string-72"><span class="linenos"> 72</span></a>
-</span><span id="create_json_string-73"><a href="#create_json_string-73"><span class="linenos"> 73</span></a>        <span class="k">def</span> <span class="fm">__str__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
-</span><span id="create_json_string-74"><a href="#create_json_string-74"><span class="linenos"> 74</span></a>            <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="fm">__repr__</span><span class="p">()</span>
-</span><span id="create_json_string-75"><a href="#create_json_string-75"><span class="linenos"> 75</span></a>
-</span><span id="create_json_string-76"><a href="#create_json_string-76"><span class="linenos"> 76</span></a>    <span class="k">def</span> <span class="nf">_gen_data_d_from_list</span><span class="p">(</span><span class="n">ol</span><span class="p">):</span>
-</span><span id="create_json_string-77"><a href="#create_json_string-77"><span class="linenos"> 77</span></a>        <span class="n">dl</span> <span class="o">=</span> <span class="p">[]</span>
-</span><span id="create_json_string-78"><a href="#create_json_string-78"><span class="linenos"> 78</span></a>        <span class="k">for</span> <span class="n">name</span> <span class="ow">in</span> <span class="n">ol</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">mc_names</span><span class="p">:</span>
-</span><span id="create_json_string-79"><a href="#create_json_string-79"><span class="linenos"> 79</span></a>            <span class="n">ed</span> <span class="o">=</span> <span class="p">{}</span>
-</span><span id="create_json_string-80"><a href="#create_json_string-80"><span class="linenos"> 80</span></a>            <span class="n">ed</span><span class="p">[</span><span class="s1">&#39;id&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">name</span>
-</span><span id="create_json_string-81"><a href="#create_json_string-81"><span class="linenos"> 81</span></a>            <span class="n">ed</span><span class="p">[</span><span class="s1">&#39;replica&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="p">[]</span>
-</span><span id="create_json_string-82"><a href="#create_json_string-82"><span class="linenos"> 82</span></a>            <span class="k">for</span> <span class="n">r_name</span> <span class="ow">in</span> <span class="n">ol</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">e_content</span><span class="p">[</span><span class="n">name</span><span class="p">]:</span>
-</span><span id="create_json_string-83"><a href="#create_json_string-83"><span class="linenos"> 83</span></a>                <span class="n">rd</span> <span class="o">=</span> <span class="p">{}</span>
-</span><span id="create_json_string-84"><a href="#create_json_string-84"><span class="linenos"> 84</span></a>                <span class="n">rd</span><span class="p">[</span><span class="s1">&#39;name&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">r_name</span>
-</span><span id="create_json_string-85"><a href="#create_json_string-85"><span class="linenos"> 85</span></a>                <span class="k">if</span> <span class="n">ol</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">is_merged</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">r_name</span><span class="p">,</span> <span class="kc">False</span><span class="p">):</span>
-</span><span id="create_json_string-86"><a href="#create_json_string-86"><span class="linenos"> 86</span></a>                    <span class="n">rd</span><span class="p">[</span><span class="s1">&#39;is_merged&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="kc">True</span>
-</span><span id="create_json_string-87"><a href="#create_json_string-87"><span class="linenos"> 87</span></a>                <span class="n">rd</span><span class="p">[</span><span class="s1">&#39;deltas&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="p">[]</span>
-</span><span id="create_json_string-88"><a href="#create_json_string-88"><span class="linenos"> 88</span></a>                <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">ol</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">idl</span><span class="p">[</span><span class="n">r_name</span><span class="p">])):</span>
-</span><span id="create_json_string-89"><a href="#create_json_string-89"><span class="linenos"> 89</span></a>                    <span class="n">rd</span><span class="p">[</span><span class="s1">&#39;deltas&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">ol</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">idl</span><span class="p">[</span><span class="n">r_name</span><span class="p">][</span><span class="n">i</span><span class="p">]])</span>
-</span><span id="create_json_string-90"><a href="#create_json_string-90"><span class="linenos"> 90</span></a>                    <span class="k">for</span> <span class="n">o</span> <span class="ow">in</span> <span class="n">ol</span><span class="p">:</span>
-</span><span id="create_json_string-91"><a href="#create_json_string-91"><span class="linenos"> 91</span></a>                        <span class="n">rd</span><span class="p">[</span><span class="s1">&#39;deltas&#39;</span><span class="p">][</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">o</span><span class="o">.</span><span class="n">deltas</span><span class="p">[</span><span class="n">r_name</span><span class="p">][</span><span class="n">i</span><span class="p">])</span>
-</span><span id="create_json_string-92"><a href="#create_json_string-92"><span class="linenos"> 92</span></a>                    <span class="n">rd</span><span class="p">[</span><span class="s1">&#39;deltas&#39;</span><span class="p">][</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span> <span class="o">=</span> <span class="n">Deltalist</span><span class="p">(</span><span class="n">rd</span><span class="p">[</span><span class="s1">&#39;deltas&#39;</span><span class="p">][</span><span class="o">-</span><span class="mi">1</span><span class="p">])</span>
-</span><span id="create_json_string-93"><a href="#create_json_string-93"><span class="linenos"> 93</span></a>                <span class="n">ed</span><span class="p">[</span><span class="s1">&#39;replica&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">rd</span><span class="p">)</span>
-</span><span id="create_json_string-94"><a href="#create_json_string-94"><span class="linenos"> 94</span></a>            <span class="n">dl</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">ed</span><span class="p">)</span>
-</span><span id="create_json_string-95"><a href="#create_json_string-95"><span class="linenos"> 95</span></a>        <span class="k">return</span> <span class="n">dl</span>
-</span><span id="create_json_string-96"><a href="#create_json_string-96"><span class="linenos"> 96</span></a>
-</span><span id="create_json_string-97"><a href="#create_json_string-97"><span class="linenos"> 97</span></a>    <span class="k">def</span> <span class="nf">_gen_cdata_d_from_list</span><span class="p">(</span><span class="n">ol</span><span class="p">):</span>
-</span><span id="create_json_string-98"><a href="#create_json_string-98"><span class="linenos"> 98</span></a>        <span class="n">dl</span> <span class="o">=</span> <span class="p">[]</span>
-</span><span id="create_json_string-99"><a href="#create_json_string-99"><span class="linenos"> 99</span></a>        <span class="k">for</span> <span class="n">name</span> <span class="ow">in</span> <span class="n">ol</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">cov_names</span><span class="p">:</span>
-</span><span id="create_json_string-100"><a href="#create_json_string-100"><span class="linenos">100</span></a>            <span class="n">ed</span> <span class="o">=</span> <span class="p">{}</span>
-</span><span id="create_json_string-101"><a href="#create_json_string-101"><span class="linenos">101</span></a>            <span class="n">ed</span><span class="p">[</span><span class="s1">&#39;id&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">name</span>
-</span><span id="create_json_string-102"><a href="#create_json_string-102"><span class="linenos">102</span></a>            <span class="n">ed</span><span class="p">[</span><span class="s1">&#39;layout&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="nb">str</span><span class="p">(</span><span class="n">ol</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">covobs</span><span class="p">[</span><span class="n">name</span><span class="p">]</span><span class="o">.</span><span class="n">cov</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span><span class="o">.</span><span class="n">lstrip</span><span class="p">(</span><span class="s1">&#39;(&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">rstrip</span><span class="p">(</span><span class="s1">&#39;)&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">rstrip</span><span class="p">(</span><span class="s1">&#39;,&#39;</span><span class="p">)</span>
-</span><span id="create_json_string-103"><a href="#create_json_string-103"><span class="linenos">103</span></a>            <span class="n">ed</span><span class="p">[</span><span class="s1">&#39;cov&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">Floatlist</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">ravel</span><span class="p">(</span><span class="n">ol</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">covobs</span><span class="p">[</span><span class="n">name</span><span class="p">]</span><span class="o">.</span><span class="n">cov</span><span class="p">))</span>
-</span><span id="create_json_string-104"><a href="#create_json_string-104"><span class="linenos">104</span></a>            <span class="n">ncov</span> <span class="o">=</span> <span class="n">ol</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">covobs</span><span class="p">[</span><span class="n">name</span><span class="p">]</span><span class="o">.</span><span class="n">cov</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
-</span><span id="create_json_string-105"><a href="#create_json_string-105"><span class="linenos">105</span></a>            <span class="n">ed</span><span class="p">[</span><span class="s1">&#39;grad&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="p">[]</span>
-</span><span id="create_json_string-106"><a href="#create_json_string-106"><span class="linenos">106</span></a>            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">ncov</span><span class="p">):</span>
-</span><span id="create_json_string-107"><a href="#create_json_string-107"><span class="linenos">107</span></a>                <span class="n">ed</span><span class="p">[</span><span class="s1">&#39;grad&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">([])</span>
-</span><span id="create_json_string-108"><a href="#create_json_string-108"><span class="linenos">108</span></a>                <span class="k">for</span> <span class="n">o</span> <span class="ow">in</span> <span class="n">ol</span><span class="p">:</span>
-</span><span id="create_json_string-109"><a href="#create_json_string-109"><span class="linenos">109</span></a>                    <span class="n">ed</span><span class="p">[</span><span class="s1">&#39;grad&#39;</span><span class="p">][</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">o</span><span class="o">.</span><span class="n">covobs</span><span class="p">[</span><span class="n">name</span><span class="p">]</span><span class="o">.</span><span class="n">grad</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">0</span><span class="p">])</span>
-</span><span id="create_json_string-110"><a href="#create_json_string-110"><span class="linenos">110</span></a>                <span class="n">ed</span><span class="p">[</span><span class="s1">&#39;grad&#39;</span><span class="p">][</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span> <span class="o">=</span> <span class="n">Floatlist</span><span class="p">(</span><span class="n">ed</span><span class="p">[</span><span class="s1">&#39;grad&#39;</span><span class="p">][</span><span class="o">-</span><span class="mi">1</span><span class="p">])</span>
-</span><span id="create_json_string-111"><a href="#create_json_string-111"><span class="linenos">111</span></a>            <span class="n">dl</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">ed</span><span class="p">)</span>
-</span><span id="create_json_string-112"><a href="#create_json_string-112"><span class="linenos">112</span></a>        <span class="k">return</span> <span class="n">dl</span>
-</span><span id="create_json_string-113"><a href="#create_json_string-113"><span class="linenos">113</span></a>
-</span><span id="create_json_string-114"><a href="#create_json_string-114"><span class="linenos">114</span></a>    <span class="k">def</span> <span class="nf">write_Obs_to_dict</span><span class="p">(</span><span class="n">o</span><span class="p">):</span>
-</span><span id="create_json_string-115"><a href="#create_json_string-115"><span class="linenos">115</span></a>        <span class="n">d</span> <span class="o">=</span> <span class="p">{}</span>
-</span><span id="create_json_string-116"><a href="#create_json_string-116"><span class="linenos">116</span></a>        <span class="n">d</span><span class="p">[</span><span class="s1">&#39;type&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="s1">&#39;Obs&#39;</span>
-</span><span id="create_json_string-117"><a href="#create_json_string-117"><span class="linenos">117</span></a>        <span class="n">d</span><span class="p">[</span><span class="s1">&#39;layout&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="s1">&#39;1&#39;</span>
-</span><span id="create_json_string-118"><a href="#create_json_string-118"><span class="linenos">118</span></a>        <span class="k">if</span> <span class="n">o</span><span class="o">.</span><span class="n">tag</span><span class="p">:</span>
-</span><span id="create_json_string-119"><a href="#create_json_string-119"><span class="linenos">119</span></a>            <span class="n">d</span><span class="p">[</span><span class="s1">&#39;tag&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="n">o</span><span class="o">.</span><span class="n">tag</span><span class="p">]</span>
-</span><span id="create_json_string-120"><a href="#create_json_string-120"><span class="linenos">120</span></a>        <span class="k">if</span> <span class="n">o</span><span class="o">.</span><span class="n">reweighted</span><span class="p">:</span>
-</span><span id="create_json_string-121"><a href="#create_json_string-121"><span class="linenos">121</span></a>            <span class="n">d</span><span class="p">[</span><span class="s1">&#39;reweighted&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">o</span><span class="o">.</span><span class="n">reweighted</span>
-</span><span id="create_json_string-122"><a href="#create_json_string-122"><span class="linenos">122</span></a>        <span class="n">d</span><span class="p">[</span><span class="s1">&#39;value&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="n">o</span><span class="o">.</span><span class="n">value</span><span class="p">]</span>
-</span><span id="create_json_string-123"><a href="#create_json_string-123"><span class="linenos">123</span></a>        <span class="n">data</span> <span class="o">=</span> <span class="n">_gen_data_d_from_list</span><span class="p">([</span><span class="n">o</span><span class="p">])</span>
-</span><span id="create_json_string-124"><a href="#create_json_string-124"><span class="linenos">124</span></a>        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">data</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
-</span><span id="create_json_string-125"><a href="#create_json_string-125"><span class="linenos">125</span></a>            <span class="n">d</span><span class="p">[</span><span class="s1">&#39;data&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">data</span>
-</span><span id="create_json_string-126"><a href="#create_json_string-126"><span class="linenos">126</span></a>        <span class="n">cdata</span> <span class="o">=</span> <span class="n">_gen_cdata_d_from_list</span><span class="p">([</span><span class="n">o</span><span class="p">])</span>
-</span><span id="create_json_string-127"><a href="#create_json_string-127"><span class="linenos">127</span></a>        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">cdata</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
-</span><span id="create_json_string-128"><a href="#create_json_string-128"><span class="linenos">128</span></a>            <span class="n">d</span><span class="p">[</span><span class="s1">&#39;cdata&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">cdata</span>
-</span><span id="create_json_string-129"><a href="#create_json_string-129"><span class="linenos">129</span></a>        <span class="k">return</span> <span class="n">d</span>
-</span><span id="create_json_string-130"><a href="#create_json_string-130"><span class="linenos">130</span></a>
-</span><span id="create_json_string-131"><a href="#create_json_string-131"><span class="linenos">131</span></a>    <span class="k">def</span> <span class="nf">write_List_to_dict</span><span class="p">(</span><span class="n">ol</span><span class="p">):</span>
-</span><span id="create_json_string-132"><a href="#create_json_string-132"><span class="linenos">132</span></a>        <span class="n">_assert_equal_properties</span><span class="p">(</span><span class="n">ol</span><span class="p">)</span>
-</span><span id="create_json_string-133"><a href="#create_json_string-133"><span class="linenos">133</span></a>        <span class="n">d</span> <span class="o">=</span> <span class="p">{}</span>
-</span><span id="create_json_string-134"><a href="#create_json_string-134"><span class="linenos">134</span></a>        <span class="n">d</span><span class="p">[</span><span class="s1">&#39;type&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="s1">&#39;List&#39;</span>
-</span><span id="create_json_string-135"><a href="#create_json_string-135"><span class="linenos">135</span></a>        <span class="n">d</span><span class="p">[</span><span class="s1">&#39;layout&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="s1">&#39;</span><span class="si">%d</span><span class="s1">&#39;</span> <span class="o">%</span> <span class="nb">len</span><span class="p">(</span><span class="n">ol</span><span class="p">)</span>
-</span><span id="create_json_string-136"><a href="#create_json_string-136"><span class="linenos">136</span></a>        <span class="n">taglist</span> <span class="o">=</span> <span class="p">[</span><span class="n">o</span><span class="o">.</span><span class="n">tag</span> <span class="k">for</span> <span class="n">o</span> <span class="ow">in</span> <span class="n">ol</span><span class="p">]</span>
-</span><span id="create_json_string-137"><a href="#create_json_string-137"><span class="linenos">137</span></a>        <span class="k">if</span> <span class="n">np</span><span class="o">.</span><span class="n">any</span><span class="p">([</span><span class="n">tag</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span> <span class="k">for</span> <span class="n">tag</span> <span class="ow">in</span> <span class="n">taglist</span><span class="p">]):</span>
-</span><span id="create_json_string-138"><a href="#create_json_string-138"><span class="linenos">138</span></a>            <span class="n">d</span><span class="p">[</span><span class="s1">&#39;tag&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">taglist</span>
-</span><span id="create_json_string-139"><a href="#create_json_string-139"><span class="linenos">139</span></a>        <span class="k">if</span> <span class="n">ol</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">reweighted</span><span class="p">:</span>
-</span><span id="create_json_string-140"><a href="#create_json_string-140"><span class="linenos">140</span></a>            <span class="n">d</span><span class="p">[</span><span class="s1">&#39;reweighted&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">ol</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">reweighted</span>
-</span><span id="create_json_string-141"><a href="#create_json_string-141"><span class="linenos">141</span></a>        <span class="n">d</span><span class="p">[</span><span class="s1">&#39;value&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="n">o</span><span class="o">.</span><span class="n">value</span> <span class="k">for</span> <span class="n">o</span> <span class="ow">in</span> <span class="n">ol</span><span class="p">]</span>
-</span><span id="create_json_string-142"><a href="#create_json_string-142"><span class="linenos">142</span></a>        <span class="n">data</span> <span class="o">=</span> <span class="n">_gen_data_d_from_list</span><span class="p">(</span><span class="n">ol</span><span class="p">)</span>
-</span><span id="create_json_string-143"><a href="#create_json_string-143"><span class="linenos">143</span></a>        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">data</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
-</span><span id="create_json_string-144"><a href="#create_json_string-144"><span class="linenos">144</span></a>            <span class="n">d</span><span class="p">[</span><span class="s1">&#39;data&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">data</span>
-</span><span id="create_json_string-145"><a href="#create_json_string-145"><span class="linenos">145</span></a>        <span class="n">cdata</span> <span class="o">=</span> <span class="n">_gen_cdata_d_from_list</span><span class="p">(</span><span class="n">ol</span><span class="p">)</span>
-</span><span id="create_json_string-146"><a href="#create_json_string-146"><span class="linenos">146</span></a>        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">cdata</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
-</span><span id="create_json_string-147"><a href="#create_json_string-147"><span class="linenos">147</span></a>            <span class="n">d</span><span class="p">[</span><span class="s1">&#39;cdata&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">cdata</span>
-</span><span id="create_json_string-148"><a href="#create_json_string-148"><span class="linenos">148</span></a>        <span class="k">return</span> <span class="n">d</span>
-</span><span id="create_json_string-149"><a href="#create_json_string-149"><span class="linenos">149</span></a>
-</span><span id="create_json_string-150"><a href="#create_json_string-150"><span class="linenos">150</span></a>    <span class="k">def</span> <span class="nf">write_Array_to_dict</span><span class="p">(</span><span class="n">oa</span><span class="p">):</span>
-</span><span id="create_json_string-151"><a href="#create_json_string-151"><span class="linenos">151</span></a>        <span class="n">ol</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">ravel</span><span class="p">(</span><span class="n">oa</span><span class="p">)</span>
-</span><span id="create_json_string-152"><a href="#create_json_string-152"><span class="linenos">152</span></a>        <span class="n">_assert_equal_properties</span><span class="p">(</span><span class="n">ol</span><span class="p">)</span>
-</span><span id="create_json_string-153"><a href="#create_json_string-153"><span class="linenos">153</span></a>        <span class="n">d</span> <span class="o">=</span> <span class="p">{}</span>
-</span><span id="create_json_string-154"><a href="#create_json_string-154"><span class="linenos">154</span></a>        <span class="n">d</span><span class="p">[</span><span class="s1">&#39;type&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="s1">&#39;Array&#39;</span>
-</span><span id="create_json_string-155"><a href="#create_json_string-155"><span class="linenos">155</span></a>        <span class="n">d</span><span class="p">[</span><span class="s1">&#39;layout&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="nb">str</span><span class="p">(</span><span class="n">oa</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span><span class="o">.</span><span class="n">lstrip</span><span class="p">(</span><span class="s1">&#39;(&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">rstrip</span><span class="p">(</span><span class="s1">&#39;)&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">rstrip</span><span class="p">(</span><span class="s1">&#39;,&#39;</span><span class="p">)</span>
-</span><span id="create_json_string-156"><a href="#create_json_string-156"><span class="linenos">156</span></a>        <span class="n">taglist</span> <span class="o">=</span> <span class="p">[</span><span class="n">o</span><span class="o">.</span><span class="n">tag</span> <span class="k">for</span> <span class="n">o</span> <span class="ow">in</span> <span class="n">ol</span><span class="p">]</span>
-</span><span id="create_json_string-157"><a href="#create_json_string-157"><span class="linenos">157</span></a>        <span class="k">if</span> <span class="n">np</span><span class="o">.</span><span class="n">any</span><span class="p">([</span><span class="n">tag</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span> <span class="k">for</span> <span class="n">tag</span> <span class="ow">in</span> <span class="n">taglist</span><span class="p">]):</span>
-</span><span id="create_json_string-158"><a href="#create_json_string-158"><span class="linenos">158</span></a>            <span class="n">d</span><span class="p">[</span><span class="s1">&#39;tag&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">taglist</span>
-</span><span id="create_json_string-159"><a href="#create_json_string-159"><span class="linenos">159</span></a>        <span class="k">if</span> <span class="n">ol</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">reweighted</span><span class="p">:</span>
-</span><span id="create_json_string-160"><a href="#create_json_string-160"><span class="linenos">160</span></a>            <span class="n">d</span><span class="p">[</span><span class="s1">&#39;reweighted&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">ol</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">reweighted</span>
-</span><span id="create_json_string-161"><a href="#create_json_string-161"><span class="linenos">161</span></a>        <span class="n">d</span><span class="p">[</span><span class="s1">&#39;value&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="n">o</span><span class="o">.</span><span class="n">value</span> <span class="k">for</span> <span class="n">o</span> <span class="ow">in</span> <span class="n">ol</span><span class="p">]</span>
-</span><span id="create_json_string-162"><a href="#create_json_string-162"><span class="linenos">162</span></a>        <span class="n">data</span> <span class="o">=</span> <span class="n">_gen_data_d_from_list</span><span class="p">(</span><span class="n">ol</span><span class="p">)</span>
-</span><span id="create_json_string-163"><a href="#create_json_string-163"><span class="linenos">163</span></a>        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">data</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
-</span><span id="create_json_string-164"><a href="#create_json_string-164"><span class="linenos">164</span></a>            <span class="n">d</span><span class="p">[</span><span class="s1">&#39;data&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">data</span>
-</span><span id="create_json_string-165"><a href="#create_json_string-165"><span class="linenos">165</span></a>        <span class="n">cdata</span> <span class="o">=</span> <span class="n">_gen_cdata_d_from_list</span><span class="p">(</span><span class="n">ol</span><span class="p">)</span>
-</span><span id="create_json_string-166"><a href="#create_json_string-166"><span class="linenos">166</span></a>        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">cdata</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
-</span><span id="create_json_string-167"><a href="#create_json_string-167"><span class="linenos">167</span></a>            <span class="n">d</span><span class="p">[</span><span class="s1">&#39;cdata&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">cdata</span>
-</span><span id="create_json_string-168"><a href="#create_json_string-168"><span class="linenos">168</span></a>        <span class="k">return</span> <span class="n">d</span>
-</span><span id="create_json_string-169"><a href="#create_json_string-169"><span class="linenos">169</span></a>
-</span><span id="create_json_string-170"><a href="#create_json_string-170"><span class="linenos">170</span></a>    <span class="k">def</span> <span class="nf">_nan_Obs_like</span><span class="p">(</span><span class="n">obs</span><span class="p">):</span>
-</span><span id="create_json_string-171"><a href="#create_json_string-171"><span class="linenos">171</span></a>        <span class="n">samples</span> <span class="o">=</span> <span class="p">[]</span>
-</span><span id="create_json_string-172"><a href="#create_json_string-172"><span class="linenos">172</span></a>        <span class="n">names</span> <span class="o">=</span> <span class="p">[]</span>
-</span><span id="create_json_string-173"><a href="#create_json_string-173"><span class="linenos">173</span></a>        <span class="n">idl</span> <span class="o">=</span> <span class="p">[]</span>
-</span><span id="create_json_string-174"><a href="#create_json_string-174"><span class="linenos">174</span></a>        <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">obs</span><span class="o">.</span><span class="n">idl</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
-</span><span id="create_json_string-175"><a href="#create_json_string-175"><span class="linenos">175</span></a>            <span class="n">samples</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">np</span><span class="o">.</span><span class="n">nan</span><span class="p">]</span> <span class="o">*</span> <span class="nb">len</span><span class="p">(</span><span class="n">value</span><span class="p">))</span>
-</span><span id="create_json_string-176"><a href="#create_json_string-176"><span class="linenos">176</span></a>            <span class="n">names</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">key</span><span class="p">)</span>
-</span><span id="create_json_string-177"><a href="#create_json_string-177"><span class="linenos">177</span></a>            <span class="n">idl</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
-</span><span id="create_json_string-178"><a href="#create_json_string-178"><span class="linenos">178</span></a>        <span class="n">my_obs</span> <span class="o">=</span> <span class="n">Obs</span><span class="p">(</span><span class="n">samples</span><span class="p">,</span> <span class="n">names</span><span class="p">,</span> <span class="n">idl</span><span class="p">)</span>
-</span><span id="create_json_string-179"><a href="#create_json_string-179"><span class="linenos">179</span></a>        <span class="n">my_obs</span><span class="o">.</span><span class="n">_covobs</span> <span class="o">=</span> <span class="n">obs</span><span class="o">.</span><span class="n">_covobs</span>
-</span><span id="create_json_string-180"><a href="#create_json_string-180"><span class="linenos">180</span></a>        <span class="k">for</span> <span class="n">name</span> <span class="ow">in</span> <span class="n">obs</span><span class="o">.</span><span class="n">_covobs</span><span class="p">:</span>
-</span><span id="create_json_string-181"><a href="#create_json_string-181"><span class="linenos">181</span></a>            <span class="n">my_obs</span><span class="o">.</span><span class="n">names</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">name</span><span class="p">)</span>
-</span><span id="create_json_string-182"><a href="#create_json_string-182"><span class="linenos">182</span></a>        <span class="n">my_obs</span><span class="o">.</span><span class="n">reweighted</span> <span class="o">=</span> <span class="n">obs</span><span class="o">.</span><span class="n">reweighted</span>
-</span><span id="create_json_string-183"><a href="#create_json_string-183"><span class="linenos">183</span></a>        <span class="n">my_obs</span><span class="o">.</span><span class="n">is_merged</span> <span class="o">=</span> <span class="n">obs</span><span class="o">.</span><span class="n">is_merged</span>
-</span><span id="create_json_string-184"><a href="#create_json_string-184"><span class="linenos">184</span></a>        <span class="k">return</span> <span class="n">my_obs</span>
-</span><span id="create_json_string-185"><a href="#create_json_string-185"><span class="linenos">185</span></a>
-</span><span id="create_json_string-186"><a href="#create_json_string-186"><span class="linenos">186</span></a>    <span class="k">def</span> <span class="nf">write_Corr_to_dict</span><span class="p">(</span><span class="n">my_corr</span><span class="p">):</span>
-</span><span id="create_json_string-187"><a href="#create_json_string-187"><span class="linenos">187</span></a>        <span class="n">first_not_none</span> <span class="o">=</span> <span class="nb">next</span><span class="p">(</span><span class="n">i</span> <span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">my_corr</span><span class="o">.</span><span class="n">content</span><span class="p">)</span> <span class="k">if</span> <span class="n">np</span><span class="o">.</span><span class="n">all</span><span class="p">(</span><span class="n">j</span><span class="p">))</span>
-</span><span id="create_json_string-188"><a href="#create_json_string-188"><span class="linenos">188</span></a>        <span class="n">dummy_array</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">empty</span><span class="p">((</span><span class="n">my_corr</span><span class="o">.</span><span class="n">N</span><span class="p">,</span> <span class="n">my_corr</span><span class="o">.</span><span class="n">N</span><span class="p">),</span> <span class="n">dtype</span><span class="o">=</span><span class="nb">object</span><span class="p">)</span>
-</span><span id="create_json_string-189"><a href="#create_json_string-189"><span class="linenos">189</span></a>        <span class="n">dummy_array</span><span class="p">[:]</span> <span class="o">=</span> <span class="n">_nan_Obs_like</span><span class="p">(</span><span class="n">my_corr</span><span class="o">.</span><span class="n">content</span><span class="p">[</span><span class="n">first_not_none</span><span class="p">]</span><span class="o">.</span><span class="n">ravel</span><span class="p">()[</span><span class="mi">0</span><span class="p">])</span>
-</span><span id="create_json_string-190"><a href="#create_json_string-190"><span class="linenos">190</span></a>        <span class="n">content</span> <span class="o">=</span> <span class="p">[</span><span class="n">o</span> <span class="k">if</span> <span class="n">o</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span> <span class="k">else</span> <span class="n">dummy_array</span> <span class="k">for</span> <span class="n">o</span> <span class="ow">in</span> <span class="n">my_corr</span><span class="o">.</span><span class="n">content</span><span class="p">]</span>
-</span><span id="create_json_string-191"><a href="#create_json_string-191"><span class="linenos">191</span></a>        <span class="n">dat</span> <span class="o">=</span> <span class="n">write_Array_to_dict</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">content</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="nb">object</span><span class="p">))</span>
-</span><span id="create_json_string-192"><a href="#create_json_string-192"><span class="linenos">192</span></a>        <span class="n">dat</span><span class="p">[</span><span class="s1">&#39;type&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="s1">&#39;Corr&#39;</span>
-</span><span id="create_json_string-193"><a href="#create_json_string-193"><span class="linenos">193</span></a>        <span class="n">corr_meta_data</span> <span class="o">=</span> <span class="nb">str</span><span class="p">(</span><span class="n">my_corr</span><span class="o">.</span><span class="n">tag</span><span class="p">)</span>
-</span><span id="create_json_string-194"><a href="#create_json_string-194"><span class="linenos">194</span></a>        <span class="k">if</span> <span class="s1">&#39;tag&#39;</span> <span class="ow">in</span> <span class="n">dat</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
-</span><span id="create_json_string-195"><a href="#create_json_string-195"><span class="linenos">195</span></a>            <span class="n">dat</span><span class="p">[</span><span class="s1">&#39;tag&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">corr_meta_data</span><span class="p">)</span>
-</span><span id="create_json_string-196"><a href="#create_json_string-196"><span class="linenos">196</span></a>        <span class="k">else</span><span class="p">:</span>
-</span><span id="create_json_string-197"><a href="#create_json_string-197"><span class="linenos">197</span></a>            <span class="n">dat</span><span class="p">[</span><span class="s1">&#39;tag&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="n">corr_meta_data</span><span class="p">]</span>
-</span><span id="create_json_string-198"><a href="#create_json_string-198"><span class="linenos">198</span></a>        <span class="n">taglist</span> <span class="o">=</span> <span class="n">dat</span><span class="p">[</span><span class="s1">&#39;tag&#39;</span><span class="p">]</span>
-</span><span id="create_json_string-199"><a href="#create_json_string-199"><span class="linenos">199</span></a>        <span class="n">dat</span><span class="p">[</span><span class="s1">&#39;tag&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="p">{}</span>  <span class="c1"># tag is now a dictionary, that contains the previous taglist in the key &quot;tag&quot;</span>
-</span><span id="create_json_string-200"><a href="#create_json_string-200"><span class="linenos">200</span></a>        <span class="n">dat</span><span class="p">[</span><span class="s1">&#39;tag&#39;</span><span class="p">][</span><span class="s1">&#39;tag&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">taglist</span>
-</span><span id="create_json_string-201"><a href="#create_json_string-201"><span class="linenos">201</span></a>        <span class="k">if</span> <span class="n">my_corr</span><span class="o">.</span><span class="n">prange</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
-</span><span id="create_json_string-202"><a href="#create_json_string-202"><span class="linenos">202</span></a>            <span class="n">dat</span><span class="p">[</span><span class="s1">&#39;tag&#39;</span><span class="p">][</span><span class="s1">&#39;prange&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">my_corr</span><span class="o">.</span><span class="n">prange</span>
-</span><span id="create_json_string-203"><a href="#create_json_string-203"><span class="linenos">203</span></a>        <span class="k">return</span> <span class="n">dat</span>
-</span><span id="create_json_string-204"><a href="#create_json_string-204"><span class="linenos">204</span></a>
-</span><span id="create_json_string-205"><a href="#create_json_string-205"><span class="linenos">205</span></a>    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">ol</span><span class="p">,</span> <span class="nb">list</span><span class="p">):</span>
-</span><span id="create_json_string-206"><a href="#create_json_string-206"><span class="linenos">206</span></a>        <span class="n">ol</span> <span class="o">=</span> <span class="p">[</span><span class="n">ol</span><span class="p">]</span>
-</span><span id="create_json_string-207"><a href="#create_json_string-207"><span class="linenos">207</span></a>
-</span><span id="create_json_string-208"><a href="#create_json_string-208"><span class="linenos">208</span></a>    <span class="n">d</span> <span class="o">=</span> <span class="p">{}</span>
-</span><span id="create_json_string-209"><a href="#create_json_string-209"><span class="linenos">209</span></a>    <span class="n">d</span><span class="p">[</span><span class="s1">&#39;program&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="s1">&#39;pyerrors </span><span class="si">%s</span><span class="s1">&#39;</span> <span class="o">%</span> <span class="p">(</span><span class="n">pyerrorsversion</span><span class="o">.</span><span class="n">__version__</span><span class="p">)</span>
-</span><span id="create_json_string-210"><a href="#create_json_string-210"><span class="linenos">210</span></a>    <span class="n">d</span><span class="p">[</span><span class="s1">&#39;version&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="s1">&#39;1.0&#39;</span>
-</span><span id="create_json_string-211"><a href="#create_json_string-211"><span class="linenos">211</span></a>    <span class="n">d</span><span class="p">[</span><span class="s1">&#39;who&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">getpass</span><span class="o">.</span><span class="n">getuser</span><span class="p">()</span>
-</span><span id="create_json_string-212"><a href="#create_json_string-212"><span class="linenos">212</span></a>    <span class="n">d</span><span class="p">[</span><span class="s1">&#39;date&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">datetime</span><span class="o">.</span><span class="n">datetime</span><span class="o">.</span><span class="n">now</span><span class="p">()</span><span class="o">.</span><span class="n">astimezone</span><span class="p">()</span><span class="o">.</span><span class="n">strftime</span><span class="p">(</span><span class="s1">&#39;%Y-%m-</span><span class="si">%d</span><span class="s1"> %H:%M:%S %z&#39;</span><span class="p">)</span>
-</span><span id="create_json_string-213"><a href="#create_json_string-213"><span class="linenos">213</span></a>    <span class="n">d</span><span class="p">[</span><span class="s1">&#39;host&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">socket</span><span class="o">.</span><span class="n">gethostname</span><span class="p">()</span> <span class="o">+</span> <span class="s1">&#39;, &#39;</span> <span class="o">+</span> <span class="n">platform</span><span class="o">.</span><span class="n">platform</span><span class="p">()</span>
-</span><span id="create_json_string-214"><a href="#create_json_string-214"><span class="linenos">214</span></a>
-</span><span id="create_json_string-215"><a href="#create_json_string-215"><span class="linenos">215</span></a>    <span class="k">if</span> <span class="n">description</span><span class="p">:</span>
-</span><span id="create_json_string-216"><a href="#create_json_string-216"><span class="linenos">216</span></a>        <span class="n">d</span><span class="p">[</span><span class="s1">&#39;description&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">description</span>
-</span><span id="create_json_string-217"><a href="#create_json_string-217"><span class="linenos">217</span></a>    <span class="n">d</span><span class="p">[</span><span class="s1">&#39;obsdata&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="p">[]</span>
-</span><span id="create_json_string-218"><a href="#create_json_string-218"><span class="linenos">218</span></a>    <span class="k">for</span> <span class="n">io</span> <span class="ow">in</span> <span class="n">ol</span><span class="p">:</span>
-</span><span id="create_json_string-219"><a href="#create_json_string-219"><span class="linenos">219</span></a>        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">io</span><span class="p">,</span> <span class="n">Obs</span><span class="p">):</span>
-</span><span id="create_json_string-220"><a href="#create_json_string-220"><span class="linenos">220</span></a>            <span class="n">d</span><span class="p">[</span><span class="s1">&#39;obsdata&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">write_Obs_to_dict</span><span class="p">(</span><span class="n">io</span><span class="p">))</span>
-</span><span id="create_json_string-221"><a href="#create_json_string-221"><span class="linenos">221</span></a>        <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">io</span><span class="p">,</span> <span class="nb">list</span><span class="p">):</span>
-</span><span id="create_json_string-222"><a href="#create_json_string-222"><span class="linenos">222</span></a>            <span class="n">d</span><span class="p">[</span><span class="s1">&#39;obsdata&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">write_List_to_dict</span><span class="p">(</span><span class="n">io</span><span class="p">))</span>
-</span><span id="create_json_string-223"><a href="#create_json_string-223"><span class="linenos">223</span></a>        <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">io</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">):</span>
-</span><span id="create_json_string-224"><a href="#create_json_string-224"><span class="linenos">224</span></a>            <span class="n">d</span><span class="p">[</span><span class="s1">&#39;obsdata&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">write_Array_to_dict</span><span class="p">(</span><span class="n">io</span><span class="p">))</span>
-</span><span id="create_json_string-225"><a href="#create_json_string-225"><span class="linenos">225</span></a>        <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">io</span><span class="p">,</span> <span class="n">Corr</span><span class="p">):</span>
-</span><span id="create_json_string-226"><a href="#create_json_string-226"><span class="linenos">226</span></a>            <span class="n">d</span><span class="p">[</span><span class="s1">&#39;obsdata&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">write_Corr_to_dict</span><span class="p">(</span><span class="n">io</span><span class="p">))</span>
-</span><span id="create_json_string-227"><a href="#create_json_string-227"><span class="linenos">227</span></a>        <span class="k">else</span><span class="p">:</span>
-</span><span id="create_json_string-228"><a href="#create_json_string-228"><span class="linenos">228</span></a>            <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s2">&quot;Unkown datatype.&quot;</span><span class="p">)</span>
-</span><span id="create_json_string-229"><a href="#create_json_string-229"><span class="linenos">229</span></a>
-</span><span id="create_json_string-230"><a href="#create_json_string-230"><span class="linenos">230</span></a>    <span class="n">jsonstring</span> <span class="o">=</span> <span class="s1">&#39;&#39;</span>
-</span><span id="create_json_string-231"><a href="#create_json_string-231"><span class="linenos">231</span></a>    <span class="k">for</span> <span class="n">chunk</span> <span class="ow">in</span> <span class="n">my_encoder</span><span class="p">(</span><span class="n">indent</span><span class="o">=</span><span class="n">indent</span><span class="p">,</span> <span class="n">ensure_ascii</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span><span class="o">.</span><span class="n">iterencode</span><span class="p">(</span><span class="n">d</span><span class="p">):</span>
-</span><span id="create_json_string-232"><a href="#create_json_string-232"><span class="linenos">232</span></a>        <span class="n">jsonstring</span> <span class="o">+=</span> <span class="n">chunk</span>
-</span><span id="create_json_string-233"><a href="#create_json_string-233"><span class="linenos">233</span></a>
-</span><span id="create_json_string-234"><a href="#create_json_string-234"><span class="linenos">234</span></a>    <span class="k">del</span> <span class="n">d</span>
-</span><span id="create_json_string-235"><a href="#create_json_string-235"><span class="linenos">235</span></a>    <span class="n">gc</span><span class="o">.</span><span class="n">collect</span><span class="p">()</span>
-</span><span id="create_json_string-236"><a href="#create_json_string-236"><span class="linenos">236</span></a>
-</span><span id="create_json_string-237"><a href="#create_json_string-237"><span class="linenos">237</span></a>    <span class="k">def</span> <span class="nf">remove_quotationmarks_split</span><span class="p">(</span><span class="n">split</span><span class="p">):</span>
-</span><span id="create_json_string-238"><a href="#create_json_string-238"><span class="linenos">238</span></a>        <span class="sd">&quot;&quot;&quot;Workaround for un-quoting of delta lists, adds 5% of work</span>
-</span><span id="create_json_string-239"><a href="#create_json_string-239"><span class="linenos">239</span></a><span class="sd">           but is save, compared to a simple replace that could destroy the structure</span>
-</span><span id="create_json_string-240"><a href="#create_json_string-240"><span class="linenos">240</span></a><span class="sd">        &quot;&quot;&quot;</span>
-</span><span id="create_json_string-241"><a href="#create_json_string-241"><span class="linenos">241</span></a>        <span class="n">deltas</span> <span class="o">=</span> <span class="kc">False</span>
-</span><span id="create_json_string-242"><a href="#create_json_string-242"><span class="linenos">242</span></a>        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">split</span><span class="p">)):</span>
-</span><span id="create_json_string-243"><a href="#create_json_string-243"><span class="linenos">243</span></a>            <span class="k">if</span> <span class="s1">&#39;&quot;deltas&quot;:&#39;</span> <span class="ow">in</span> <span class="n">split</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">or</span> <span class="s1">&#39;&quot;cov&quot;:&#39;</span> <span class="ow">in</span> <span class="n">split</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">or</span> <span class="s1">&#39;&quot;grad&quot;:&#39;</span> <span class="ow">in</span> <span class="n">split</span><span class="p">[</span><span class="n">i</span><span class="p">]:</span>
-</span><span id="create_json_string-244"><a href="#create_json_string-244"><span class="linenos">244</span></a>                <span class="n">deltas</span> <span class="o">=</span> <span class="kc">True</span>
-</span><span id="create_json_string-245"><a href="#create_json_string-245"><span class="linenos">245</span></a>            <span class="k">if</span> <span class="n">deltas</span><span class="p">:</span>
-</span><span id="create_json_string-246"><a href="#create_json_string-246"><span class="linenos">246</span></a>                <span class="n">split</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">=</span> <span class="n">split</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;&quot;[&#39;</span><span class="p">,</span> <span class="s1">&#39;[&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;]&quot;&#39;</span><span class="p">,</span> <span class="s1">&#39;]&#39;</span><span class="p">)</span>
-</span><span id="create_json_string-247"><a href="#create_json_string-247"><span class="linenos">247</span></a>                <span class="k">if</span> <span class="n">split</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;]&#39;</span><span class="p">:</span>
-</span><span id="create_json_string-248"><a href="#create_json_string-248"><span class="linenos">248</span></a>                    <span class="n">deltas</span> <span class="o">=</span> <span class="kc">False</span>
-</span><span id="create_json_string-249"><a href="#create_json_string-249"><span class="linenos">249</span></a>        <span class="k">return</span> <span class="s1">&#39;</span><span class="se">\n</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">split</span><span class="p">)</span>
-</span><span id="create_json_string-250"><a href="#create_json_string-250"><span class="linenos">250</span></a>
-</span><span id="create_json_string-251"><a href="#create_json_string-251"><span class="linenos">251</span></a>    <span class="n">jsonstring</span> <span class="o">=</span> <span class="n">jsonstring</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">)</span>
-</span><span id="create_json_string-252"><a href="#create_json_string-252"><span class="linenos">252</span></a>    <span class="n">jsonstring</span> <span class="o">=</span> <span class="n">remove_quotationmarks_split</span><span class="p">(</span><span class="n">jsonstring</span><span class="p">)</span>
-</span><span id="create_json_string-253"><a href="#create_json_string-253"><span class="linenos">253</span></a>    <span class="n">jsonstring</span> <span class="o">=</span> <span class="n">jsonstring</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;nan&#39;</span><span class="p">,</span> <span class="s1">&#39;NaN&#39;</span><span class="p">)</span>
-</span><span id="create_json_string-254"><a href="#create_json_string-254"><span class="linenos">254</span></a>    <span class="k">return</span> <span class="n">jsonstring</span>
+            <div class="pdoc-code codehilite"><pre><span></span><span id="create_json_string-17"><a href="#create_json_string-17"><span class="linenos"> 17</span></a><span class="k">def</span> <span class="nf">create_json_string</span><span class="p">(</span><span class="n">ol</span><span class="p">,</span> <span class="n">description</span><span class="o">=</span><span class="s1">&#39;&#39;</span><span class="p">,</span> <span class="n">indent</span><span class="o">=</span><span class="mi">1</span><span class="p">):</span>
+</span><span id="create_json_string-18"><a href="#create_json_string-18"><span class="linenos"> 18</span></a>    <span class="sd">&quot;&quot;&quot;Generate the string for the export of a list of Obs or structures containing Obs</span>
+</span><span id="create_json_string-19"><a href="#create_json_string-19"><span class="linenos"> 19</span></a><span class="sd">    to a .json(.gz) file</span>
+</span><span id="create_json_string-20"><a href="#create_json_string-20"><span class="linenos"> 20</span></a>
+</span><span id="create_json_string-21"><a href="#create_json_string-21"><span class="linenos"> 21</span></a><span class="sd">    Parameters</span>
+</span><span id="create_json_string-22"><a href="#create_json_string-22"><span class="linenos"> 22</span></a><span class="sd">    ----------</span>
+</span><span id="create_json_string-23"><a href="#create_json_string-23"><span class="linenos"> 23</span></a><span class="sd">    ol : list</span>
+</span><span id="create_json_string-24"><a href="#create_json_string-24"><span class="linenos"> 24</span></a><span class="sd">        List of objects that will be exported. At the moment, these objects can be</span>
+</span><span id="create_json_string-25"><a href="#create_json_string-25"><span class="linenos"> 25</span></a><span class="sd">        either of: Obs, list, numpy.ndarray, Corr.</span>
+</span><span id="create_json_string-26"><a href="#create_json_string-26"><span class="linenos"> 26</span></a><span class="sd">        All Obs inside a structure have to be defined on the same set of configurations.</span>
+</span><span id="create_json_string-27"><a href="#create_json_string-27"><span class="linenos"> 27</span></a><span class="sd">    description : str</span>
+</span><span id="create_json_string-28"><a href="#create_json_string-28"><span class="linenos"> 28</span></a><span class="sd">        Optional string that describes the contents of the json file.</span>
+</span><span id="create_json_string-29"><a href="#create_json_string-29"><span class="linenos"> 29</span></a><span class="sd">    indent : int</span>
+</span><span id="create_json_string-30"><a href="#create_json_string-30"><span class="linenos"> 30</span></a><span class="sd">        Specify the indentation level of the json file. None or 0 is permissible and</span>
+</span><span id="create_json_string-31"><a href="#create_json_string-31"><span class="linenos"> 31</span></a><span class="sd">        saves disk space.</span>
+</span><span id="create_json_string-32"><a href="#create_json_string-32"><span class="linenos"> 32</span></a><span class="sd">    &quot;&quot;&quot;</span>
+</span><span id="create_json_string-33"><a href="#create_json_string-33"><span class="linenos"> 33</span></a>
+</span><span id="create_json_string-34"><a href="#create_json_string-34"><span class="linenos"> 34</span></a>    <span class="k">def</span> <span class="nf">_gen_data_d_from_list</span><span class="p">(</span><span class="n">ol</span><span class="p">):</span>
+</span><span id="create_json_string-35"><a href="#create_json_string-35"><span class="linenos"> 35</span></a>        <span class="n">dl</span> <span class="o">=</span> <span class="p">[]</span>
+</span><span id="create_json_string-36"><a href="#create_json_string-36"><span class="linenos"> 36</span></a>        <span class="k">for</span> <span class="n">name</span> <span class="ow">in</span> <span class="n">ol</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">mc_names</span><span class="p">:</span>
+</span><span id="create_json_string-37"><a href="#create_json_string-37"><span class="linenos"> 37</span></a>            <span class="n">ed</span> <span class="o">=</span> <span class="p">{}</span>
+</span><span id="create_json_string-38"><a href="#create_json_string-38"><span class="linenos"> 38</span></a>            <span class="n">ed</span><span class="p">[</span><span class="s1">&#39;id&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">name</span>
+</span><span id="create_json_string-39"><a href="#create_json_string-39"><span class="linenos"> 39</span></a>            <span class="n">ed</span><span class="p">[</span><span class="s1">&#39;replica&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="p">[]</span>
+</span><span id="create_json_string-40"><a href="#create_json_string-40"><span class="linenos"> 40</span></a>            <span class="k">for</span> <span class="n">r_name</span> <span class="ow">in</span> <span class="n">ol</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">e_content</span><span class="p">[</span><span class="n">name</span><span class="p">]:</span>
+</span><span id="create_json_string-41"><a href="#create_json_string-41"><span class="linenos"> 41</span></a>                <span class="n">rd</span> <span class="o">=</span> <span class="p">{}</span>
+</span><span id="create_json_string-42"><a href="#create_json_string-42"><span class="linenos"> 42</span></a>                <span class="n">rd</span><span class="p">[</span><span class="s1">&#39;name&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">r_name</span>
+</span><span id="create_json_string-43"><a href="#create_json_string-43"><span class="linenos"> 43</span></a>                <span class="k">if</span> <span class="n">ol</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">is_merged</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">r_name</span><span class="p">,</span> <span class="kc">False</span><span class="p">):</span>
+</span><span id="create_json_string-44"><a href="#create_json_string-44"><span class="linenos"> 44</span></a>                    <span class="n">rd</span><span class="p">[</span><span class="s1">&#39;is_merged&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="kc">True</span>
+</span><span id="create_json_string-45"><a href="#create_json_string-45"><span class="linenos"> 45</span></a>                <span class="n">rd</span><span class="p">[</span><span class="s1">&#39;deltas&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="p">[]</span>
+</span><span id="create_json_string-46"><a href="#create_json_string-46"><span class="linenos"> 46</span></a>                <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">ol</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">idl</span><span class="p">[</span><span class="n">r_name</span><span class="p">])):</span>
+</span><span id="create_json_string-47"><a href="#create_json_string-47"><span class="linenos"> 47</span></a>                    <span class="n">rd</span><span class="p">[</span><span class="s1">&#39;deltas&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">ol</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">idl</span><span class="p">[</span><span class="n">r_name</span><span class="p">][</span><span class="n">i</span><span class="p">]])</span>
+</span><span id="create_json_string-48"><a href="#create_json_string-48"><span class="linenos"> 48</span></a>                    <span class="k">for</span> <span class="n">o</span> <span class="ow">in</span> <span class="n">ol</span><span class="p">:</span>
+</span><span id="create_json_string-49"><a href="#create_json_string-49"><span class="linenos"> 49</span></a>                        <span class="n">rd</span><span class="p">[</span><span class="s1">&#39;deltas&#39;</span><span class="p">][</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">o</span><span class="o">.</span><span class="n">deltas</span><span class="p">[</span><span class="n">r_name</span><span class="p">][</span><span class="n">i</span><span class="p">])</span>
+</span><span id="create_json_string-50"><a href="#create_json_string-50"><span class="linenos"> 50</span></a>                <span class="n">ed</span><span class="p">[</span><span class="s1">&#39;replica&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">rd</span><span class="p">)</span>
+</span><span id="create_json_string-51"><a href="#create_json_string-51"><span class="linenos"> 51</span></a>            <span class="n">dl</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">ed</span><span class="p">)</span>
+</span><span id="create_json_string-52"><a href="#create_json_string-52"><span class="linenos"> 52</span></a>        <span class="k">return</span> <span class="n">dl</span>
+</span><span id="create_json_string-53"><a href="#create_json_string-53"><span class="linenos"> 53</span></a>
+</span><span id="create_json_string-54"><a href="#create_json_string-54"><span class="linenos"> 54</span></a>    <span class="k">def</span> <span class="nf">_gen_cdata_d_from_list</span><span class="p">(</span><span class="n">ol</span><span class="p">):</span>
+</span><span id="create_json_string-55"><a href="#create_json_string-55"><span class="linenos"> 55</span></a>        <span class="n">dl</span> <span class="o">=</span> <span class="p">[]</span>
+</span><span id="create_json_string-56"><a href="#create_json_string-56"><span class="linenos"> 56</span></a>        <span class="k">for</span> <span class="n">name</span> <span class="ow">in</span> <span class="n">ol</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">cov_names</span><span class="p">:</span>
+</span><span id="create_json_string-57"><a href="#create_json_string-57"><span class="linenos"> 57</span></a>            <span class="n">ed</span> <span class="o">=</span> <span class="p">{}</span>
+</span><span id="create_json_string-58"><a href="#create_json_string-58"><span class="linenos"> 58</span></a>            <span class="n">ed</span><span class="p">[</span><span class="s1">&#39;id&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">name</span>
+</span><span id="create_json_string-59"><a href="#create_json_string-59"><span class="linenos"> 59</span></a>            <span class="n">ed</span><span class="p">[</span><span class="s1">&#39;layout&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="nb">str</span><span class="p">(</span><span class="n">ol</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">covobs</span><span class="p">[</span><span class="n">name</span><span class="p">]</span><span class="o">.</span><span class="n">cov</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span><span class="o">.</span><span class="n">lstrip</span><span class="p">(</span><span class="s1">&#39;(&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">rstrip</span><span class="p">(</span><span class="s1">&#39;)&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">rstrip</span><span class="p">(</span><span class="s1">&#39;,&#39;</span><span class="p">)</span>
+</span><span id="create_json_string-60"><a href="#create_json_string-60"><span class="linenos"> 60</span></a>            <span class="n">ed</span><span class="p">[</span><span class="s1">&#39;cov&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">ravel</span><span class="p">(</span><span class="n">ol</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">covobs</span><span class="p">[</span><span class="n">name</span><span class="p">]</span><span class="o">.</span><span class="n">cov</span><span class="p">))</span>
+</span><span id="create_json_string-61"><a href="#create_json_string-61"><span class="linenos"> 61</span></a>            <span class="n">ncov</span> <span class="o">=</span> <span class="n">ol</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">covobs</span><span class="p">[</span><span class="n">name</span><span class="p">]</span><span class="o">.</span><span class="n">cov</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+</span><span id="create_json_string-62"><a href="#create_json_string-62"><span class="linenos"> 62</span></a>            <span class="n">ed</span><span class="p">[</span><span class="s1">&#39;grad&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="p">[]</span>
+</span><span id="create_json_string-63"><a href="#create_json_string-63"><span class="linenos"> 63</span></a>            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">ncov</span><span class="p">):</span>
+</span><span id="create_json_string-64"><a href="#create_json_string-64"><span class="linenos"> 64</span></a>                <span class="n">ed</span><span class="p">[</span><span class="s1">&#39;grad&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">([])</span>
+</span><span id="create_json_string-65"><a href="#create_json_string-65"><span class="linenos"> 65</span></a>                <span class="k">for</span> <span class="n">o</span> <span class="ow">in</span> <span class="n">ol</span><span class="p">:</span>
+</span><span id="create_json_string-66"><a href="#create_json_string-66"><span class="linenos"> 66</span></a>                    <span class="n">ed</span><span class="p">[</span><span class="s1">&#39;grad&#39;</span><span class="p">][</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">o</span><span class="o">.</span><span class="n">covobs</span><span class="p">[</span><span class="n">name</span><span class="p">]</span><span class="o">.</span><span class="n">grad</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">0</span><span class="p">])</span>
+</span><span id="create_json_string-67"><a href="#create_json_string-67"><span class="linenos"> 67</span></a>            <span class="n">dl</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">ed</span><span class="p">)</span>
+</span><span id="create_json_string-68"><a href="#create_json_string-68"><span class="linenos"> 68</span></a>        <span class="k">return</span> <span class="n">dl</span>
+</span><span id="create_json_string-69"><a href="#create_json_string-69"><span class="linenos"> 69</span></a>
+</span><span id="create_json_string-70"><a href="#create_json_string-70"><span class="linenos"> 70</span></a>    <span class="k">def</span> <span class="nf">write_Obs_to_dict</span><span class="p">(</span><span class="n">o</span><span class="p">):</span>
+</span><span id="create_json_string-71"><a href="#create_json_string-71"><span class="linenos"> 71</span></a>        <span class="n">d</span> <span class="o">=</span> <span class="p">{}</span>
+</span><span id="create_json_string-72"><a href="#create_json_string-72"><span class="linenos"> 72</span></a>        <span class="n">d</span><span class="p">[</span><span class="s1">&#39;type&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="s1">&#39;Obs&#39;</span>
+</span><span id="create_json_string-73"><a href="#create_json_string-73"><span class="linenos"> 73</span></a>        <span class="n">d</span><span class="p">[</span><span class="s1">&#39;layout&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="s1">&#39;1&#39;</span>
+</span><span id="create_json_string-74"><a href="#create_json_string-74"><span class="linenos"> 74</span></a>        <span class="k">if</span> <span class="n">o</span><span class="o">.</span><span class="n">tag</span><span class="p">:</span>
+</span><span id="create_json_string-75"><a href="#create_json_string-75"><span class="linenos"> 75</span></a>            <span class="n">d</span><span class="p">[</span><span class="s1">&#39;tag&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="n">o</span><span class="o">.</span><span class="n">tag</span><span class="p">]</span>
+</span><span id="create_json_string-76"><a href="#create_json_string-76"><span class="linenos"> 76</span></a>        <span class="k">if</span> <span class="n">o</span><span class="o">.</span><span class="n">reweighted</span><span class="p">:</span>
+</span><span id="create_json_string-77"><a href="#create_json_string-77"><span class="linenos"> 77</span></a>            <span class="n">d</span><span class="p">[</span><span class="s1">&#39;reweighted&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">o</span><span class="o">.</span><span class="n">reweighted</span>
+</span><span id="create_json_string-78"><a href="#create_json_string-78"><span class="linenos"> 78</span></a>        <span class="n">d</span><span class="p">[</span><span class="s1">&#39;value&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="n">o</span><span class="o">.</span><span class="n">value</span><span class="p">]</span>
+</span><span id="create_json_string-79"><a href="#create_json_string-79"><span class="linenos"> 79</span></a>        <span class="n">data</span> <span class="o">=</span> <span class="n">_gen_data_d_from_list</span><span class="p">([</span><span class="n">o</span><span class="p">])</span>
+</span><span id="create_json_string-80"><a href="#create_json_string-80"><span class="linenos"> 80</span></a>        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">data</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+</span><span id="create_json_string-81"><a href="#create_json_string-81"><span class="linenos"> 81</span></a>            <span class="n">d</span><span class="p">[</span><span class="s1">&#39;data&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">data</span>
+</span><span id="create_json_string-82"><a href="#create_json_string-82"><span class="linenos"> 82</span></a>        <span class="n">cdata</span> <span class="o">=</span> <span class="n">_gen_cdata_d_from_list</span><span class="p">([</span><span class="n">o</span><span class="p">])</span>
+</span><span id="create_json_string-83"><a href="#create_json_string-83"><span class="linenos"> 83</span></a>        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">cdata</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+</span><span id="create_json_string-84"><a href="#create_json_string-84"><span class="linenos"> 84</span></a>            <span class="n">d</span><span class="p">[</span><span class="s1">&#39;cdata&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">cdata</span>
+</span><span id="create_json_string-85"><a href="#create_json_string-85"><span class="linenos"> 85</span></a>        <span class="k">return</span> <span class="n">d</span>
+</span><span id="create_json_string-86"><a href="#create_json_string-86"><span class="linenos"> 86</span></a>
+</span><span id="create_json_string-87"><a href="#create_json_string-87"><span class="linenos"> 87</span></a>    <span class="k">def</span> <span class="nf">write_List_to_dict</span><span class="p">(</span><span class="n">ol</span><span class="p">):</span>
+</span><span id="create_json_string-88"><a href="#create_json_string-88"><span class="linenos"> 88</span></a>        <span class="n">_assert_equal_properties</span><span class="p">(</span><span class="n">ol</span><span class="p">)</span>
+</span><span id="create_json_string-89"><a href="#create_json_string-89"><span class="linenos"> 89</span></a>        <span class="n">d</span> <span class="o">=</span> <span class="p">{}</span>
+</span><span id="create_json_string-90"><a href="#create_json_string-90"><span class="linenos"> 90</span></a>        <span class="n">d</span><span class="p">[</span><span class="s1">&#39;type&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="s1">&#39;List&#39;</span>
+</span><span id="create_json_string-91"><a href="#create_json_string-91"><span class="linenos"> 91</span></a>        <span class="n">d</span><span class="p">[</span><span class="s1">&#39;layout&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="s1">&#39;</span><span class="si">%d</span><span class="s1">&#39;</span> <span class="o">%</span> <span class="nb">len</span><span class="p">(</span><span class="n">ol</span><span class="p">)</span>
+</span><span id="create_json_string-92"><a href="#create_json_string-92"><span class="linenos"> 92</span></a>        <span class="n">taglist</span> <span class="o">=</span> <span class="p">[</span><span class="n">o</span><span class="o">.</span><span class="n">tag</span> <span class="k">for</span> <span class="n">o</span> <span class="ow">in</span> <span class="n">ol</span><span class="p">]</span>
+</span><span id="create_json_string-93"><a href="#create_json_string-93"><span class="linenos"> 93</span></a>        <span class="k">if</span> <span class="n">np</span><span class="o">.</span><span class="n">any</span><span class="p">([</span><span class="n">tag</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span> <span class="k">for</span> <span class="n">tag</span> <span class="ow">in</span> <span class="n">taglist</span><span class="p">]):</span>
+</span><span id="create_json_string-94"><a href="#create_json_string-94"><span class="linenos"> 94</span></a>            <span class="n">d</span><span class="p">[</span><span class="s1">&#39;tag&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">taglist</span>
+</span><span id="create_json_string-95"><a href="#create_json_string-95"><span class="linenos"> 95</span></a>        <span class="k">if</span> <span class="n">ol</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">reweighted</span><span class="p">:</span>
+</span><span id="create_json_string-96"><a href="#create_json_string-96"><span class="linenos"> 96</span></a>            <span class="n">d</span><span class="p">[</span><span class="s1">&#39;reweighted&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">ol</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">reweighted</span>
+</span><span id="create_json_string-97"><a href="#create_json_string-97"><span class="linenos"> 97</span></a>        <span class="n">d</span><span class="p">[</span><span class="s1">&#39;value&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="n">o</span><span class="o">.</span><span class="n">value</span> <span class="k">for</span> <span class="n">o</span> <span class="ow">in</span> <span class="n">ol</span><span class="p">]</span>
+</span><span id="create_json_string-98"><a href="#create_json_string-98"><span class="linenos"> 98</span></a>        <span class="n">data</span> <span class="o">=</span> <span class="n">_gen_data_d_from_list</span><span class="p">(</span><span class="n">ol</span><span class="p">)</span>
+</span><span id="create_json_string-99"><a href="#create_json_string-99"><span class="linenos"> 99</span></a>        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">data</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+</span><span id="create_json_string-100"><a href="#create_json_string-100"><span class="linenos">100</span></a>            <span class="n">d</span><span class="p">[</span><span class="s1">&#39;data&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">data</span>
+</span><span id="create_json_string-101"><a href="#create_json_string-101"><span class="linenos">101</span></a>        <span class="n">cdata</span> <span class="o">=</span> <span class="n">_gen_cdata_d_from_list</span><span class="p">(</span><span class="n">ol</span><span class="p">)</span>
+</span><span id="create_json_string-102"><a href="#create_json_string-102"><span class="linenos">102</span></a>        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">cdata</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+</span><span id="create_json_string-103"><a href="#create_json_string-103"><span class="linenos">103</span></a>            <span class="n">d</span><span class="p">[</span><span class="s1">&#39;cdata&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">cdata</span>
+</span><span id="create_json_string-104"><a href="#create_json_string-104"><span class="linenos">104</span></a>        <span class="k">return</span> <span class="n">d</span>
+</span><span id="create_json_string-105"><a href="#create_json_string-105"><span class="linenos">105</span></a>
+</span><span id="create_json_string-106"><a href="#create_json_string-106"><span class="linenos">106</span></a>    <span class="k">def</span> <span class="nf">write_Array_to_dict</span><span class="p">(</span><span class="n">oa</span><span class="p">):</span>
+</span><span id="create_json_string-107"><a href="#create_json_string-107"><span class="linenos">107</span></a>        <span class="n">ol</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">ravel</span><span class="p">(</span><span class="n">oa</span><span class="p">)</span>
+</span><span id="create_json_string-108"><a href="#create_json_string-108"><span class="linenos">108</span></a>        <span class="n">_assert_equal_properties</span><span class="p">(</span><span class="n">ol</span><span class="p">)</span>
+</span><span id="create_json_string-109"><a href="#create_json_string-109"><span class="linenos">109</span></a>        <span class="n">d</span> <span class="o">=</span> <span class="p">{}</span>
+</span><span id="create_json_string-110"><a href="#create_json_string-110"><span class="linenos">110</span></a>        <span class="n">d</span><span class="p">[</span><span class="s1">&#39;type&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="s1">&#39;Array&#39;</span>
+</span><span id="create_json_string-111"><a href="#create_json_string-111"><span class="linenos">111</span></a>        <span class="n">d</span><span class="p">[</span><span class="s1">&#39;layout&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="nb">str</span><span class="p">(</span><span class="n">oa</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span><span class="o">.</span><span class="n">lstrip</span><span class="p">(</span><span class="s1">&#39;(&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">rstrip</span><span class="p">(</span><span class="s1">&#39;)&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">rstrip</span><span class="p">(</span><span class="s1">&#39;,&#39;</span><span class="p">)</span>
+</span><span id="create_json_string-112"><a href="#create_json_string-112"><span class="linenos">112</span></a>        <span class="n">taglist</span> <span class="o">=</span> <span class="p">[</span><span class="n">o</span><span class="o">.</span><span class="n">tag</span> <span class="k">for</span> <span class="n">o</span> <span class="ow">in</span> <span class="n">ol</span><span class="p">]</span>
+</span><span id="create_json_string-113"><a href="#create_json_string-113"><span class="linenos">113</span></a>        <span class="k">if</span> <span class="n">np</span><span class="o">.</span><span class="n">any</span><span class="p">([</span><span class="n">tag</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span> <span class="k">for</span> <span class="n">tag</span> <span class="ow">in</span> <span class="n">taglist</span><span class="p">]):</span>
+</span><span id="create_json_string-114"><a href="#create_json_string-114"><span class="linenos">114</span></a>            <span class="n">d</span><span class="p">[</span><span class="s1">&#39;tag&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">taglist</span>
+</span><span id="create_json_string-115"><a href="#create_json_string-115"><span class="linenos">115</span></a>        <span class="k">if</span> <span class="n">ol</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">reweighted</span><span class="p">:</span>
+</span><span id="create_json_string-116"><a href="#create_json_string-116"><span class="linenos">116</span></a>            <span class="n">d</span><span class="p">[</span><span class="s1">&#39;reweighted&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">ol</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">reweighted</span>
+</span><span id="create_json_string-117"><a href="#create_json_string-117"><span class="linenos">117</span></a>        <span class="n">d</span><span class="p">[</span><span class="s1">&#39;value&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="n">o</span><span class="o">.</span><span class="n">value</span> <span class="k">for</span> <span class="n">o</span> <span class="ow">in</span> <span class="n">ol</span><span class="p">]</span>
+</span><span id="create_json_string-118"><a href="#create_json_string-118"><span class="linenos">118</span></a>        <span class="n">data</span> <span class="o">=</span> <span class="n">_gen_data_d_from_list</span><span class="p">(</span><span class="n">ol</span><span class="p">)</span>
+</span><span id="create_json_string-119"><a href="#create_json_string-119"><span class="linenos">119</span></a>        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">data</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+</span><span id="create_json_string-120"><a href="#create_json_string-120"><span class="linenos">120</span></a>            <span class="n">d</span><span class="p">[</span><span class="s1">&#39;data&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">data</span>
+</span><span id="create_json_string-121"><a href="#create_json_string-121"><span class="linenos">121</span></a>        <span class="n">cdata</span> <span class="o">=</span> <span class="n">_gen_cdata_d_from_list</span><span class="p">(</span><span class="n">ol</span><span class="p">)</span>
+</span><span id="create_json_string-122"><a href="#create_json_string-122"><span class="linenos">122</span></a>        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">cdata</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+</span><span id="create_json_string-123"><a href="#create_json_string-123"><span class="linenos">123</span></a>            <span class="n">d</span><span class="p">[</span><span class="s1">&#39;cdata&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">cdata</span>
+</span><span id="create_json_string-124"><a href="#create_json_string-124"><span class="linenos">124</span></a>        <span class="k">return</span> <span class="n">d</span>
+</span><span id="create_json_string-125"><a href="#create_json_string-125"><span class="linenos">125</span></a>
+</span><span id="create_json_string-126"><a href="#create_json_string-126"><span class="linenos">126</span></a>    <span class="k">def</span> <span class="nf">_nan_Obs_like</span><span class="p">(</span><span class="n">obs</span><span class="p">):</span>
+</span><span id="create_json_string-127"><a href="#create_json_string-127"><span class="linenos">127</span></a>        <span class="n">samples</span> <span class="o">=</span> <span class="p">[]</span>
+</span><span id="create_json_string-128"><a href="#create_json_string-128"><span class="linenos">128</span></a>        <span class="n">names</span> <span class="o">=</span> <span class="p">[]</span>
+</span><span id="create_json_string-129"><a href="#create_json_string-129"><span class="linenos">129</span></a>        <span class="n">idl</span> <span class="o">=</span> <span class="p">[]</span>
+</span><span id="create_json_string-130"><a href="#create_json_string-130"><span class="linenos">130</span></a>        <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">obs</span><span class="o">.</span><span class="n">idl</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+</span><span id="create_json_string-131"><a href="#create_json_string-131"><span class="linenos">131</span></a>            <span class="n">samples</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">np</span><span class="o">.</span><span class="n">nan</span><span class="p">]</span> <span class="o">*</span> <span class="nb">len</span><span class="p">(</span><span class="n">value</span><span class="p">))</span>
+</span><span id="create_json_string-132"><a href="#create_json_string-132"><span class="linenos">132</span></a>            <span class="n">names</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">key</span><span class="p">)</span>
+</span><span id="create_json_string-133"><a href="#create_json_string-133"><span class="linenos">133</span></a>            <span class="n">idl</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+</span><span id="create_json_string-134"><a href="#create_json_string-134"><span class="linenos">134</span></a>        <span class="n">my_obs</span> <span class="o">=</span> <span class="n">Obs</span><span class="p">(</span><span class="n">samples</span><span class="p">,</span> <span class="n">names</span><span class="p">,</span> <span class="n">idl</span><span class="p">)</span>
+</span><span id="create_json_string-135"><a href="#create_json_string-135"><span class="linenos">135</span></a>        <span class="n">my_obs</span><span class="o">.</span><span class="n">_covobs</span> <span class="o">=</span> <span class="n">obs</span><span class="o">.</span><span class="n">_covobs</span>
+</span><span id="create_json_string-136"><a href="#create_json_string-136"><span class="linenos">136</span></a>        <span class="k">for</span> <span class="n">name</span> <span class="ow">in</span> <span class="n">obs</span><span class="o">.</span><span class="n">_covobs</span><span class="p">:</span>
+</span><span id="create_json_string-137"><a href="#create_json_string-137"><span class="linenos">137</span></a>            <span class="n">my_obs</span><span class="o">.</span><span class="n">names</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">name</span><span class="p">)</span>
+</span><span id="create_json_string-138"><a href="#create_json_string-138"><span class="linenos">138</span></a>        <span class="n">my_obs</span><span class="o">.</span><span class="n">reweighted</span> <span class="o">=</span> <span class="n">obs</span><span class="o">.</span><span class="n">reweighted</span>
+</span><span id="create_json_string-139"><a href="#create_json_string-139"><span class="linenos">139</span></a>        <span class="n">my_obs</span><span class="o">.</span><span class="n">is_merged</span> <span class="o">=</span> <span class="n">obs</span><span class="o">.</span><span class="n">is_merged</span>
+</span><span id="create_json_string-140"><a href="#create_json_string-140"><span class="linenos">140</span></a>        <span class="k">return</span> <span class="n">my_obs</span>
+</span><span id="create_json_string-141"><a href="#create_json_string-141"><span class="linenos">141</span></a>
+</span><span id="create_json_string-142"><a href="#create_json_string-142"><span class="linenos">142</span></a>    <span class="k">def</span> <span class="nf">write_Corr_to_dict</span><span class="p">(</span><span class="n">my_corr</span><span class="p">):</span>
+</span><span id="create_json_string-143"><a href="#create_json_string-143"><span class="linenos">143</span></a>        <span class="n">first_not_none</span> <span class="o">=</span> <span class="nb">next</span><span class="p">(</span><span class="n">i</span> <span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">my_corr</span><span class="o">.</span><span class="n">content</span><span class="p">)</span> <span class="k">if</span> <span class="n">np</span><span class="o">.</span><span class="n">all</span><span class="p">(</span><span class="n">j</span><span class="p">))</span>
+</span><span id="create_json_string-144"><a href="#create_json_string-144"><span class="linenos">144</span></a>        <span class="n">dummy_array</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">empty</span><span class="p">((</span><span class="n">my_corr</span><span class="o">.</span><span class="n">N</span><span class="p">,</span> <span class="n">my_corr</span><span class="o">.</span><span class="n">N</span><span class="p">),</span> <span class="n">dtype</span><span class="o">=</span><span class="nb">object</span><span class="p">)</span>
+</span><span id="create_json_string-145"><a href="#create_json_string-145"><span class="linenos">145</span></a>        <span class="n">dummy_array</span><span class="p">[:]</span> <span class="o">=</span> <span class="n">_nan_Obs_like</span><span class="p">(</span><span class="n">my_corr</span><span class="o">.</span><span class="n">content</span><span class="p">[</span><span class="n">first_not_none</span><span class="p">]</span><span class="o">.</span><span class="n">ravel</span><span class="p">()[</span><span class="mi">0</span><span class="p">])</span>
+</span><span id="create_json_string-146"><a href="#create_json_string-146"><span class="linenos">146</span></a>        <span class="n">content</span> <span class="o">=</span> <span class="p">[</span><span class="n">o</span> <span class="k">if</span> <span class="n">o</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span> <span class="k">else</span> <span class="n">dummy_array</span> <span class="k">for</span> <span class="n">o</span> <span class="ow">in</span> <span class="n">my_corr</span><span class="o">.</span><span class="n">content</span><span class="p">]</span>
+</span><span id="create_json_string-147"><a href="#create_json_string-147"><span class="linenos">147</span></a>        <span class="n">dat</span> <span class="o">=</span> <span class="n">write_Array_to_dict</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">content</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="nb">object</span><span class="p">))</span>
+</span><span id="create_json_string-148"><a href="#create_json_string-148"><span class="linenos">148</span></a>        <span class="n">dat</span><span class="p">[</span><span class="s1">&#39;type&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="s1">&#39;Corr&#39;</span>
+</span><span id="create_json_string-149"><a href="#create_json_string-149"><span class="linenos">149</span></a>        <span class="n">corr_meta_data</span> <span class="o">=</span> <span class="nb">str</span><span class="p">(</span><span class="n">my_corr</span><span class="o">.</span><span class="n">tag</span><span class="p">)</span>
+</span><span id="create_json_string-150"><a href="#create_json_string-150"><span class="linenos">150</span></a>        <span class="k">if</span> <span class="s1">&#39;tag&#39;</span> <span class="ow">in</span> <span class="n">dat</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+</span><span id="create_json_string-151"><a href="#create_json_string-151"><span class="linenos">151</span></a>            <span class="n">dat</span><span class="p">[</span><span class="s1">&#39;tag&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">corr_meta_data</span><span class="p">)</span>
+</span><span id="create_json_string-152"><a href="#create_json_string-152"><span class="linenos">152</span></a>        <span class="k">else</span><span class="p">:</span>
+</span><span id="create_json_string-153"><a href="#create_json_string-153"><span class="linenos">153</span></a>            <span class="n">dat</span><span class="p">[</span><span class="s1">&#39;tag&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="n">corr_meta_data</span><span class="p">]</span>
+</span><span id="create_json_string-154"><a href="#create_json_string-154"><span class="linenos">154</span></a>        <span class="n">taglist</span> <span class="o">=</span> <span class="n">dat</span><span class="p">[</span><span class="s1">&#39;tag&#39;</span><span class="p">]</span>
+</span><span id="create_json_string-155"><a href="#create_json_string-155"><span class="linenos">155</span></a>        <span class="n">dat</span><span class="p">[</span><span class="s1">&#39;tag&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="p">{}</span>  <span class="c1"># tag is now a dictionary, that contains the previous taglist in the key &quot;tag&quot;</span>
+</span><span id="create_json_string-156"><a href="#create_json_string-156"><span class="linenos">156</span></a>        <span class="n">dat</span><span class="p">[</span><span class="s1">&#39;tag&#39;</span><span class="p">][</span><span class="s1">&#39;tag&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">taglist</span>
+</span><span id="create_json_string-157"><a href="#create_json_string-157"><span class="linenos">157</span></a>        <span class="k">if</span> <span class="n">my_corr</span><span class="o">.</span><span class="n">prange</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+</span><span id="create_json_string-158"><a href="#create_json_string-158"><span class="linenos">158</span></a>            <span class="n">dat</span><span class="p">[</span><span class="s1">&#39;tag&#39;</span><span class="p">][</span><span class="s1">&#39;prange&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">my_corr</span><span class="o">.</span><span class="n">prange</span>
+</span><span id="create_json_string-159"><a href="#create_json_string-159"><span class="linenos">159</span></a>        <span class="k">return</span> <span class="n">dat</span>
+</span><span id="create_json_string-160"><a href="#create_json_string-160"><span class="linenos">160</span></a>
+</span><span id="create_json_string-161"><a href="#create_json_string-161"><span class="linenos">161</span></a>    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">ol</span><span class="p">,</span> <span class="nb">list</span><span class="p">):</span>
+</span><span id="create_json_string-162"><a href="#create_json_string-162"><span class="linenos">162</span></a>        <span class="n">ol</span> <span class="o">=</span> <span class="p">[</span><span class="n">ol</span><span class="p">]</span>
+</span><span id="create_json_string-163"><a href="#create_json_string-163"><span class="linenos">163</span></a>
+</span><span id="create_json_string-164"><a href="#create_json_string-164"><span class="linenos">164</span></a>    <span class="n">d</span> <span class="o">=</span> <span class="p">{}</span>
+</span><span id="create_json_string-165"><a href="#create_json_string-165"><span class="linenos">165</span></a>    <span class="n">d</span><span class="p">[</span><span class="s1">&#39;program&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="s1">&#39;pyerrors </span><span class="si">%s</span><span class="s1">&#39;</span> <span class="o">%</span> <span class="p">(</span><span class="n">pyerrorsversion</span><span class="o">.</span><span class="n">__version__</span><span class="p">)</span>
+</span><span id="create_json_string-166"><a href="#create_json_string-166"><span class="linenos">166</span></a>    <span class="n">d</span><span class="p">[</span><span class="s1">&#39;version&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="s1">&#39;1.0&#39;</span>
+</span><span id="create_json_string-167"><a href="#create_json_string-167"><span class="linenos">167</span></a>    <span class="n">d</span><span class="p">[</span><span class="s1">&#39;who&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">getpass</span><span class="o">.</span><span class="n">getuser</span><span class="p">()</span>
+</span><span id="create_json_string-168"><a href="#create_json_string-168"><span class="linenos">168</span></a>    <span class="n">d</span><span class="p">[</span><span class="s1">&#39;date&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">datetime</span><span class="o">.</span><span class="n">datetime</span><span class="o">.</span><span class="n">now</span><span class="p">()</span><span class="o">.</span><span class="n">astimezone</span><span class="p">()</span><span class="o">.</span><span class="n">strftime</span><span class="p">(</span><span class="s1">&#39;%Y-%m-</span><span class="si">%d</span><span class="s1"> %H:%M:%S %z&#39;</span><span class="p">)</span>
+</span><span id="create_json_string-169"><a href="#create_json_string-169"><span class="linenos">169</span></a>    <span class="n">d</span><span class="p">[</span><span class="s1">&#39;host&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">socket</span><span class="o">.</span><span class="n">gethostname</span><span class="p">()</span> <span class="o">+</span> <span class="s1">&#39;, &#39;</span> <span class="o">+</span> <span class="n">platform</span><span class="o">.</span><span class="n">platform</span><span class="p">()</span>
+</span><span id="create_json_string-170"><a href="#create_json_string-170"><span class="linenos">170</span></a>
+</span><span id="create_json_string-171"><a href="#create_json_string-171"><span class="linenos">171</span></a>    <span class="k">if</span> <span class="n">description</span><span class="p">:</span>
+</span><span id="create_json_string-172"><a href="#create_json_string-172"><span class="linenos">172</span></a>        <span class="n">d</span><span class="p">[</span><span class="s1">&#39;description&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">description</span>
+</span><span id="create_json_string-173"><a href="#create_json_string-173"><span class="linenos">173</span></a>
+</span><span id="create_json_string-174"><a href="#create_json_string-174"><span class="linenos">174</span></a>    <span class="n">d</span><span class="p">[</span><span class="s1">&#39;obsdata&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="p">[]</span>
+</span><span id="create_json_string-175"><a href="#create_json_string-175"><span class="linenos">175</span></a>    <span class="k">for</span> <span class="n">io</span> <span class="ow">in</span> <span class="n">ol</span><span class="p">:</span>
+</span><span id="create_json_string-176"><a href="#create_json_string-176"><span class="linenos">176</span></a>        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">io</span><span class="p">,</span> <span class="n">Obs</span><span class="p">):</span>
+</span><span id="create_json_string-177"><a href="#create_json_string-177"><span class="linenos">177</span></a>            <span class="n">d</span><span class="p">[</span><span class="s1">&#39;obsdata&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">write_Obs_to_dict</span><span class="p">(</span><span class="n">io</span><span class="p">))</span>
+</span><span id="create_json_string-178"><a href="#create_json_string-178"><span class="linenos">178</span></a>        <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">io</span><span class="p">,</span> <span class="nb">list</span><span class="p">):</span>
+</span><span id="create_json_string-179"><a href="#create_json_string-179"><span class="linenos">179</span></a>            <span class="n">d</span><span class="p">[</span><span class="s1">&#39;obsdata&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">write_List_to_dict</span><span class="p">(</span><span class="n">io</span><span class="p">))</span>
+</span><span id="create_json_string-180"><a href="#create_json_string-180"><span class="linenos">180</span></a>        <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">io</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">):</span>
+</span><span id="create_json_string-181"><a href="#create_json_string-181"><span class="linenos">181</span></a>            <span class="n">d</span><span class="p">[</span><span class="s1">&#39;obsdata&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">write_Array_to_dict</span><span class="p">(</span><span class="n">io</span><span class="p">))</span>
+</span><span id="create_json_string-182"><a href="#create_json_string-182"><span class="linenos">182</span></a>        <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">io</span><span class="p">,</span> <span class="n">Corr</span><span class="p">):</span>
+</span><span id="create_json_string-183"><a href="#create_json_string-183"><span class="linenos">183</span></a>            <span class="n">d</span><span class="p">[</span><span class="s1">&#39;obsdata&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">write_Corr_to_dict</span><span class="p">(</span><span class="n">io</span><span class="p">))</span>
+</span><span id="create_json_string-184"><a href="#create_json_string-184"><span class="linenos">184</span></a>        <span class="k">else</span><span class="p">:</span>
+</span><span id="create_json_string-185"><a href="#create_json_string-185"><span class="linenos">185</span></a>            <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s2">&quot;Unkown datatype.&quot;</span><span class="p">)</span>
+</span><span id="create_json_string-186"><a href="#create_json_string-186"><span class="linenos">186</span></a>
+</span><span id="create_json_string-187"><a href="#create_json_string-187"><span class="linenos">187</span></a>    <span class="k">if</span> <span class="n">indent</span><span class="p">:</span>
+</span><span id="create_json_string-188"><a href="#create_json_string-188"><span class="linenos">188</span></a>        <span class="k">return</span> <span class="n">json</span><span class="o">.</span><span class="n">dumps</span><span class="p">(</span><span class="n">d</span><span class="p">,</span> <span class="n">indent</span><span class="o">=</span><span class="n">indent</span><span class="p">,</span> <span class="n">ensure_ascii</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">write_mode</span><span class="o">=</span><span class="n">json</span><span class="o">.</span><span class="n">WM_SINGLE_LINE_ARRAY</span><span class="p">)</span>
+</span><span id="create_json_string-189"><a href="#create_json_string-189"><span class="linenos">189</span></a>    <span class="k">else</span><span class="p">:</span>
+</span><span id="create_json_string-190"><a href="#create_json_string-190"><span class="linenos">190</span></a>        <span class="k">return</span> <span class="n">json</span><span class="o">.</span><span class="n">dumps</span><span class="p">(</span><span class="n">d</span><span class="p">,</span> <span class="n">indent</span><span class="o">=</span><span class="n">indent</span><span class="p">,</span> <span class="n">ensure_ascii</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">write_mode</span><span class="o">=</span><span class="n">json</span><span class="o">.</span><span class="n">WM_COMPACT</span><span class="p">)</span>
 </span></pre></div>
 
         </details>
@@ -1130,41 +1003,41 @@ saves disk space.</li>
 
             <details>
             <summary>View Source</summary>
-            <div class="pdoc-code codehilite"><pre><span></span><span id="dump_to_json-257"><a href="#dump_to_json-257"><span class="linenos">257</span></a><span class="k">def</span> <span class="nf">dump_to_json</span><span class="p">(</span><span class="n">ol</span><span class="p">,</span> <span class="n">fname</span><span class="p">,</span> <span class="n">description</span><span class="o">=</span><span class="s1">&#39;&#39;</span><span class="p">,</span> <span class="n">indent</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">gz</span><span class="o">=</span><span class="kc">True</span><span class="p">):</span>
-</span><span id="dump_to_json-258"><a href="#dump_to_json-258"><span class="linenos">258</span></a>    <span class="sd">&quot;&quot;&quot;Export a list of Obs or structures containing Obs to a .json(.gz) file</span>
-</span><span id="dump_to_json-259"><a href="#dump_to_json-259"><span class="linenos">259</span></a>
-</span><span id="dump_to_json-260"><a href="#dump_to_json-260"><span class="linenos">260</span></a><span class="sd">    Parameters</span>
-</span><span id="dump_to_json-261"><a href="#dump_to_json-261"><span class="linenos">261</span></a><span class="sd">    ----------</span>
-</span><span id="dump_to_json-262"><a href="#dump_to_json-262"><span class="linenos">262</span></a><span class="sd">    ol : list</span>
-</span><span id="dump_to_json-263"><a href="#dump_to_json-263"><span class="linenos">263</span></a><span class="sd">        List of objects that will be exported. At the moment, these objects can be</span>
-</span><span id="dump_to_json-264"><a href="#dump_to_json-264"><span class="linenos">264</span></a><span class="sd">        either of: Obs, list, numpy.ndarray, Corr.</span>
-</span><span id="dump_to_json-265"><a href="#dump_to_json-265"><span class="linenos">265</span></a><span class="sd">        All Obs inside a structure have to be defined on the same set of configurations.</span>
-</span><span id="dump_to_json-266"><a href="#dump_to_json-266"><span class="linenos">266</span></a><span class="sd">    fname : str</span>
-</span><span id="dump_to_json-267"><a href="#dump_to_json-267"><span class="linenos">267</span></a><span class="sd">        Filename of the output file.</span>
-</span><span id="dump_to_json-268"><a href="#dump_to_json-268"><span class="linenos">268</span></a><span class="sd">    description : str</span>
-</span><span id="dump_to_json-269"><a href="#dump_to_json-269"><span class="linenos">269</span></a><span class="sd">        Optional string that describes the contents of the json file.</span>
-</span><span id="dump_to_json-270"><a href="#dump_to_json-270"><span class="linenos">270</span></a><span class="sd">    indent : int</span>
-</span><span id="dump_to_json-271"><a href="#dump_to_json-271"><span class="linenos">271</span></a><span class="sd">        Specify the indentation level of the json file. None or 0 is permissible and</span>
-</span><span id="dump_to_json-272"><a href="#dump_to_json-272"><span class="linenos">272</span></a><span class="sd">        saves disk space.</span>
-</span><span id="dump_to_json-273"><a href="#dump_to_json-273"><span class="linenos">273</span></a><span class="sd">    gz : bool</span>
-</span><span id="dump_to_json-274"><a href="#dump_to_json-274"><span class="linenos">274</span></a><span class="sd">        If True, the output is a gzipped json. If False, the output is a json file.</span>
-</span><span id="dump_to_json-275"><a href="#dump_to_json-275"><span class="linenos">275</span></a><span class="sd">    &quot;&quot;&quot;</span>
-</span><span id="dump_to_json-276"><a href="#dump_to_json-276"><span class="linenos">276</span></a>
-</span><span id="dump_to_json-277"><a href="#dump_to_json-277"><span class="linenos">277</span></a>    <span class="n">jsonstring</span> <span class="o">=</span> <span class="n">create_json_string</span><span class="p">(</span><span class="n">ol</span><span class="p">,</span> <span class="n">description</span><span class="p">,</span> <span class="n">indent</span><span class="p">)</span>
-</span><span id="dump_to_json-278"><a href="#dump_to_json-278"><span class="linenos">278</span></a>
-</span><span id="dump_to_json-279"><a href="#dump_to_json-279"><span class="linenos">279</span></a>    <span class="k">if</span> <span class="ow">not</span> <span class="n">fname</span><span class="o">.</span><span class="n">endswith</span><span class="p">(</span><span class="s1">&#39;.json&#39;</span><span class="p">)</span> <span class="ow">and</span> <span class="ow">not</span> <span class="n">fname</span><span class="o">.</span><span class="n">endswith</span><span class="p">(</span><span class="s1">&#39;.gz&#39;</span><span class="p">):</span>
-</span><span id="dump_to_json-280"><a href="#dump_to_json-280"><span class="linenos">280</span></a>        <span class="n">fname</span> <span class="o">+=</span> <span class="s1">&#39;.json&#39;</span>
-</span><span id="dump_to_json-281"><a href="#dump_to_json-281"><span class="linenos">281</span></a>
-</span><span id="dump_to_json-282"><a href="#dump_to_json-282"><span class="linenos">282</span></a>    <span class="k">if</span> <span class="n">gz</span><span class="p">:</span>
-</span><span id="dump_to_json-283"><a href="#dump_to_json-283"><span class="linenos">283</span></a>        <span class="k">if</span> <span class="ow">not</span> <span class="n">fname</span><span class="o">.</span><span class="n">endswith</span><span class="p">(</span><span class="s1">&#39;.gz&#39;</span><span class="p">):</span>
-</span><span id="dump_to_json-284"><a href="#dump_to_json-284"><span class="linenos">284</span></a>            <span class="n">fname</span> <span class="o">+=</span> <span class="s1">&#39;.gz&#39;</span>
-</span><span id="dump_to_json-285"><a href="#dump_to_json-285"><span class="linenos">285</span></a>
-</span><span id="dump_to_json-286"><a href="#dump_to_json-286"><span class="linenos">286</span></a>        <span class="n">fp</span> <span class="o">=</span> <span class="n">gzip</span><span class="o">.</span><span class="n">open</span><span class="p">(</span><span class="n">fname</span><span class="p">,</span> <span class="s1">&#39;wb&#39;</span><span class="p">)</span>
-</span><span id="dump_to_json-287"><a href="#dump_to_json-287"><span class="linenos">287</span></a>        <span class="n">fp</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="n">jsonstring</span><span class="o">.</span><span class="n">encode</span><span class="p">(</span><span class="s1">&#39;utf-8&#39;</span><span class="p">))</span>
-</span><span id="dump_to_json-288"><a href="#dump_to_json-288"><span class="linenos">288</span></a>    <span class="k">else</span><span class="p">:</span>
-</span><span id="dump_to_json-289"><a href="#dump_to_json-289"><span class="linenos">289</span></a>        <span class="n">fp</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="n">fname</span><span class="p">,</span> <span class="s1">&#39;w&#39;</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span>
-</span><span id="dump_to_json-290"><a href="#dump_to_json-290"><span class="linenos">290</span></a>        <span class="n">fp</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="n">jsonstring</span><span class="p">)</span>
-</span><span id="dump_to_json-291"><a href="#dump_to_json-291"><span class="linenos">291</span></a>    <span class="n">fp</span><span class="o">.</span><span class="n">close</span><span class="p">()</span>
+            <div class="pdoc-code codehilite"><pre><span></span><span id="dump_to_json-193"><a href="#dump_to_json-193"><span class="linenos">193</span></a><span class="k">def</span> <span class="nf">dump_to_json</span><span class="p">(</span><span class="n">ol</span><span class="p">,</span> <span class="n">fname</span><span class="p">,</span> <span class="n">description</span><span class="o">=</span><span class="s1">&#39;&#39;</span><span class="p">,</span> <span class="n">indent</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">gz</span><span class="o">=</span><span class="kc">True</span><span class="p">):</span>
+</span><span id="dump_to_json-194"><a href="#dump_to_json-194"><span class="linenos">194</span></a>    <span class="sd">&quot;&quot;&quot;Export a list of Obs or structures containing Obs to a .json(.gz) file</span>
+</span><span id="dump_to_json-195"><a href="#dump_to_json-195"><span class="linenos">195</span></a>
+</span><span id="dump_to_json-196"><a href="#dump_to_json-196"><span class="linenos">196</span></a><span class="sd">    Parameters</span>
+</span><span id="dump_to_json-197"><a href="#dump_to_json-197"><span class="linenos">197</span></a><span class="sd">    ----------</span>
+</span><span id="dump_to_json-198"><a href="#dump_to_json-198"><span class="linenos">198</span></a><span class="sd">    ol : list</span>
+</span><span id="dump_to_json-199"><a href="#dump_to_json-199"><span class="linenos">199</span></a><span class="sd">        List of objects that will be exported. At the moment, these objects can be</span>
+</span><span id="dump_to_json-200"><a href="#dump_to_json-200"><span class="linenos">200</span></a><span class="sd">        either of: Obs, list, numpy.ndarray, Corr.</span>
+</span><span id="dump_to_json-201"><a href="#dump_to_json-201"><span class="linenos">201</span></a><span class="sd">        All Obs inside a structure have to be defined on the same set of configurations.</span>
+</span><span id="dump_to_json-202"><a href="#dump_to_json-202"><span class="linenos">202</span></a><span class="sd">    fname : str</span>
+</span><span id="dump_to_json-203"><a href="#dump_to_json-203"><span class="linenos">203</span></a><span class="sd">        Filename of the output file.</span>
+</span><span id="dump_to_json-204"><a href="#dump_to_json-204"><span class="linenos">204</span></a><span class="sd">    description : str</span>
+</span><span id="dump_to_json-205"><a href="#dump_to_json-205"><span class="linenos">205</span></a><span class="sd">        Optional string that describes the contents of the json file.</span>
+</span><span id="dump_to_json-206"><a href="#dump_to_json-206"><span class="linenos">206</span></a><span class="sd">    indent : int</span>
+</span><span id="dump_to_json-207"><a href="#dump_to_json-207"><span class="linenos">207</span></a><span class="sd">        Specify the indentation level of the json file. None or 0 is permissible and</span>
+</span><span id="dump_to_json-208"><a href="#dump_to_json-208"><span class="linenos">208</span></a><span class="sd">        saves disk space.</span>
+</span><span id="dump_to_json-209"><a href="#dump_to_json-209"><span class="linenos">209</span></a><span class="sd">    gz : bool</span>
+</span><span id="dump_to_json-210"><a href="#dump_to_json-210"><span class="linenos">210</span></a><span class="sd">        If True, the output is a gzipped json. If False, the output is a json file.</span>
+</span><span id="dump_to_json-211"><a href="#dump_to_json-211"><span class="linenos">211</span></a><span class="sd">    &quot;&quot;&quot;</span>
+</span><span id="dump_to_json-212"><a href="#dump_to_json-212"><span class="linenos">212</span></a>
+</span><span id="dump_to_json-213"><a href="#dump_to_json-213"><span class="linenos">213</span></a>    <span class="n">jsonstring</span> <span class="o">=</span> <span class="n">create_json_string</span><span class="p">(</span><span class="n">ol</span><span class="p">,</span> <span class="n">description</span><span class="p">,</span> <span class="n">indent</span><span class="p">)</span>
+</span><span id="dump_to_json-214"><a href="#dump_to_json-214"><span class="linenos">214</span></a>
+</span><span id="dump_to_json-215"><a href="#dump_to_json-215"><span class="linenos">215</span></a>    <span class="k">if</span> <span class="ow">not</span> <span class="n">fname</span><span class="o">.</span><span class="n">endswith</span><span class="p">(</span><span class="s1">&#39;.json&#39;</span><span class="p">)</span> <span class="ow">and</span> <span class="ow">not</span> <span class="n">fname</span><span class="o">.</span><span class="n">endswith</span><span class="p">(</span><span class="s1">&#39;.gz&#39;</span><span class="p">):</span>
+</span><span id="dump_to_json-216"><a href="#dump_to_json-216"><span class="linenos">216</span></a>        <span class="n">fname</span> <span class="o">+=</span> <span class="s1">&#39;.json&#39;</span>
+</span><span id="dump_to_json-217"><a href="#dump_to_json-217"><span class="linenos">217</span></a>
+</span><span id="dump_to_json-218"><a href="#dump_to_json-218"><span class="linenos">218</span></a>    <span class="k">if</span> <span class="n">gz</span><span class="p">:</span>
+</span><span id="dump_to_json-219"><a href="#dump_to_json-219"><span class="linenos">219</span></a>        <span class="k">if</span> <span class="ow">not</span> <span class="n">fname</span><span class="o">.</span><span class="n">endswith</span><span class="p">(</span><span class="s1">&#39;.gz&#39;</span><span class="p">):</span>
+</span><span id="dump_to_json-220"><a href="#dump_to_json-220"><span class="linenos">220</span></a>            <span class="n">fname</span> <span class="o">+=</span> <span class="s1">&#39;.gz&#39;</span>
+</span><span id="dump_to_json-221"><a href="#dump_to_json-221"><span class="linenos">221</span></a>
+</span><span id="dump_to_json-222"><a href="#dump_to_json-222"><span class="linenos">222</span></a>        <span class="n">fp</span> <span class="o">=</span> <span class="n">gzip</span><span class="o">.</span><span class="n">open</span><span class="p">(</span><span class="n">fname</span><span class="p">,</span> <span class="s1">&#39;wb&#39;</span><span class="p">)</span>
+</span><span id="dump_to_json-223"><a href="#dump_to_json-223"><span class="linenos">223</span></a>        <span class="n">fp</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="n">jsonstring</span><span class="o">.</span><span class="n">encode</span><span class="p">(</span><span class="s1">&#39;utf-8&#39;</span><span class="p">))</span>
+</span><span id="dump_to_json-224"><a href="#dump_to_json-224"><span class="linenos">224</span></a>    <span class="k">else</span><span class="p">:</span>
+</span><span id="dump_to_json-225"><a href="#dump_to_json-225"><span class="linenos">225</span></a>        <span class="n">fp</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="n">fname</span><span class="p">,</span> <span class="s1">&#39;w&#39;</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span>
+</span><span id="dump_to_json-226"><a href="#dump_to_json-226"><span class="linenos">226</span></a>        <span class="n">fp</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="n">jsonstring</span><span class="p">)</span>
+</span><span id="dump_to_json-227"><a href="#dump_to_json-227"><span class="linenos">227</span></a>    <span class="n">fp</span><span class="o">.</span><span class="n">close</span><span class="p">()</span>
 </span></pre></div>
 
         </details>
@@ -1202,24 +1075,24 @@ If True, the output is a gzipped json. If False, the output is a json file.</li>
 
             <details>
             <summary>View Source</summary>
-            <div class="pdoc-code codehilite"><pre><span></span><span id="import_json_string-497"><a href="#import_json_string-497"><span class="linenos">497</span></a><span class="k">def</span> <span class="nf">import_json_string</span><span class="p">(</span><span class="n">json_string</span><span class="p">,</span> <span class="n">verbose</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">full_output</span><span class="o">=</span><span class="kc">False</span><span class="p">):</span>
-</span><span id="import_json_string-498"><a href="#import_json_string-498"><span class="linenos">498</span></a>    <span class="sd">&quot;&quot;&quot;Reconstruct a list of Obs or structures containing Obs from a json string.</span>
-</span><span id="import_json_string-499"><a href="#import_json_string-499"><span class="linenos">499</span></a>
-</span><span id="import_json_string-500"><a href="#import_json_string-500"><span class="linenos">500</span></a><span class="sd">    The following structures are supported: Obs, list, numpy.ndarray, Corr</span>
-</span><span id="import_json_string-501"><a href="#import_json_string-501"><span class="linenos">501</span></a><span class="sd">    If the list contains only one element, it is unpacked from the list.</span>
-</span><span id="import_json_string-502"><a href="#import_json_string-502"><span class="linenos">502</span></a>
-</span><span id="import_json_string-503"><a href="#import_json_string-503"><span class="linenos">503</span></a><span class="sd">    Parameters</span>
-</span><span id="import_json_string-504"><a href="#import_json_string-504"><span class="linenos">504</span></a><span class="sd">    ----------</span>
-</span><span id="import_json_string-505"><a href="#import_json_string-505"><span class="linenos">505</span></a><span class="sd">    json_string : str</span>
-</span><span id="import_json_string-506"><a href="#import_json_string-506"><span class="linenos">506</span></a><span class="sd">        json string containing the data.</span>
-</span><span id="import_json_string-507"><a href="#import_json_string-507"><span class="linenos">507</span></a><span class="sd">    verbose : bool</span>
-</span><span id="import_json_string-508"><a href="#import_json_string-508"><span class="linenos">508</span></a><span class="sd">        Print additional information that was written to the file.</span>
-</span><span id="import_json_string-509"><a href="#import_json_string-509"><span class="linenos">509</span></a><span class="sd">    full_output : bool</span>
-</span><span id="import_json_string-510"><a href="#import_json_string-510"><span class="linenos">510</span></a><span class="sd">        If True, a dict containing auxiliary information and the data is returned.</span>
-</span><span id="import_json_string-511"><a href="#import_json_string-511"><span class="linenos">511</span></a><span class="sd">        If False, only the data is returned.</span>
-</span><span id="import_json_string-512"><a href="#import_json_string-512"><span class="linenos">512</span></a><span class="sd">    &quot;&quot;&quot;</span>
-</span><span id="import_json_string-513"><a href="#import_json_string-513"><span class="linenos">513</span></a>
-</span><span id="import_json_string-514"><a href="#import_json_string-514"><span class="linenos">514</span></a>    <span class="k">return</span> <span class="n">_parse_json_dict</span><span class="p">(</span><span class="n">json</span><span class="o">.</span><span class="n">loads</span><span class="p">(</span><span class="n">json_string</span><span class="p">),</span> <span class="n">verbose</span><span class="p">,</span> <span class="n">full_output</span><span class="p">)</span>
+            <div class="pdoc-code codehilite"><pre><span></span><span id="import_json_string-433"><a href="#import_json_string-433"><span class="linenos">433</span></a><span class="k">def</span> <span class="nf">import_json_string</span><span class="p">(</span><span class="n">json_string</span><span class="p">,</span> <span class="n">verbose</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">full_output</span><span class="o">=</span><span class="kc">False</span><span class="p">):</span>
+</span><span id="import_json_string-434"><a href="#import_json_string-434"><span class="linenos">434</span></a>    <span class="sd">&quot;&quot;&quot;Reconstruct a list of Obs or structures containing Obs from a json string.</span>
+</span><span id="import_json_string-435"><a href="#import_json_string-435"><span class="linenos">435</span></a>
+</span><span id="import_json_string-436"><a href="#import_json_string-436"><span class="linenos">436</span></a><span class="sd">    The following structures are supported: Obs, list, numpy.ndarray, Corr</span>
+</span><span id="import_json_string-437"><a href="#import_json_string-437"><span class="linenos">437</span></a><span class="sd">    If the list contains only one element, it is unpacked from the list.</span>
+</span><span id="import_json_string-438"><a href="#import_json_string-438"><span class="linenos">438</span></a>
+</span><span id="import_json_string-439"><a href="#import_json_string-439"><span class="linenos">439</span></a><span class="sd">    Parameters</span>
+</span><span id="import_json_string-440"><a href="#import_json_string-440"><span class="linenos">440</span></a><span class="sd">    ----------</span>
+</span><span id="import_json_string-441"><a href="#import_json_string-441"><span class="linenos">441</span></a><span class="sd">    json_string : str</span>
+</span><span id="import_json_string-442"><a href="#import_json_string-442"><span class="linenos">442</span></a><span class="sd">        json string containing the data.</span>
+</span><span id="import_json_string-443"><a href="#import_json_string-443"><span class="linenos">443</span></a><span class="sd">    verbose : bool</span>
+</span><span id="import_json_string-444"><a href="#import_json_string-444"><span class="linenos">444</span></a><span class="sd">        Print additional information that was written to the file.</span>
+</span><span id="import_json_string-445"><a href="#import_json_string-445"><span class="linenos">445</span></a><span class="sd">    full_output : bool</span>
+</span><span id="import_json_string-446"><a href="#import_json_string-446"><span class="linenos">446</span></a><span class="sd">        If True, a dict containing auxiliary information and the data is returned.</span>
+</span><span id="import_json_string-447"><a href="#import_json_string-447"><span class="linenos">447</span></a><span class="sd">        If False, only the data is returned.</span>
+</span><span id="import_json_string-448"><a href="#import_json_string-448"><span class="linenos">448</span></a><span class="sd">    &quot;&quot;&quot;</span>
+</span><span id="import_json_string-449"><a href="#import_json_string-449"><span class="linenos">449</span></a>
+</span><span id="import_json_string-450"><a href="#import_json_string-450"><span class="linenos">450</span></a>    <span class="k">return</span> <span class="n">_parse_json_dict</span><span class="p">(</span><span class="n">json</span><span class="o">.</span><span class="n">loads</span><span class="p">(</span><span class="n">json_string</span><span class="p">),</span> <span class="n">verbose</span><span class="p">,</span> <span class="n">full_output</span><span class="p">)</span>
 </span></pre></div>
 
         </details>
@@ -1254,38 +1127,38 @@ If False, only the data is returned.</li>
 
             <details>
             <summary>View Source</summary>
-            <div class="pdoc-code codehilite"><pre><span></span><span id="load_json-517"><a href="#load_json-517"><span class="linenos">517</span></a><span class="k">def</span> <span class="nf">load_json</span><span class="p">(</span><span class="n">fname</span><span class="p">,</span> <span class="n">verbose</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">gz</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">full_output</span><span class="o">=</span><span class="kc">False</span><span class="p">):</span>
-</span><span id="load_json-518"><a href="#load_json-518"><span class="linenos">518</span></a>    <span class="sd">&quot;&quot;&quot;Import a list of Obs or structures containing Obs from a .json(.gz) file.</span>
-</span><span id="load_json-519"><a href="#load_json-519"><span class="linenos">519</span></a>
-</span><span id="load_json-520"><a href="#load_json-520"><span class="linenos">520</span></a><span class="sd">    The following structures are supported: Obs, list, numpy.ndarray, Corr</span>
-</span><span id="load_json-521"><a href="#load_json-521"><span class="linenos">521</span></a><span class="sd">    If the list contains only one element, it is unpacked from the list.</span>
-</span><span id="load_json-522"><a href="#load_json-522"><span class="linenos">522</span></a>
-</span><span id="load_json-523"><a href="#load_json-523"><span class="linenos">523</span></a><span class="sd">    Parameters</span>
-</span><span id="load_json-524"><a href="#load_json-524"><span class="linenos">524</span></a><span class="sd">    ----------</span>
-</span><span id="load_json-525"><a href="#load_json-525"><span class="linenos">525</span></a><span class="sd">    fname : str</span>
-</span><span id="load_json-526"><a href="#load_json-526"><span class="linenos">526</span></a><span class="sd">        Filename of the input file.</span>
-</span><span id="load_json-527"><a href="#load_json-527"><span class="linenos">527</span></a><span class="sd">    verbose : bool</span>
-</span><span id="load_json-528"><a href="#load_json-528"><span class="linenos">528</span></a><span class="sd">        Print additional information that was written to the file.</span>
-</span><span id="load_json-529"><a href="#load_json-529"><span class="linenos">529</span></a><span class="sd">    gz : bool</span>
-</span><span id="load_json-530"><a href="#load_json-530"><span class="linenos">530</span></a><span class="sd">        If True, assumes that data is gzipped. If False, assumes JSON file.</span>
-</span><span id="load_json-531"><a href="#load_json-531"><span class="linenos">531</span></a><span class="sd">    full_output : bool</span>
-</span><span id="load_json-532"><a href="#load_json-532"><span class="linenos">532</span></a><span class="sd">        If True, a dict containing auxiliary information and the data is returned.</span>
-</span><span id="load_json-533"><a href="#load_json-533"><span class="linenos">533</span></a><span class="sd">        If False, only the data is returned.</span>
-</span><span id="load_json-534"><a href="#load_json-534"><span class="linenos">534</span></a><span class="sd">    &quot;&quot;&quot;</span>
-</span><span id="load_json-535"><a href="#load_json-535"><span class="linenos">535</span></a>    <span class="k">if</span> <span class="ow">not</span> <span class="n">fname</span><span class="o">.</span><span class="n">endswith</span><span class="p">(</span><span class="s1">&#39;.json&#39;</span><span class="p">)</span> <span class="ow">and</span> <span class="ow">not</span> <span class="n">fname</span><span class="o">.</span><span class="n">endswith</span><span class="p">(</span><span class="s1">&#39;.gz&#39;</span><span class="p">):</span>
-</span><span id="load_json-536"><a href="#load_json-536"><span class="linenos">536</span></a>        <span class="n">fname</span> <span class="o">+=</span> <span class="s1">&#39;.json&#39;</span>
-</span><span id="load_json-537"><a href="#load_json-537"><span class="linenos">537</span></a>    <span class="k">if</span> <span class="n">gz</span><span class="p">:</span>
-</span><span id="load_json-538"><a href="#load_json-538"><span class="linenos">538</span></a>        <span class="k">if</span> <span class="ow">not</span> <span class="n">fname</span><span class="o">.</span><span class="n">endswith</span><span class="p">(</span><span class="s1">&#39;.gz&#39;</span><span class="p">):</span>
-</span><span id="load_json-539"><a href="#load_json-539"><span class="linenos">539</span></a>            <span class="n">fname</span> <span class="o">+=</span> <span class="s1">&#39;.gz&#39;</span>
-</span><span id="load_json-540"><a href="#load_json-540"><span class="linenos">540</span></a>        <span class="k">with</span> <span class="n">gzip</span><span class="o">.</span><span class="n">open</span><span class="p">(</span><span class="n">fname</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">fin</span><span class="p">:</span>
-</span><span id="load_json-541"><a href="#load_json-541"><span class="linenos">541</span></a>            <span class="n">d</span> <span class="o">=</span> <span class="n">json</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="n">fin</span><span class="p">)</span>
-</span><span id="load_json-542"><a href="#load_json-542"><span class="linenos">542</span></a>    <span class="k">else</span><span class="p">:</span>
-</span><span id="load_json-543"><a href="#load_json-543"><span class="linenos">543</span></a>        <span class="k">if</span> <span class="n">fname</span><span class="o">.</span><span class="n">endswith</span><span class="p">(</span><span class="s1">&#39;.gz&#39;</span><span class="p">):</span>
-</span><span id="load_json-544"><a href="#load_json-544"><span class="linenos">544</span></a>            <span class="n">warnings</span><span class="o">.</span><span class="n">warn</span><span class="p">(</span><span class="s2">&quot;Trying to read from </span><span class="si">%s</span><span class="s2"> without unzipping!&quot;</span> <span class="o">%</span> <span class="n">fname</span><span class="p">,</span> <span class="ne">UserWarning</span><span class="p">)</span>
-</span><span id="load_json-545"><a href="#load_json-545"><span class="linenos">545</span></a>        <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">fname</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">fin</span><span class="p">:</span>
-</span><span id="load_json-546"><a href="#load_json-546"><span class="linenos">546</span></a>            <span class="n">d</span> <span class="o">=</span> <span class="n">json</span><span class="o">.</span><span class="n">loads</span><span class="p">(</span><span class="n">fin</span><span class="o">.</span><span class="n">read</span><span class="p">())</span>
-</span><span id="load_json-547"><a href="#load_json-547"><span class="linenos">547</span></a>
-</span><span id="load_json-548"><a href="#load_json-548"><span class="linenos">548</span></a>    <span class="k">return</span> <span class="n">_parse_json_dict</span><span class="p">(</span><span class="n">d</span><span class="p">,</span> <span class="n">verbose</span><span class="p">,</span> <span class="n">full_output</span><span class="p">)</span>
+            <div class="pdoc-code codehilite"><pre><span></span><span id="load_json-453"><a href="#load_json-453"><span class="linenos">453</span></a><span class="k">def</span> <span class="nf">load_json</span><span class="p">(</span><span class="n">fname</span><span class="p">,</span> <span class="n">verbose</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">gz</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">full_output</span><span class="o">=</span><span class="kc">False</span><span class="p">):</span>
+</span><span id="load_json-454"><a href="#load_json-454"><span class="linenos">454</span></a>    <span class="sd">&quot;&quot;&quot;Import a list of Obs or structures containing Obs from a .json(.gz) file.</span>
+</span><span id="load_json-455"><a href="#load_json-455"><span class="linenos">455</span></a>
+</span><span id="load_json-456"><a href="#load_json-456"><span class="linenos">456</span></a><span class="sd">    The following structures are supported: Obs, list, numpy.ndarray, Corr</span>
+</span><span id="load_json-457"><a href="#load_json-457"><span class="linenos">457</span></a><span class="sd">    If the list contains only one element, it is unpacked from the list.</span>
+</span><span id="load_json-458"><a href="#load_json-458"><span class="linenos">458</span></a>
+</span><span id="load_json-459"><a href="#load_json-459"><span class="linenos">459</span></a><span class="sd">    Parameters</span>
+</span><span id="load_json-460"><a href="#load_json-460"><span class="linenos">460</span></a><span class="sd">    ----------</span>
+</span><span id="load_json-461"><a href="#load_json-461"><span class="linenos">461</span></a><span class="sd">    fname : str</span>
+</span><span id="load_json-462"><a href="#load_json-462"><span class="linenos">462</span></a><span class="sd">        Filename of the input file.</span>
+</span><span id="load_json-463"><a href="#load_json-463"><span class="linenos">463</span></a><span class="sd">    verbose : bool</span>
+</span><span id="load_json-464"><a href="#load_json-464"><span class="linenos">464</span></a><span class="sd">        Print additional information that was written to the file.</span>
+</span><span id="load_json-465"><a href="#load_json-465"><span class="linenos">465</span></a><span class="sd">    gz : bool</span>
+</span><span id="load_json-466"><a href="#load_json-466"><span class="linenos">466</span></a><span class="sd">        If True, assumes that data is gzipped. If False, assumes JSON file.</span>
+</span><span id="load_json-467"><a href="#load_json-467"><span class="linenos">467</span></a><span class="sd">    full_output : bool</span>
+</span><span id="load_json-468"><a href="#load_json-468"><span class="linenos">468</span></a><span class="sd">        If True, a dict containing auxiliary information and the data is returned.</span>
+</span><span id="load_json-469"><a href="#load_json-469"><span class="linenos">469</span></a><span class="sd">        If False, only the data is returned.</span>
+</span><span id="load_json-470"><a href="#load_json-470"><span class="linenos">470</span></a><span class="sd">    &quot;&quot;&quot;</span>
+</span><span id="load_json-471"><a href="#load_json-471"><span class="linenos">471</span></a>    <span class="k">if</span> <span class="ow">not</span> <span class="n">fname</span><span class="o">.</span><span class="n">endswith</span><span class="p">(</span><span class="s1">&#39;.json&#39;</span><span class="p">)</span> <span class="ow">and</span> <span class="ow">not</span> <span class="n">fname</span><span class="o">.</span><span class="n">endswith</span><span class="p">(</span><span class="s1">&#39;.gz&#39;</span><span class="p">):</span>
+</span><span id="load_json-472"><a href="#load_json-472"><span class="linenos">472</span></a>        <span class="n">fname</span> <span class="o">+=</span> <span class="s1">&#39;.json&#39;</span>
+</span><span id="load_json-473"><a href="#load_json-473"><span class="linenos">473</span></a>    <span class="k">if</span> <span class="n">gz</span><span class="p">:</span>
+</span><span id="load_json-474"><a href="#load_json-474"><span class="linenos">474</span></a>        <span class="k">if</span> <span class="ow">not</span> <span class="n">fname</span><span class="o">.</span><span class="n">endswith</span><span class="p">(</span><span class="s1">&#39;.gz&#39;</span><span class="p">):</span>
+</span><span id="load_json-475"><a href="#load_json-475"><span class="linenos">475</span></a>            <span class="n">fname</span> <span class="o">+=</span> <span class="s1">&#39;.gz&#39;</span>
+</span><span id="load_json-476"><a href="#load_json-476"><span class="linenos">476</span></a>        <span class="k">with</span> <span class="n">gzip</span><span class="o">.</span><span class="n">open</span><span class="p">(</span><span class="n">fname</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">fin</span><span class="p">:</span>
+</span><span id="load_json-477"><a href="#load_json-477"><span class="linenos">477</span></a>            <span class="n">d</span> <span class="o">=</span> <span class="n">json</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="n">fin</span><span class="p">)</span>
+</span><span id="load_json-478"><a href="#load_json-478"><span class="linenos">478</span></a>    <span class="k">else</span><span class="p">:</span>
+</span><span id="load_json-479"><a href="#load_json-479"><span class="linenos">479</span></a>        <span class="k">if</span> <span class="n">fname</span><span class="o">.</span><span class="n">endswith</span><span class="p">(</span><span class="s1">&#39;.gz&#39;</span><span class="p">):</span>
+</span><span id="load_json-480"><a href="#load_json-480"><span class="linenos">480</span></a>            <span class="n">warnings</span><span class="o">.</span><span class="n">warn</span><span class="p">(</span><span class="s2">&quot;Trying to read from </span><span class="si">%s</span><span class="s2"> without unzipping!&quot;</span> <span class="o">%</span> <span class="n">fname</span><span class="p">,</span> <span class="ne">UserWarning</span><span class="p">)</span>
+</span><span id="load_json-481"><a href="#load_json-481"><span class="linenos">481</span></a>        <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">fname</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">fin</span><span class="p">:</span>
+</span><span id="load_json-482"><a href="#load_json-482"><span class="linenos">482</span></a>            <span class="n">d</span> <span class="o">=</span> <span class="n">json</span><span class="o">.</span><span class="n">loads</span><span class="p">(</span><span class="n">fin</span><span class="o">.</span><span class="n">read</span><span class="p">())</span>
+</span><span id="load_json-483"><a href="#load_json-483"><span class="linenos">483</span></a>
+</span><span id="load_json-484"><a href="#load_json-484"><span class="linenos">484</span></a>    <span class="k">return</span> <span class="n">_parse_json_dict</span><span class="p">(</span><span class="n">d</span><span class="p">,</span> <span class="n">verbose</span><span class="p">,</span> <span class="n">full_output</span><span class="p">)</span>
 </span></pre></div>
 
         </details>
@@ -1322,40 +1195,40 @@ If False, only the data is returned.</li>
 
             <details>
             <summary>View Source</summary>
-            <div class="pdoc-code codehilite"><pre><span></span><span id="dump_dict_to_json-631"><a href="#dump_dict_to_json-631"><span class="linenos">631</span></a><span class="k">def</span> <span class="nf">dump_dict_to_json</span><span class="p">(</span><span class="n">od</span><span class="p">,</span> <span class="n">fname</span><span class="p">,</span> <span class="n">description</span><span class="o">=</span><span class="s1">&#39;&#39;</span><span class="p">,</span> <span class="n">indent</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">reps</span><span class="o">=</span><span class="s1">&#39;DICTOBS&#39;</span><span class="p">,</span> <span class="n">gz</span><span class="o">=</span><span class="kc">True</span><span class="p">):</span>
-</span><span id="dump_dict_to_json-632"><a href="#dump_dict_to_json-632"><span class="linenos">632</span></a>    <span class="sd">&quot;&quot;&quot;Export a dict of Obs or structures containing Obs to a .json(.gz) file</span>
-</span><span id="dump_dict_to_json-633"><a href="#dump_dict_to_json-633"><span class="linenos">633</span></a>
-</span><span id="dump_dict_to_json-634"><a href="#dump_dict_to_json-634"><span class="linenos">634</span></a><span class="sd">    Parameters</span>
-</span><span id="dump_dict_to_json-635"><a href="#dump_dict_to_json-635"><span class="linenos">635</span></a><span class="sd">    ----------</span>
-</span><span id="dump_dict_to_json-636"><a href="#dump_dict_to_json-636"><span class="linenos">636</span></a><span class="sd">    od : dict</span>
-</span><span id="dump_dict_to_json-637"><a href="#dump_dict_to_json-637"><span class="linenos">637</span></a><span class="sd">        Dict of JSON valid structures and objects that will be exported.</span>
-</span><span id="dump_dict_to_json-638"><a href="#dump_dict_to_json-638"><span class="linenos">638</span></a><span class="sd">        At the moment, these objects can be either of: Obs, list, numpy.ndarray, Corr.</span>
-</span><span id="dump_dict_to_json-639"><a href="#dump_dict_to_json-639"><span class="linenos">639</span></a><span class="sd">        All Obs inside a structure have to be defined on the same set of configurations.</span>
-</span><span id="dump_dict_to_json-640"><a href="#dump_dict_to_json-640"><span class="linenos">640</span></a><span class="sd">    fname : str</span>
-</span><span id="dump_dict_to_json-641"><a href="#dump_dict_to_json-641"><span class="linenos">641</span></a><span class="sd">        Filename of the output file.</span>
-</span><span id="dump_dict_to_json-642"><a href="#dump_dict_to_json-642"><span class="linenos">642</span></a><span class="sd">    description : str</span>
-</span><span id="dump_dict_to_json-643"><a href="#dump_dict_to_json-643"><span class="linenos">643</span></a><span class="sd">        Optional string that describes the contents of the json file.</span>
-</span><span id="dump_dict_to_json-644"><a href="#dump_dict_to_json-644"><span class="linenos">644</span></a><span class="sd">    indent : int</span>
-</span><span id="dump_dict_to_json-645"><a href="#dump_dict_to_json-645"><span class="linenos">645</span></a><span class="sd">        Specify the indentation level of the json file. None or 0 is permissible and</span>
-</span><span id="dump_dict_to_json-646"><a href="#dump_dict_to_json-646"><span class="linenos">646</span></a><span class="sd">        saves disk space.</span>
-</span><span id="dump_dict_to_json-647"><a href="#dump_dict_to_json-647"><span class="linenos">647</span></a><span class="sd">    reps : str</span>
-</span><span id="dump_dict_to_json-648"><a href="#dump_dict_to_json-648"><span class="linenos">648</span></a><span class="sd">        Specify the structure of the placeholder in exported dict to be reps[0-9]+.</span>
-</span><span id="dump_dict_to_json-649"><a href="#dump_dict_to_json-649"><span class="linenos">649</span></a><span class="sd">    gz : bool</span>
-</span><span id="dump_dict_to_json-650"><a href="#dump_dict_to_json-650"><span class="linenos">650</span></a><span class="sd">        If True, the output is a gzipped json. If False, the output is a json file.</span>
-</span><span id="dump_dict_to_json-651"><a href="#dump_dict_to_json-651"><span class="linenos">651</span></a><span class="sd">    &quot;&quot;&quot;</span>
-</span><span id="dump_dict_to_json-652"><a href="#dump_dict_to_json-652"><span class="linenos">652</span></a>
-</span><span id="dump_dict_to_json-653"><a href="#dump_dict_to_json-653"><span class="linenos">653</span></a>    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">od</span><span class="p">,</span> <span class="nb">dict</span><span class="p">):</span>
-</span><span id="dump_dict_to_json-654"><a href="#dump_dict_to_json-654"><span class="linenos">654</span></a>        <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s1">&#39;od has to be a dictionary. Did you want to use dump_to_json?&#39;</span><span class="p">)</span>
-</span><span id="dump_dict_to_json-655"><a href="#dump_dict_to_json-655"><span class="linenos">655</span></a>
-</span><span id="dump_dict_to_json-656"><a href="#dump_dict_to_json-656"><span class="linenos">656</span></a>    <span class="n">infostring</span> <span class="o">=</span> <span class="p">(</span><span class="s1">&#39;This JSON file contains a python dictionary that has been parsed to a list of structures. &#39;</span>
-</span><span id="dump_dict_to_json-657"><a href="#dump_dict_to_json-657"><span class="linenos">657</span></a>                  <span class="s1">&#39;OBSDICT contains the dictionary, where Obs or other structures have been replaced by &#39;</span>
-</span><span id="dump_dict_to_json-658"><a href="#dump_dict_to_json-658"><span class="linenos">658</span></a>                  <span class="s1">&#39;&#39;</span> <span class="o">+</span> <span class="n">reps</span> <span class="o">+</span> <span class="s1">&#39;[0-9]+. The field description contains the additional description of this JSON file. &#39;</span>
-</span><span id="dump_dict_to_json-659"><a href="#dump_dict_to_json-659"><span class="linenos">659</span></a>                  <span class="s1">&#39;This file may be parsed to a dict with the pyerrors routine load_json_dict.&#39;</span><span class="p">)</span>
-</span><span id="dump_dict_to_json-660"><a href="#dump_dict_to_json-660"><span class="linenos">660</span></a>
-</span><span id="dump_dict_to_json-661"><a href="#dump_dict_to_json-661"><span class="linenos">661</span></a>    <span class="n">desc_dict</span> <span class="o">=</span> <span class="p">{</span><span class="s1">&#39;INFO&#39;</span><span class="p">:</span> <span class="n">infostring</span><span class="p">,</span> <span class="s1">&#39;OBSDICT&#39;</span><span class="p">:</span> <span class="p">{},</span> <span class="s1">&#39;description&#39;</span><span class="p">:</span> <span class="n">description</span><span class="p">}</span>
-</span><span id="dump_dict_to_json-662"><a href="#dump_dict_to_json-662"><span class="linenos">662</span></a>    <span class="n">ol</span><span class="p">,</span> <span class="n">desc_dict</span><span class="p">[</span><span class="s1">&#39;OBSDICT&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">_ol_from_dict</span><span class="p">(</span><span class="n">od</span><span class="p">,</span> <span class="n">reps</span><span class="o">=</span><span class="n">reps</span><span class="p">)</span>
-</span><span id="dump_dict_to_json-663"><a href="#dump_dict_to_json-663"><span class="linenos">663</span></a>
-</span><span id="dump_dict_to_json-664"><a href="#dump_dict_to_json-664"><span class="linenos">664</span></a>    <span class="n">dump_to_json</span><span class="p">(</span><span class="n">ol</span><span class="p">,</span> <span class="n">fname</span><span class="p">,</span> <span class="n">description</span><span class="o">=</span><span class="n">desc_dict</span><span class="p">,</span> <span class="n">indent</span><span class="o">=</span><span class="n">indent</span><span class="p">,</span> <span class="n">gz</span><span class="o">=</span><span class="n">gz</span><span class="p">)</span>
+            <div class="pdoc-code codehilite"><pre><span></span><span id="dump_dict_to_json-567"><a href="#dump_dict_to_json-567"><span class="linenos">567</span></a><span class="k">def</span> <span class="nf">dump_dict_to_json</span><span class="p">(</span><span class="n">od</span><span class="p">,</span> <span class="n">fname</span><span class="p">,</span> <span class="n">description</span><span class="o">=</span><span class="s1">&#39;&#39;</span><span class="p">,</span> <span class="n">indent</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">reps</span><span class="o">=</span><span class="s1">&#39;DICTOBS&#39;</span><span class="p">,</span> <span class="n">gz</span><span class="o">=</span><span class="kc">True</span><span class="p">):</span>
+</span><span id="dump_dict_to_json-568"><a href="#dump_dict_to_json-568"><span class="linenos">568</span></a>    <span class="sd">&quot;&quot;&quot;Export a dict of Obs or structures containing Obs to a .json(.gz) file</span>
+</span><span id="dump_dict_to_json-569"><a href="#dump_dict_to_json-569"><span class="linenos">569</span></a>
+</span><span id="dump_dict_to_json-570"><a href="#dump_dict_to_json-570"><span class="linenos">570</span></a><span class="sd">    Parameters</span>
+</span><span id="dump_dict_to_json-571"><a href="#dump_dict_to_json-571"><span class="linenos">571</span></a><span class="sd">    ----------</span>
+</span><span id="dump_dict_to_json-572"><a href="#dump_dict_to_json-572"><span class="linenos">572</span></a><span class="sd">    od : dict</span>
+</span><span id="dump_dict_to_json-573"><a href="#dump_dict_to_json-573"><span class="linenos">573</span></a><span class="sd">        Dict of JSON valid structures and objects that will be exported.</span>
+</span><span id="dump_dict_to_json-574"><a href="#dump_dict_to_json-574"><span class="linenos">574</span></a><span class="sd">        At the moment, these objects can be either of: Obs, list, numpy.ndarray, Corr.</span>
+</span><span id="dump_dict_to_json-575"><a href="#dump_dict_to_json-575"><span class="linenos">575</span></a><span class="sd">        All Obs inside a structure have to be defined on the same set of configurations.</span>
+</span><span id="dump_dict_to_json-576"><a href="#dump_dict_to_json-576"><span class="linenos">576</span></a><span class="sd">    fname : str</span>
+</span><span id="dump_dict_to_json-577"><a href="#dump_dict_to_json-577"><span class="linenos">577</span></a><span class="sd">        Filename of the output file.</span>
+</span><span id="dump_dict_to_json-578"><a href="#dump_dict_to_json-578"><span class="linenos">578</span></a><span class="sd">    description : str</span>
+</span><span id="dump_dict_to_json-579"><a href="#dump_dict_to_json-579"><span class="linenos">579</span></a><span class="sd">        Optional string that describes the contents of the json file.</span>
+</span><span id="dump_dict_to_json-580"><a href="#dump_dict_to_json-580"><span class="linenos">580</span></a><span class="sd">    indent : int</span>
+</span><span id="dump_dict_to_json-581"><a href="#dump_dict_to_json-581"><span class="linenos">581</span></a><span class="sd">        Specify the indentation level of the json file. None or 0 is permissible and</span>
+</span><span id="dump_dict_to_json-582"><a href="#dump_dict_to_json-582"><span class="linenos">582</span></a><span class="sd">        saves disk space.</span>
+</span><span id="dump_dict_to_json-583"><a href="#dump_dict_to_json-583"><span class="linenos">583</span></a><span class="sd">    reps : str</span>
+</span><span id="dump_dict_to_json-584"><a href="#dump_dict_to_json-584"><span class="linenos">584</span></a><span class="sd">        Specify the structure of the placeholder in exported dict to be reps[0-9]+.</span>
+</span><span id="dump_dict_to_json-585"><a href="#dump_dict_to_json-585"><span class="linenos">585</span></a><span class="sd">    gz : bool</span>
+</span><span id="dump_dict_to_json-586"><a href="#dump_dict_to_json-586"><span class="linenos">586</span></a><span class="sd">        If True, the output is a gzipped json. If False, the output is a json file.</span>
+</span><span id="dump_dict_to_json-587"><a href="#dump_dict_to_json-587"><span class="linenos">587</span></a><span class="sd">    &quot;&quot;&quot;</span>
+</span><span id="dump_dict_to_json-588"><a href="#dump_dict_to_json-588"><span class="linenos">588</span></a>
+</span><span id="dump_dict_to_json-589"><a href="#dump_dict_to_json-589"><span class="linenos">589</span></a>    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">od</span><span class="p">,</span> <span class="nb">dict</span><span class="p">):</span>
+</span><span id="dump_dict_to_json-590"><a href="#dump_dict_to_json-590"><span class="linenos">590</span></a>        <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s1">&#39;od has to be a dictionary. Did you want to use dump_to_json?&#39;</span><span class="p">)</span>
+</span><span id="dump_dict_to_json-591"><a href="#dump_dict_to_json-591"><span class="linenos">591</span></a>
+</span><span id="dump_dict_to_json-592"><a href="#dump_dict_to_json-592"><span class="linenos">592</span></a>    <span class="n">infostring</span> <span class="o">=</span> <span class="p">(</span><span class="s1">&#39;This JSON file contains a python dictionary that has been parsed to a list of structures. &#39;</span>
+</span><span id="dump_dict_to_json-593"><a href="#dump_dict_to_json-593"><span class="linenos">593</span></a>                  <span class="s1">&#39;OBSDICT contains the dictionary, where Obs or other structures have been replaced by &#39;</span>
+</span><span id="dump_dict_to_json-594"><a href="#dump_dict_to_json-594"><span class="linenos">594</span></a>                  <span class="s1">&#39;&#39;</span> <span class="o">+</span> <span class="n">reps</span> <span class="o">+</span> <span class="s1">&#39;[0-9]+. The field description contains the additional description of this JSON file. &#39;</span>
+</span><span id="dump_dict_to_json-595"><a href="#dump_dict_to_json-595"><span class="linenos">595</span></a>                  <span class="s1">&#39;This file may be parsed to a dict with the pyerrors routine load_json_dict.&#39;</span><span class="p">)</span>
+</span><span id="dump_dict_to_json-596"><a href="#dump_dict_to_json-596"><span class="linenos">596</span></a>
+</span><span id="dump_dict_to_json-597"><a href="#dump_dict_to_json-597"><span class="linenos">597</span></a>    <span class="n">desc_dict</span> <span class="o">=</span> <span class="p">{</span><span class="s1">&#39;INFO&#39;</span><span class="p">:</span> <span class="n">infostring</span><span class="p">,</span> <span class="s1">&#39;OBSDICT&#39;</span><span class="p">:</span> <span class="p">{},</span> <span class="s1">&#39;description&#39;</span><span class="p">:</span> <span class="n">description</span><span class="p">}</span>
+</span><span id="dump_dict_to_json-598"><a href="#dump_dict_to_json-598"><span class="linenos">598</span></a>    <span class="n">ol</span><span class="p">,</span> <span class="n">desc_dict</span><span class="p">[</span><span class="s1">&#39;OBSDICT&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">_ol_from_dict</span><span class="p">(</span><span class="n">od</span><span class="p">,</span> <span class="n">reps</span><span class="o">=</span><span class="n">reps</span><span class="p">)</span>
+</span><span id="dump_dict_to_json-599"><a href="#dump_dict_to_json-599"><span class="linenos">599</span></a>
+</span><span id="dump_dict_to_json-600"><a href="#dump_dict_to_json-600"><span class="linenos">600</span></a>    <span class="n">dump_to_json</span><span class="p">(</span><span class="n">ol</span><span class="p">,</span> <span class="n">fname</span><span class="p">,</span> <span class="n">description</span><span class="o">=</span><span class="n">desc_dict</span><span class="p">,</span> <span class="n">indent</span><span class="o">=</span><span class="n">indent</span><span class="p">,</span> <span class="n">gz</span><span class="o">=</span><span class="n">gz</span><span class="p">)</span>
 </span></pre></div>
 
         </details>
@@ -1395,37 +1268,37 @@ If True, the output is a gzipped json. If False, the output is a json file.</li>
 
             <details>
             <summary>View Source</summary>
-            <div class="pdoc-code codehilite"><pre><span></span><span id="load_json_dict-730"><a href="#load_json_dict-730"><span class="linenos">730</span></a><span class="k">def</span> <span class="nf">load_json_dict</span><span class="p">(</span><span class="n">fname</span><span class="p">,</span> <span class="n">verbose</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">gz</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">full_output</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">reps</span><span class="o">=</span><span class="s1">&#39;DICTOBS&#39;</span><span class="p">):</span>
-</span><span id="load_json_dict-731"><a href="#load_json_dict-731"><span class="linenos">731</span></a>    <span class="sd">&quot;&quot;&quot;Import a dict of Obs or structures containing Obs from a .json(.gz) file.</span>
-</span><span id="load_json_dict-732"><a href="#load_json_dict-732"><span class="linenos">732</span></a>
-</span><span id="load_json_dict-733"><a href="#load_json_dict-733"><span class="linenos">733</span></a><span class="sd">    The following structures are supported: Obs, list, numpy.ndarray, Corr</span>
-</span><span id="load_json_dict-734"><a href="#load_json_dict-734"><span class="linenos">734</span></a>
-</span><span id="load_json_dict-735"><a href="#load_json_dict-735"><span class="linenos">735</span></a><span class="sd">    Parameters</span>
-</span><span id="load_json_dict-736"><a href="#load_json_dict-736"><span class="linenos">736</span></a><span class="sd">    ----------</span>
-</span><span id="load_json_dict-737"><a href="#load_json_dict-737"><span class="linenos">737</span></a><span class="sd">    fname : str</span>
-</span><span id="load_json_dict-738"><a href="#load_json_dict-738"><span class="linenos">738</span></a><span class="sd">        Filename of the input file.</span>
-</span><span id="load_json_dict-739"><a href="#load_json_dict-739"><span class="linenos">739</span></a><span class="sd">    verbose : bool</span>
-</span><span id="load_json_dict-740"><a href="#load_json_dict-740"><span class="linenos">740</span></a><span class="sd">        Print additional information that was written to the file.</span>
-</span><span id="load_json_dict-741"><a href="#load_json_dict-741"><span class="linenos">741</span></a><span class="sd">    gz : bool</span>
-</span><span id="load_json_dict-742"><a href="#load_json_dict-742"><span class="linenos">742</span></a><span class="sd">        If True, assumes that data is gzipped. If False, assumes JSON file.</span>
-</span><span id="load_json_dict-743"><a href="#load_json_dict-743"><span class="linenos">743</span></a><span class="sd">    full_output : bool</span>
-</span><span id="load_json_dict-744"><a href="#load_json_dict-744"><span class="linenos">744</span></a><span class="sd">        If True, a dict containing auxiliary information and the data is returned.</span>
-</span><span id="load_json_dict-745"><a href="#load_json_dict-745"><span class="linenos">745</span></a><span class="sd">        If False, only the data is returned.</span>
-</span><span id="load_json_dict-746"><a href="#load_json_dict-746"><span class="linenos">746</span></a><span class="sd">    reps : str</span>
-</span><span id="load_json_dict-747"><a href="#load_json_dict-747"><span class="linenos">747</span></a><span class="sd">        Specify the structure of the placeholder in imported dict to be reps[0-9]+.</span>
-</span><span id="load_json_dict-748"><a href="#load_json_dict-748"><span class="linenos">748</span></a><span class="sd">    &quot;&quot;&quot;</span>
-</span><span id="load_json_dict-749"><a href="#load_json_dict-749"><span class="linenos">749</span></a>    <span class="n">indata</span> <span class="o">=</span> <span class="n">load_json</span><span class="p">(</span><span class="n">fname</span><span class="p">,</span> <span class="n">verbose</span><span class="o">=</span><span class="n">verbose</span><span class="p">,</span> <span class="n">gz</span><span class="o">=</span><span class="n">gz</span><span class="p">,</span> <span class="n">full_output</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
-</span><span id="load_json_dict-750"><a href="#load_json_dict-750"><span class="linenos">750</span></a>    <span class="n">description</span> <span class="o">=</span> <span class="n">indata</span><span class="p">[</span><span class="s1">&#39;description&#39;</span><span class="p">][</span><span class="s1">&#39;description&#39;</span><span class="p">]</span>
-</span><span id="load_json_dict-751"><a href="#load_json_dict-751"><span class="linenos">751</span></a>    <span class="n">indict</span> <span class="o">=</span> <span class="n">indata</span><span class="p">[</span><span class="s1">&#39;description&#39;</span><span class="p">][</span><span class="s1">&#39;OBSDICT&#39;</span><span class="p">]</span>
-</span><span id="load_json_dict-752"><a href="#load_json_dict-752"><span class="linenos">752</span></a>    <span class="n">ol</span> <span class="o">=</span> <span class="n">indata</span><span class="p">[</span><span class="s1">&#39;obsdata&#39;</span><span class="p">]</span>
-</span><span id="load_json_dict-753"><a href="#load_json_dict-753"><span class="linenos">753</span></a>    <span class="n">od</span> <span class="o">=</span> <span class="n">_od_from_list_and_dict</span><span class="p">(</span><span class="n">ol</span><span class="p">,</span> <span class="n">indict</span><span class="p">,</span> <span class="n">reps</span><span class="o">=</span><span class="n">reps</span><span class="p">)</span>
-</span><span id="load_json_dict-754"><a href="#load_json_dict-754"><span class="linenos">754</span></a>
-</span><span id="load_json_dict-755"><a href="#load_json_dict-755"><span class="linenos">755</span></a>    <span class="k">if</span> <span class="n">full_output</span><span class="p">:</span>
-</span><span id="load_json_dict-756"><a href="#load_json_dict-756"><span class="linenos">756</span></a>        <span class="n">indata</span><span class="p">[</span><span class="s1">&#39;description&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">description</span>
-</span><span id="load_json_dict-757"><a href="#load_json_dict-757"><span class="linenos">757</span></a>        <span class="n">indata</span><span class="p">[</span><span class="s1">&#39;obsdata&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">od</span>
-</span><span id="load_json_dict-758"><a href="#load_json_dict-758"><span class="linenos">758</span></a>        <span class="k">return</span> <span class="n">indata</span>
-</span><span id="load_json_dict-759"><a href="#load_json_dict-759"><span class="linenos">759</span></a>    <span class="k">else</span><span class="p">:</span>
-</span><span id="load_json_dict-760"><a href="#load_json_dict-760"><span class="linenos">760</span></a>        <span class="k">return</span> <span class="n">od</span>
+            <div class="pdoc-code codehilite"><pre><span></span><span id="load_json_dict-666"><a href="#load_json_dict-666"><span class="linenos">666</span></a><span class="k">def</span> <span class="nf">load_json_dict</span><span class="p">(</span><span class="n">fname</span><span class="p">,</span> <span class="n">verbose</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">gz</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">full_output</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">reps</span><span class="o">=</span><span class="s1">&#39;DICTOBS&#39;</span><span class="p">):</span>
+</span><span id="load_json_dict-667"><a href="#load_json_dict-667"><span class="linenos">667</span></a>    <span class="sd">&quot;&quot;&quot;Import a dict of Obs or structures containing Obs from a .json(.gz) file.</span>
+</span><span id="load_json_dict-668"><a href="#load_json_dict-668"><span class="linenos">668</span></a>
+</span><span id="load_json_dict-669"><a href="#load_json_dict-669"><span class="linenos">669</span></a><span class="sd">    The following structures are supported: Obs, list, numpy.ndarray, Corr</span>
+</span><span id="load_json_dict-670"><a href="#load_json_dict-670"><span class="linenos">670</span></a>
+</span><span id="load_json_dict-671"><a href="#load_json_dict-671"><span class="linenos">671</span></a><span class="sd">    Parameters</span>
+</span><span id="load_json_dict-672"><a href="#load_json_dict-672"><span class="linenos">672</span></a><span class="sd">    ----------</span>
+</span><span id="load_json_dict-673"><a href="#load_json_dict-673"><span class="linenos">673</span></a><span class="sd">    fname : str</span>
+</span><span id="load_json_dict-674"><a href="#load_json_dict-674"><span class="linenos">674</span></a><span class="sd">        Filename of the input file.</span>
+</span><span id="load_json_dict-675"><a href="#load_json_dict-675"><span class="linenos">675</span></a><span class="sd">    verbose : bool</span>
+</span><span id="load_json_dict-676"><a href="#load_json_dict-676"><span class="linenos">676</span></a><span class="sd">        Print additional information that was written to the file.</span>
+</span><span id="load_json_dict-677"><a href="#load_json_dict-677"><span class="linenos">677</span></a><span class="sd">    gz : bool</span>
+</span><span id="load_json_dict-678"><a href="#load_json_dict-678"><span class="linenos">678</span></a><span class="sd">        If True, assumes that data is gzipped. If False, assumes JSON file.</span>
+</span><span id="load_json_dict-679"><a href="#load_json_dict-679"><span class="linenos">679</span></a><span class="sd">    full_output : bool</span>
+</span><span id="load_json_dict-680"><a href="#load_json_dict-680"><span class="linenos">680</span></a><span class="sd">        If True, a dict containing auxiliary information and the data is returned.</span>
+</span><span id="load_json_dict-681"><a href="#load_json_dict-681"><span class="linenos">681</span></a><span class="sd">        If False, only the data is returned.</span>
+</span><span id="load_json_dict-682"><a href="#load_json_dict-682"><span class="linenos">682</span></a><span class="sd">    reps : str</span>
+</span><span id="load_json_dict-683"><a href="#load_json_dict-683"><span class="linenos">683</span></a><span class="sd">        Specify the structure of the placeholder in imported dict to be reps[0-9]+.</span>
+</span><span id="load_json_dict-684"><a href="#load_json_dict-684"><span class="linenos">684</span></a><span class="sd">    &quot;&quot;&quot;</span>
+</span><span id="load_json_dict-685"><a href="#load_json_dict-685"><span class="linenos">685</span></a>    <span class="n">indata</span> <span class="o">=</span> <span class="n">load_json</span><span class="p">(</span><span class="n">fname</span><span class="p">,</span> <span class="n">verbose</span><span class="o">=</span><span class="n">verbose</span><span class="p">,</span> <span class="n">gz</span><span class="o">=</span><span class="n">gz</span><span class="p">,</span> <span class="n">full_output</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+</span><span id="load_json_dict-686"><a href="#load_json_dict-686"><span class="linenos">686</span></a>    <span class="n">description</span> <span class="o">=</span> <span class="n">indata</span><span class="p">[</span><span class="s1">&#39;description&#39;</span><span class="p">][</span><span class="s1">&#39;description&#39;</span><span class="p">]</span>
+</span><span id="load_json_dict-687"><a href="#load_json_dict-687"><span class="linenos">687</span></a>    <span class="n">indict</span> <span class="o">=</span> <span class="n">indata</span><span class="p">[</span><span class="s1">&#39;description&#39;</span><span class="p">][</span><span class="s1">&#39;OBSDICT&#39;</span><span class="p">]</span>
+</span><span id="load_json_dict-688"><a href="#load_json_dict-688"><span class="linenos">688</span></a>    <span class="n">ol</span> <span class="o">=</span> <span class="n">indata</span><span class="p">[</span><span class="s1">&#39;obsdata&#39;</span><span class="p">]</span>
+</span><span id="load_json_dict-689"><a href="#load_json_dict-689"><span class="linenos">689</span></a>    <span class="n">od</span> <span class="o">=</span> <span class="n">_od_from_list_and_dict</span><span class="p">(</span><span class="n">ol</span><span class="p">,</span> <span class="n">indict</span><span class="p">,</span> <span class="n">reps</span><span class="o">=</span><span class="n">reps</span><span class="p">)</span>
+</span><span id="load_json_dict-690"><a href="#load_json_dict-690"><span class="linenos">690</span></a>
+</span><span id="load_json_dict-691"><a href="#load_json_dict-691"><span class="linenos">691</span></a>    <span class="k">if</span> <span class="n">full_output</span><span class="p">:</span>
+</span><span id="load_json_dict-692"><a href="#load_json_dict-692"><span class="linenos">692</span></a>        <span class="n">indata</span><span class="p">[</span><span class="s1">&#39;description&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">description</span>
+</span><span id="load_json_dict-693"><a href="#load_json_dict-693"><span class="linenos">693</span></a>        <span class="n">indata</span><span class="p">[</span><span class="s1">&#39;obsdata&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">od</span>
+</span><span id="load_json_dict-694"><a href="#load_json_dict-694"><span class="linenos">694</span></a>        <span class="k">return</span> <span class="n">indata</span>
+</span><span id="load_json_dict-695"><a href="#load_json_dict-695"><span class="linenos">695</span></a>    <span class="k">else</span><span class="p">:</span>
+</span><span id="load_json_dict-696"><a href="#load_json_dict-696"><span class="linenos">696</span></a>        <span class="k">return</span> <span class="n">od</span>
 </span></pre></div>
 
         </details>
diff --git a/docs/pyerrors/input/misc.html b/docs/pyerrors/input/misc.html
index ecf155c3..cb5429ad 100644
--- a/docs/pyerrors/input/misc.html
+++ b/docs/pyerrors/input/misc.html
@@ -3,14 +3,14 @@
 <head>
     <meta charset="utf-8">
     <meta name="viewport" content="width=device-width, initial-scale=1">
-    <meta name="generator" content="pdoc 11.1.0"/>
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     <title>pyerrors.input.misc API documentation</title>
 
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 <a href="./../../pyerrors.html">pyerrors</a><wbr>.<a href="./../input.html">input</a><wbr>.openQCD    </h1>
 
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     <title>pyerrors.input.sfcf API documentation</title>
 
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     <title>pyerrors.linalg API documentation</title>
 
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 <a href="./../pyerrors.html">pyerrors</a><wbr>.linalg    </h1>
 
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 <a href="./../pyerrors.html">pyerrors</a><wbr>.misc    </h1>
 
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     <title>pyerrors.version API documentation</title>
 
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         tex: {
@@ -55,7 +55,7 @@
 </div>
     </nav>
     <main class="pdoc">
-            <section>
+            <section class="module-info">
                     <h1 class="modulename">
 <a href="./../pyerrors.html">pyerrors</a><wbr>.version    </h1>
 
