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Expand Down Expand Up @@ -235,15 +235,18 @@ <h1>Source code for pyirf.benchmarks.energy_bias_resolution</h1><div class="high
<span class="sd"> Bin edges for the relative energy migration (``reco_energy / true_energy``)</span>
<span class="sd"> &quot;&quot;&quot;</span>

<span class="n">cdf</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">cumsum</span><span class="p">(</span><span class="n">energy_dispersion</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
<span class="n">bin_width</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">diff</span><span class="p">(</span><span class="n">migration_bins</span><span class="p">)</span>
<span class="n">cdf</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">cumsum</span><span class="p">(</span><span class="n">energy_dispersion</span> <span class="o">*</span> <span class="n">bin_width</span><span class="p">[</span><span class="n">np</span><span class="o">.</span><span class="n">newaxis</span><span class="p">,</span> <span class="p">:,</span> <span class="n">np</span><span class="o">.</span><span class="n">newaxis</span><span class="p">],</span> <span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>

<span class="n">n_energy_bins</span><span class="p">,</span> <span class="n">_</span><span class="p">,</span> <span class="n">n_fov_bins</span> <span class="o">=</span> <span class="n">energy_dispersion</span><span class="o">.</span><span class="n">shape</span>

<span class="n">bias</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">zeros</span><span class="p">((</span><span class="n">n_energy_bins</span><span class="p">,</span> <span class="n">n_fov_bins</span><span class="p">))</span>
<span class="n">resolution</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">zeros</span><span class="p">((</span><span class="n">n_energy_bins</span><span class="p">,</span> <span class="n">n_fov_bins</span><span class="p">))</span>
<span class="n">bias</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">full</span><span class="p">((</span><span class="n">n_energy_bins</span><span class="p">,</span> <span class="n">n_fov_bins</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="n">resolution</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">full</span><span class="p">((</span><span class="n">n_energy_bins</span><span class="p">,</span> <span class="n">n_fov_bins</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="k">for</span> <span class="n">energy_bin</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">n_energy_bins</span><span class="p">):</span>
<span class="k">for</span> <span class="n">fov_bin</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">n_fov_bins</span><span class="p">):</span>
<span class="k">if</span> <span class="n">np</span><span class="o">.</span><span class="n">count_nonzero</span><span class="p">(</span><span class="n">cdf</span><span class="p">[</span><span class="n">energy_bin</span><span class="p">,</span> <span class="p">:,</span> <span class="n">fov_bin</span><span class="p">])</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
<span class="k">continue</span>

<span class="n">low</span><span class="p">,</span> <span class="n">median</span><span class="p">,</span> <span class="n">high</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">interp</span><span class="p">(</span>
<span class="p">[</span><span class="n">NORM_LOWER_SIGMA</span><span class="p">,</span> <span class="n">MEDIAN</span><span class="p">,</span> <span class="n">NORM_UPPER_SIGMA</span><span class="p">],</span>
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