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<p style="box-sizing: border-box; margin-bottom: 16px;
margin-top: 0px !important;">I have a histogram that I
would like to fit a gamma and rayleigh curve ideally
with a measure of fit.<br style="box-sizing:
border-box;">
I am struggling to have the histogram and distribution
with the same scales.<br style="box-sizing: border-box;">
I tried to follow<span class="Apple-converted-space"> </span><a
href="https://github.com/scipy/scipy/issues/url"
style="box-sizing: border-box; background-color:
transparent; color: var(--color-text-link);
text-decoration: none;">https://stackoverflow.com/questions/40979643/python-how-to-fit-a-gamma-distribution-from-data</a><br
style="box-sizing: border-box;">
and don't really know what I am doing</p>
<div class="snippet-clipboard-content position-relative"
style="box-sizing: border-box; position: relative
!important; margin-bottom: 0px !important;">I would like
to plot the histogram and distribution in one figure
i.e. one for gamma + histogram and another for rayleigh
+ histogram<br>
and as I said some quantitative measure of the fit.</div>
<div class="snippet-clipboard-content position-relative"
style="box-sizing: border-box; position: relative
!important; margin-bottom: 0px !important;"><br>
</div>
<div class="snippet-clipboard-content position-relative"
style="box-sizing: border-box; position: relative
!important; margin-bottom: 0px !important;">Thanks<br
class="Apple-interchange-newline">
<br>
</div>
<pre style="box-sizing: unset; line-height: 16.25px; padding: 0 var(--jp-code-padding);"><span class="kn" style="box-sizing: unset; color: var(--jp-mirror-editor-keyword-color); font-weight: bold;">
from</span> <span class="nn" style="box-sizing: unset;">astropy.table</span> <span class="kn" style="box-sizing: unset; color: var(--jp-mirror-editor-keyword-color); font-weight: bold;">import</span> <span class="n" style="box-sizing: unset;">Table</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">,</span> <span class="n" style="box-sizing: unset;">join</span>
<span class="kn" style="box-sizing: unset; color: var(--jp-mirror-editor-keyword-color); font-weight: bold;">import</span> <span class="nn" style="box-sizing: unset;">numpy</span> <span class="k" style="box-sizing: unset; color: var(--jp-mirror-editor-keyword-color); font-weight: bold;">as</span> <span class="nn" style="box-sizing: unset;">np</span>
<span class="kn" style="box-sizing: unset; color: var(--jp-mirror-editor-keyword-color); font-weight: bold;">import</span> <span class="nn" style="box-sizing: unset;">matplotlib.pyplot</span> <span class="k" style="box-sizing: unset; color: var(--jp-mirror-editor-keyword-color); font-weight: bold;">as</span> <span class="nn" style="box-sizing: unset;">plt</span>
<span class="kn" style="box-sizing: unset; color: var(--jp-mirror-editor-keyword-color); font-weight: bold;">from</span> <span class="nn" style="box-sizing: unset;">matplotlib.pyplot</span> <span class="kn" style="box-sizing: unset; color: var(--jp-mirror-editor-keyword-color); font-weight: bold;">import</span> <span class="n" style="box-sizing: unset;">plot</span>
<span class="n" style="box-sizing: unset;">RawMassEClassEmeasure</span> <span class="o" style="box-sizing: unset; color: var(--jp-mirror-editor-operator-color); font-weight: bold;">=</span> <span class="n" style="box-sizing: unset;">Table</span><span class="o" style="box-sizing: unset; color: var(--jp-mirror-editor-operator-color); font-weight: bold;">.</span><span class="n" style="box-sizing: unset;">read</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">(</span><span class="s1" style="box-sizing: unset; color: var(--jp-mirror-editor-string-color) ;">'../../GAMA_Data/REMassEClassEmeasure.fits'</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">)</span>
<span class="c1" style="box-sizing: unset; color: var(--jp-mirror-editor-comment-color); font-style: italic;">#print(RawMassEClassEmeasure.colnames)</span>
<span class="c1" style="box-sizing: unset; color: var(--jp-mirror-editor-comment-color); font-style: italic;"># CLEAN DATA</span>
<span class="c1" style="box-sizing: unset; color: var(--jp-mirror-editor-comment-color); font-style: italic;">#REMassEClassEmeasure = RawMassEClassEmeasure[RawMassEClassEmeasure['CountInCyl']> -500]</span>
<span class="n" style="box-sizing: unset;">RErange</span> <span class="o" style="box-sizing: unset; color: var(--jp-mirror-editor-operator-color); font-weight: bold;">=</span> <span class="n" style="box-sizing: unset;">RawMassEClassEmeasure</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">[</span><span class="n" style="box-sizing: unset;">RawMassEClassEmeasure</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">[</span><span class="s1" style="box-sizing: unset; color: var(--jp-mirror-editor-string-color) ;">'CountInCyl'</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">]</span><span class="o" style="box-sizing: unset; color: var(--jp-mirror-editor-operator-color); font-weight: bold;">></span> <span class="o" style="box-sizing: unset; color: var(--jp-mirror-editor-operator-color); font-weight: bold;">-</span><span class="mi" style="box-sizing: unset; color: var(--jp-mirror-editor-number-color) ;">500</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">]</span>
<span class="n" style="box-sizing: unset;">RErange1</span> <span class="o" style="box-sizing: unset; color: var(--jp-mirror-editor-operator-color); font-weight: bold;">=</span> <span class="n" style="box-sizing: unset;">RErange</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">[</span><span class="n" style="box-sizing: unset;">RErange</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">[</span><span class="s1" style="box-sizing: unset; color: var(--jp-mirror-editor-string-color) ;">'SurfaceDensity'</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">]</span><span class="o" style="box-sizing: unset; color: var(--jp-mirror-editor-operator-color); font-weight: bold;"><</span> <span class="mi" style="box-sizing: unset; color: var(--jp-mirror-editor-number-color) ;">50</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">]</span>
<span class="n" style="box-sizing: unset;">binCount</span> <span class="o" style="box-sizing: unset; color: var(--jp-mirror-editor-operator-color); font-weight: bold;">=</span> <span class="mi" style="box-sizing: unset; color: var(--jp-mirror-editor-number-color) ;">30</span>
<span class="n" style="box-sizing: unset;">alphaVal</span> <span class="o" style="box-sizing: unset; color: var(--jp-mirror-editor-operator-color); font-weight: bold;">=</span> <span class="mf" style="box-sizing: unset; color: var(--jp-mirror-editor-number-color) ;">.3</span>
<span class="c1" style="box-sizing: unset; color: var(--jp-mirror-editor-comment-color); font-style: italic;">##### uminusr</span>
<span class="n" style="box-sizing: unset;">fig</span> <span class="o" style="box-sizing: unset; color: var(--jp-mirror-editor-operator-color); font-weight: bold;">=</span> <span class="n" style="box-sizing: unset;">plt</span><span class="o" style="box-sizing: unset; color: var(--jp-mirror-editor-operator-color); font-weight: bold;">.</span><span class="n" style="box-sizing: unset;">figure</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">(</span><span class="n" style="box-sizing: unset;">figsize</span><span class="o" style="box-sizing: unset; color: var(--jp-mirror-editor-operator-color); font-weight: bold;">=</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">(</span><span class="mi" style="box-sizing: unset; color: var(--jp-mirror-editor-number-color) ;">12</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">,</span> <span class="mi" style="box-sizing: unset; color: var(--jp-mirror-editor-number-color) ;">6</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">),</span> <span class="n" style="box-sizing: unset;">dpi</span><span class="o" style="box-sizing: unset; color: var(--jp-mirror-editor-operator-color); font-weight: bold;">=</span><span class="mi" style="box-sizing: unset; color: var(--jp-mirror-editor-number-color) ;">200</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">)</span>
<span class="n" style="box-sizing: unset;">fig</span><span class="o" style="box-sizing: unset; color: var(--jp-mirror-editor-operator-color); font-weight: bold;">.</span><span class="n" style="box-sizing: unset;">suptitle</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">(</span><span class="s1" style="box-sizing: unset; color: var(--jp-mirror-editor-string-color) ;">'Plot - Histogram Red Galaxies for Elliptical Galaxies'</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">)</span>
<span class="c1" style="box-sizing: unset; color: var(--jp-mirror-editor-comment-color); font-style: italic;">#fig.legend(loc="upper right")</span>
<span class="c1" style="box-sizing: unset; color: var(--jp-mirror-editor-comment-color); font-style: italic;">#import scipy.stats as stats</span>
<span class="kn" style="box-sizing: unset; color: var(--jp-mirror-editor-keyword-color); font-weight: bold;">from</span> <span class="nn" style="box-sizing: unset;">scipy</span> <span class="kn" style="box-sizing: unset; color: var(--jp-mirror-editor-keyword-color); font-weight: bold;">import</span> <span class="n" style="box-sizing: unset;">stats</span>
<span class="n" style="box-sizing: unset;">xfield</span> <span class="o" style="box-sizing: unset; color: var(--jp-mirror-editor-operator-color); font-weight: bold;">=</span> <span class="s1" style="box-sizing: unset; color: var(--jp-mirror-editor-string-color) ;">'uminusr'</span>
<span class="n" style="box-sizing: unset;">counts</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">,</span> <span class="n" style="box-sizing: unset;">bins</span> <span class="o" style="box-sizing: unset; color: var(--jp-mirror-editor-operator-color); font-weight: bold;">=</span> <span class="n" style="box-sizing: unset;">np</span><span class="o" style="box-sizing: unset; color: var(--jp-mirror-editor-operator-color); font-weight: bold;">.</span><span class="n" style="box-sizing: unset;">histogram</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">(</span><span class="n" style="box-sizing: unset;">RErange1</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">[</span><span class="n" style="box-sizing: unset;">xfield</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">]</span><span class="o" style="box-sizing: unset; color: var(--jp-mirror-editor-operator-color); font-weight: bold;">.</span><span class="n" style="box-sizing: unset;">data</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">,</span><span class="n" style="box-sizing: unset;">bins</span><span class="o" style="box-sizing: unset; color: var(--jp-mirror-editor-operator-color); font-weight: bold;">=</span><span class="n" style="box-sizing: unset;">binCount</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">)</span>
<span class="nb" style="box-sizing: unset;">print</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">(</span><span class="n" style="box-sizing: unset;">counts</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">)</span>
<span class="n" style="box-sizing: unset;">ag</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">,</span> <span class="n" style="box-sizing: unset;">bg</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">,</span> <span class="n" style="box-sizing: unset;">cg</span> <span class="o" style="box-sizing: unset; color: var(--jp-mirror-editor-operator-color); font-weight: bold;">=</span><span class="n" style="box-sizing: unset;">stats</span><span class="o" style="box-sizing: unset; color: var(--jp-mirror-editor-operator-color); font-weight: bold;">.</span><span class="n" style="box-sizing: unset;">gamma</span><span class="o" style="box-sizing: unset; color: var(--jp-mirror-editor-operator-color); font-weight: bold;">.</span><span class="n" style="box-sizing: unset;">fit</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">(</span><span class="n" style="box-sizing: unset;">counts</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">)</span>
<span class="nb" style="box-sizing: unset;">print</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">(</span><span class="n" style="box-sizing: unset;">ag</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">,</span> <span class="n" style="box-sizing: unset;">bg</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">,</span> <span class="n" style="box-sizing: unset;">cg</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">)</span>
<span class="n" style="box-sizing: unset;">ax1</span> <span class="o" style="box-sizing: unset; color: var(--jp-mirror-editor-operator-color); font-weight: bold;">=</span> <span class="n" style="box-sizing: unset;">fig</span><span class="o" style="box-sizing: unset; color: var(--jp-mirror-editor-operator-color); font-weight: bold;">.</span><span class="n" style="box-sizing: unset;">add_subplot</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">(</span><span class="mi" style="box-sizing: unset; color: var(--jp-mirror-editor-number-color) ;">3</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">,</span> <span class="mi" style="box-sizing: unset; color: var(--jp-mirror-editor-number-color) ;">1</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">,</span> <span class="mi" style="box-sizing: unset; color: var(--jp-mirror-editor-number-color) ;">1</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">)</span>
<span class="n" style="box-sizing: unset;">ax1</span><span class="o" style="box-sizing: unset; color: var(--jp-mirror-editor-operator-color); font-weight: bold;">.</span><span class="n" style="box-sizing: unset;">set_ylabel</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">(</span><span class="s1" style="box-sizing: unset; color: var(--jp-mirror-editor-string-color) ;">'Galaxy Count'</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">)</span>
<span class="n" style="box-sizing: unset;">ax1</span><span class="o" style="box-sizing: unset; color: var(--jp-mirror-editor-operator-color); font-weight: bold;">.</span><span class="n" style="box-sizing: unset;">set_xlabel</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">(</span><span class="n" style="box-sizing: unset;">xfield</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">)</span>
<span class="n" style="box-sizing: unset;">counts</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">,</span> <span class="n" style="box-sizing: unset;">bins</span> <span class="o" style="box-sizing: unset; color: var(--jp-mirror-editor-operator-color); font-weight: bold;">=</span> <span class="n" style="box-sizing: unset;">np</span><span class="o" style="box-sizing: unset; color: var(--jp-mirror-editor-operator-color); font-weight: bold;">.</span><span class="n" style="box-sizing: unset;">histogram</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">(</span><span class="n" style="box-sizing: unset;">RErange1</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">[</span><span class="n" style="box-sizing: unset;">xfield</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">]</span><span class="o" style="box-sizing: unset; color: var(--jp-mirror-editor-operator-color); font-weight: bold;">.</span><span class="n" style="box-sizing: unset;">data</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">,</span><span class="n" style="box-sizing: unset;">bins</span><span class="o" style="box-sizing: unset; color: var(--jp-mirror-editor-operator-color); font-weight: bold;">=</span><span class="n" style="box-sizing: unset;">binCount</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">)</span>
<span class="n" style="box-sizing: unset;">ax1</span><span class="o" style="box-sizing: unset; color: var(--jp-mirror-editor-operator-color); font-weight: bold;">.</span><span class="n" style="box-sizing: unset;">hist</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">(</span><span class="n" style="box-sizing: unset;">bins</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">[:</span><span class="o" style="box-sizing: unset; color: var(--jp-mirror-editor-operator-color); font-weight: bold;">-</span><span class="mi" style="box-sizing: unset; color: var(--jp-mirror-editor-number-color) ;">1</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">],</span><span class="n" style="box-sizing: unset;">bins</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">,</span> <span class="n" style="box-sizing: unset;">weights</span><span class="o" style="box-sizing: unset; color: var(--jp-mirror-editor-operator-color); font-weight: bold;">=</span><span class="n" style="box-sizing: unset;">counts</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">)</span>
<span class="n" style="box-sizing: unset;">ax2</span> <span class="o" style="box-sizing: unset; color: var(--jp-mirror-editor-operator-color); font-weight: bold;">=</span> <span class="n" style="box-sizing: unset;">fig</span><span class="o" style="box-sizing: unset; color: var(--jp-mirror-editor-operator-color); font-weight: bold;">.</span><span class="n" style="box-sizing: unset;">add_subplot</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">(</span><span class="mi" style="box-sizing: unset; color: var(--jp-mirror-editor-number-color) ;">3</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">,</span> <span class="mi" style="box-sizing: unset; color: var(--jp-mirror-editor-number-color) ;">1</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">,</span> <span class="mi" style="box-sizing: unset; color: var(--jp-mirror-editor-number-color) ;">2</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">)</span>
<span class="n" style="box-sizing: unset;">x</span> <span class="o" style="box-sizing: unset; color: var(--jp-mirror-editor-operator-color); font-weight: bold;">=</span> <span class="n" style="box-sizing: unset;">np</span><span class="o" style="box-sizing: unset; color: var(--jp-mirror-editor-operator-color); font-weight: bold;">.</span><span class="n" style="box-sizing: unset;">linspace</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">(</span><span class="n" style="box-sizing: unset;">stats</span><span class="o" style="box-sizing: unset; color: var(--jp-mirror-editor-operator-color); font-weight: bold;">.</span><span class="n" style="box-sizing: unset;">gamma</span><span class="o" style="box-sizing: unset; color: var(--jp-mirror-editor-operator-color); font-weight: bold;">.</span><span class="n" style="box-sizing: unset;">ppf</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">(</span><span class="mf" style="box-sizing: unset; color: var(--jp-mirror-editor-number-color) ;">0.1</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">,</span> <span class="n" style="box-sizing: unset;">ag</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">),</span><span class="n" style="box-sizing: unset;">stats</span><span class="o" style="box-sizing: unset; color: var(--jp-mirror-editor-operator-color); font-weight: bold;">.</span><span class="n" style="box-sizing: unset;">gamma</span><span class="o" style="box-sizing: unset; color: var(--jp-mirror-editor-operator-color); font-weight: bold;">.</span><span class="n" style="box-sizing: unset;">ppf</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">(</span><span class="mf" style="box-sizing: unset; color: var(--jp-mirror-editor-number-color) ;">0.99</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">,</span> <span class="n" style="box-sizing: unset;">ag</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">),</span> <span class="mi" style="box-sizing: unset; color: var(--jp-mirror-editor-number-color) ;">243</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">)</span>
<span class="n" style="box-sizing: unset;">ax2</span><span class="o" style="box-sizing: unset; color: var(--jp-mirror-editor-operator-color); font-weight: bold;">.</span><span class="n" style="box-sizing: unset;">plot</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">(</span><span class="n" style="box-sizing: unset;">x</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">,</span> <span class="n" style="box-sizing: unset;">stats</span><span class="o" style="box-sizing: unset; color: var(--jp-mirror-editor-operator-color); font-weight: bold;">.</span><span class="n" style="box-sizing: unset;">gamma</span><span class="o" style="box-sizing: unset; color: var(--jp-mirror-editor-operator-color); font-weight: bold;">.</span><span class="n" style="box-sizing: unset;">pdf</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">(</span><span class="n" style="box-sizing: unset;">x</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">,</span> <span class="n" style="box-sizing: unset;">ag</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">),</span><span class="s1" style="box-sizing: unset; color: var(--jp-mirror-editor-string-color) ;">'r-'</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">,</span> <span class="n" style="box-sizing: unset;">lw</span><span class="o" style="box-sizing: unset; color: var(--jp-mirror-editor-operator-color); font-weight: bold;">=</span><span class="mi" style="box-sizing: unset; color: var(--jp-mirror-editor-number-color) ;">5</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">,</span> <span class="n" style="box-sizing: unset;">alpha</span><span class="o" style="box-sizing: unset; color: var(--jp-mirror-editor-operator-color); font-weight: bold;">=</span><span class="mf" style="box-sizing: unset; color: var(--jp-mirror-editor-number-color) ;">0.6</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">,</span> <span class="n" style="box-sizing: unset;">label</span><span class="o" style="box-sizing: unset; color: var(--jp-mirror-editor-operator-color); font-weight: bold;">=</span><span class="s1" style="box-sizing: unset; color: var(--jp-mirror-editor-string-color) ;">'gamma pdf'</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">)</span>
<span class="n" style="box-sizing: unset;">param</span> <span class="o" style="box-sizing: unset; color: var(--jp-mirror-editor-operator-color); font-weight: bold;">=</span> <span class="n" style="box-sizing: unset;">stats</span><span class="o" style="box-sizing: unset; color: var(--jp-mirror-editor-operator-color); font-weight: bold;">.</span><span class="n" style="box-sizing: unset;">rayleigh</span><span class="o" style="box-sizing: unset; color: var(--jp-mirror-editor-operator-color); font-weight: bold;">.</span><span class="n" style="box-sizing: unset;">fit</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">(</span><span class="n" style="box-sizing: unset;">counts</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">)</span> <span class="c1" style="box-sizing: unset; color: var(--jp-mirror-editor-comment-color); font-style: italic;"># distribution fitting</span>
<span class="c1" style="box-sizing: unset; color: var(--jp-mirror-editor-comment-color); font-style: italic;"># fitted distribution</span>
<span class="n" style="box-sizing: unset;">xx</span> <span class="o" style="box-sizing: unset; color: var(--jp-mirror-editor-operator-color); font-weight: bold;">=</span> <span class="n" style="box-sizing: unset;">np</span><span class="o" style="box-sizing: unset; color: var(--jp-mirror-editor-operator-color); font-weight: bold;">.</span><span class="n" style="box-sizing: unset;">linspace</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">(</span><span class="mi" style="box-sizing: unset; color: var(--jp-mirror-editor-number-color) ;">0</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">,</span><span class="mi" style="box-sizing: unset; color: var(--jp-mirror-editor-number-color) ;">45</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">,</span><span class="mi" style="box-sizing: unset; color: var(--jp-mirror-editor-number-color) ;">1000</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">)</span>
<span class="n" style="box-sizing: unset;">pdf_fitted</span> <span class="o" style="box-sizing: unset; color: var(--jp-mirror-editor-operator-color); font-weight: bold;">=</span> <span class="n" style="box-sizing: unset;">stats</span><span class="o" style="box-sizing: unset; color: var(--jp-mirror-editor-operator-color); font-weight: bold;">.</span><span class="n" style="box-sizing: unset;">rayleigh</span><span class="o" style="box-sizing: unset; color: var(--jp-mirror-editor-operator-color); font-weight: bold;">.</span><span class="n" style="box-sizing: unset;">pdf</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">(</span><span class="n" style="box-sizing: unset;">xx</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">,</span><span class="n" style="box-sizing: unset;">loc</span><span class="o" style="box-sizing: unset; color: var(--jp-mirror-editor-operator-color); font-weight: bold;">=</span><span class="n" style="box-sizing: unset;">param</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">[</span><span class="mi" style="box-sizing: unset; color: var(--jp-mirror-editor-number-color) ;">0</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">],</span><span class="n" style="box-sizing: unset;">scale</span><span class="o" style="box-sizing: unset; color: var(--jp-mirror-editor-operator-color); font-weight: bold;">=</span><span class="n" style="box-sizing: unset;">param</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">[</span><span class="mi" style="box-sizing: unset; color: var(--jp-mirror-editor-number-color) ;">1</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">])</span>
<span class="n" style="box-sizing: unset;">pdf</span> <span class="o" style="box-sizing: unset; color: var(--jp-mirror-editor-operator-color); font-weight: bold;">=</span> <span class="n" style="box-sizing: unset;">stats</span><span class="o" style="box-sizing: unset; color: var(--jp-mirror-editor-operator-color); font-weight: bold;">.</span><span class="n" style="box-sizing: unset;">rayleigh</span><span class="o" style="box-sizing: unset; color: var(--jp-mirror-editor-operator-color); font-weight: bold;">.</span><span class="n" style="box-sizing: unset;">pdf</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">(</span><span class="n" style="box-sizing: unset;">xx</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">,</span><span class="n" style="box-sizing: unset;">loc</span><span class="o" style="box-sizing: unset; color: var(--jp-mirror-editor-operator-color); font-weight: bold;">=</span><span class="mi" style="box-sizing: unset; color: var(--jp-mirror-editor-number-color) ;">0</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">,</span><span class="n" style="box-sizing: unset;">scale</span><span class="o" style="box-sizing: unset; color: var(--jp-mirror-editor-operator-color); font-weight: bold;">=</span><span class="mf" style="box-sizing: unset; color: var(--jp-mirror-editor-number-color) ;">8.5</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">)</span>
<span class="n" style="box-sizing: unset;">ax3</span> <span class="o" style="box-sizing: unset; color: var(--jp-mirror-editor-operator-color); font-weight: bold;">=</span> <span class="n" style="box-sizing: unset;">fig</span><span class="o" style="box-sizing: unset; color: var(--jp-mirror-editor-operator-color); font-weight: bold;">.</span><span class="n" style="box-sizing: unset;">add_subplot</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">(</span><span class="mi" style="box-sizing: unset; color: var(--jp-mirror-editor-number-color) ;">3</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">,</span> <span class="mi" style="box-sizing: unset; color: var(--jp-mirror-editor-number-color) ;">1</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">,</span> <span class="mi" style="box-sizing: unset; color: var(--jp-mirror-editor-number-color) ;">3</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">)</span>
<span class="n" style="box-sizing: unset;">plot</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">(</span><span class="n" style="box-sizing: unset;">xx</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">,</span><span class="n" style="box-sizing: unset;">pdf</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">,</span><span class="s1" style="box-sizing: unset; color: var(--jp-mirror-editor-string-color) ;">'r-'</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">,</span> <span class="n" style="box-sizing: unset;">lw</span><span class="o" style="box-sizing: unset; color: var(--jp-mirror-editor-operator-color); font-weight: bold;">=</span><span class="mi" style="box-sizing: unset; color: var(--jp-mirror-editor-number-color) ;">5</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">,</span> <span class="n" style="box-sizing: unset;">alpha</span><span class="o" style="box-sizing: unset; color: var(--jp-mirror-editor-operator-color); font-weight: bold;">=</span><span class="mf" style="box-sizing: unset; color: var(--jp-mirror-editor-number-color) ;">0.6</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">,</span> <span class="n" style="box-sizing: unset;">label</span><span class="o" style="box-sizing: unset; color: var(--jp-mirror-editor-operator-color); font-weight: bold;">=</span><span class="s1" style="box-sizing: unset; color: var(--jp-mirror-editor-string-color) ;">'rayleigh pdf'</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">)</span>
<span class="n" style="box-sizing: unset;">plot</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">(</span><span class="n" style="box-sizing: unset;">xx</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">,</span><span class="n" style="box-sizing: unset;">pdf</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">,</span><span class="s1" style="box-sizing: unset; color: var(--jp-mirror-editor-string-color) ;">'k-'</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">,</span> <span class="n" style="box-sizing: unset;">label</span><span class="o" style="box-sizing: unset; color: var(--jp-mirror-editor-operator-color); font-weight: bold;">=</span><span class="s1" style="box-sizing: unset; color: var(--jp-mirror-editor-string-color) ;">'Data'</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">)</span>
<span class="n" style="box-sizing: unset;">plt</span><span class="o" style="box-sizing: unset; color: var(--jp-mirror-editor-operator-color); font-weight: bold;">.</span><span class="n" style="box-sizing: unset;">bar</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">(</span><span class="n" style="box-sizing: unset;">x</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">[</span><span class="mi" style="box-sizing: unset; color: var(--jp-mirror-editor-number-color) ;">1</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">:],</span> <span class="n" style="box-sizing: unset;">counts</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">)</span>
<span class="n" style="box-sizing: unset;">plt</span><span class="o" style="box-sizing: unset; color: var(--jp-mirror-editor-operator-color); font-weight: bold;">.</span><span class="n" style="box-sizing: unset;">show</span><span class="p" style="box-sizing: unset; color: var(--jp-mirror-editor-punctuation-color) ;">()</span>
</pre>
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<div class="jp-Cell-outputWrapper" style="box-sizing: unset;
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0, 0); font-family: -apple-system, BlinkMacSystemFont, "Segoe
UI", Helvetica, Arial, sans-serif, "Apple Color
Emoji", "Segoe UI Emoji", "Segoe UI
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font-variant-caps: normal; font-weight: normal; letter-spacing:
normal; orphans: auto; text-align: start; text-indent: 0px;
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data-mime-type="text/plain" style="box-sizing: unset;
text-align: left; padding-left: var(--jp-code-padding);
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-webkit-user-select: text; flex-grow: 1; flex-shrink: 1;">
<pre style="box-sizing: unset; line-height: 16.25px; color: var(--jp-content-font-color1); font-size: var(--jp-code-font-size); border: none; margin: 0px; padding: 0px; overflow: auto; word-break: break-all; word-wrap: break-word; white-space: pre-wrap;">[ 55 77 61 80 94 87 102 115 133 133 123 121 133 122 118 152 142 140
120 96 84 71 39 26 19 9 8 3 0 4]
216.37114598925467 -636.6370861665209 3.3226700375837455
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data-mime-type="application/vnd.jupyter.stderr"
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var(--jp-code-font-family); height: auto; overflow: auto;
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<pre style="box-sizing: unset; line-height: 16.25px; color: var(--jp-content-font-color1); font-size: var(--jp-code-font-size); border: none; margin: 0px; padding: 0px; overflow: auto; word-break: break-all; word-wrap: break-word; white-space: pre-wrap;"><span class="ansi-red-fg" style="box-sizing: unset; color: rgb(231, 92, 88);">---------------------------------------------------------------------------</span>
<span class="ansi-red-fg" style="box-sizing: unset; color: rgb(231, 92, 88);">ValueError</span> Traceback (most recent call last)
<span class="ansi-green-fg" style="box-sizing: unset; color: rgb(0, 162, 80);">/var/folders/cj/z259fmwd41dgzl8mq8nppwd40000gn/T/ipykernel_8820/1690958570.py</span> in <span class="ansi-cyan-fg" style="box-sizing: unset; color: rgb(96, 198, 200);"><module></span>
<span class="ansi-green-intense-fg ansi-bold" style="box-sizing: unset; color: rgb(0, 116, 39); font-weight: bold;"> 44</span> plot<span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">(</span>xx<span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">,</span>pdf<span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">,</span><span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">'r-'</span><span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">,</span> lw<span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">=</span><span class="ansi-cyan-fg" style="box-sizing: unset; color: rgb(96, 198, 200);">5</span><span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">,</span> alpha<span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">=</span><span class="ansi-cyan-fg" style="box-sizing: unset; color: rgb(96, 198, 200);">0.6</span><span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">,</span> label<span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">=</span><span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">'rayleigh pdf'</span><span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">)</span>
<span class="ansi-green-intense-fg ansi-bold" style="box-sizing: unset; color: rgb(0, 116, 39); font-weight: bold;"> 45</span> plot<span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">(</span>xx<span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">,</span>pdf<span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">,</span><span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">'k-'</span><span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">,</span> label<span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">=</span><span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">'Data'</span><span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">)</span>
<span class="ansi-green-fg" style="box-sizing: unset; color: rgb(0, 162, 80);">---> 46</span><span class="ansi-red-fg" style="box-sizing: unset; color: rgb(231, 92, 88);"> </span>plt<span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">.</span>bar<span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">(</span>x<span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">[</span><span class="ansi-cyan-fg" style="box-sizing: unset; color: rgb(96, 198, 200);">1</span><span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">:</span><span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">]</span><span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">,</span> counts<span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">)</span>
<span class="ansi-green-intense-fg ansi-bold" style="box-sizing: unset; color: rgb(0, 116, 39); font-weight: bold;"> 47</span> plt<span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">.</span>show<span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">(</span><span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">)</span>
<span class="ansi-green-intense-fg ansi-bold" style="box-sizing: unset; color: rgb(0, 116, 39); font-weight: bold;"> 48</span>
<span class="ansi-green-fg" style="box-sizing: unset; color: rgb(0, 162, 80);">/Library/Frameworks/Python.framework/Versions/3.9/lib/python3.9/site-packages/matplotlib/pyplot.py</span> in <span class="ansi-cyan-fg" style="box-sizing: unset; color: rgb(96, 198, 200);">bar</span><span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">(x, height, width, bottom, align, data, **kwargs)</span>
<span class="ansi-green-intense-fg ansi-bold" style="box-sizing: unset; color: rgb(0, 116, 39); font-weight: bold;"> 2649</span> x<span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">,</span> height<span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">,</span> width<span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">=</span><span class="ansi-cyan-fg" style="box-sizing: unset; color: rgb(96, 198, 200);">0.8</span><span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">,</span> bottom<span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">=</span><span class="ansi-green-fg" style="box-sizing: unset; color: rgb(0, 162, 80);">None</span><span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">,</span> <span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">*</span><span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">,</span> align<span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">=</span><span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">'center'</span><span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">,</span>
<span class="ansi-green-intense-fg ansi-bold" style="box-sizing: unset; color: rgb(0, 116, 39); font-weight: bold;"> 2650</span> data=None, **kwargs):
<span class="ansi-green-fg" style="box-sizing: unset; color: rgb(0, 162, 80);">-> 2651</span><span class="ansi-red-fg" style="box-sizing: unset; color: rgb(231, 92, 88);"> return gca().bar(
</span><span class="ansi-green-intense-fg ansi-bold" style="box-sizing: unset; color: rgb(0, 116, 39); font-weight: bold;"> 2652</span> x<span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">,</span> height<span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">,</span> width<span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">=</span>width<span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">,</span> bottom<span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">=</span>bottom<span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">,</span> align<span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">=</span>align<span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">,</span>
<span class="ansi-green-intense-fg ansi-bold" style="box-sizing: unset; color: rgb(0, 116, 39); font-weight: bold;"> 2653</span> **({"data": data} if data is not None else {}), **kwargs)
<span class="ansi-green-fg" style="box-sizing: unset; color: rgb(0, 162, 80);">/Library/Frameworks/Python.framework/Versions/3.9/lib/python3.9/site-packages/matplotlib/__init__.py</span> in <span class="ansi-cyan-fg" style="box-sizing: unset; color: rgb(96, 198, 200);">inner</span><span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">(ax, data, *args, **kwargs)</span>
<span class="ansi-green-intense-fg ansi-bold" style="box-sizing: unset; color: rgb(0, 116, 39); font-weight: bold;"> 1359</span> <span class="ansi-green-fg" style="box-sizing: unset; color: rgb(0, 162, 80);">def</span> inner<span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">(</span>ax<span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">,</span> <span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">*</span>args<span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">,</span> data<span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">=</span><span class="ansi-green-fg" style="box-sizing: unset; color: rgb(0, 162, 80);">None</span><span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">,</span> <span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">**</span>kwargs<span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">)</span><span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">:</span>
<span class="ansi-green-intense-fg ansi-bold" style="box-sizing: unset; color: rgb(0, 116, 39); font-weight: bold;"> 1360</span> <span class="ansi-green-fg" style="box-sizing: unset; color: rgb(0, 162, 80);">if</span> data <span class="ansi-green-fg" style="box-sizing: unset; color: rgb(0, 162, 80);">is</span> <span class="ansi-green-fg" style="box-sizing: unset; color: rgb(0, 162, 80);">None</span><span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">:</span>
<span class="ansi-green-fg" style="box-sizing: unset; color: rgb(0, 162, 80);">-> 1361</span><span class="ansi-red-fg" style="box-sizing: unset; color: rgb(231, 92, 88);"> </span><span class="ansi-green-fg" style="box-sizing: unset; color: rgb(0, 162, 80);">return</span> func<span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">(</span>ax<span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">,</span> <span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">*</span>map<span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">(</span>sanitize_sequence<span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">,</span> args<span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">)</span><span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">,</span> <span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">**</span>kwargs<span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">)</span>
<span class="ansi-green-intense-fg ansi-bold" style="box-sizing: unset; color: rgb(0, 116, 39); font-weight: bold;"> 1362</span>
<span class="ansi-green-intense-fg ansi-bold" style="box-sizing: unset; color: rgb(0, 116, 39); font-weight: bold;"> 1363</span> bound <span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">=</span> new_sig<span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">.</span>bind<span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">(</span>ax<span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">,</span> <span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">*</span>args<span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">,</span> <span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">**</span>kwargs<span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">)</span>
<span class="ansi-green-fg" style="box-sizing: unset; color: rgb(0, 162, 80);">/Library/Frameworks/Python.framework/Versions/3.9/lib/python3.9/site-packages/matplotlib/axes/_axes.py</span> in <span class="ansi-cyan-fg" style="box-sizing: unset; color: rgb(96, 198, 200);">bar</span><span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">(self, x, height, width, bottom, align, **kwargs)</span>
<span class="ansi-green-intense-fg ansi-bold" style="box-sizing: unset; color: rgb(0, 116, 39); font-weight: bold;"> 2302</span> yerr <span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">=</span> self<span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">.</span>_convert_dx<span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">(</span>yerr<span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">,</span> y0<span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">,</span> y<span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">,</span> self<span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">.</span>convert_yunits<span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">)</span>
<span class="ansi-green-intense-fg ansi-bold" style="box-sizing: unset; color: rgb(0, 116, 39); font-weight: bold;"> 2303</span>
<span class="ansi-green-fg" style="box-sizing: unset; color: rgb(0, 162, 80);">-> 2304</span><span class="ansi-red-fg" style="box-sizing: unset; color: rgb(231, 92, 88);"> x, height, width, y, linewidth, hatch = np.broadcast_arrays(
</span><span class="ansi-green-intense-fg ansi-bold" style="box-sizing: unset; color: rgb(0, 116, 39); font-weight: bold;"> 2305</span> <span class="ansi-red-fg" style="box-sizing: unset; color: rgb(231, 92, 88);"># Make args iterable too.</span>
<span class="ansi-green-intense-fg ansi-bold" style="box-sizing: unset; color: rgb(0, 116, 39); font-weight: bold;"> 2306</span> np.atleast_1d(x), height, width, y, linewidth, hatch)
<span class="ansi-green-fg" style="box-sizing: unset; color: rgb(0, 162, 80);"><__array_function__ internals></span> in <span class="ansi-cyan-fg" style="box-sizing: unset; color: rgb(96, 198, 200);">broadcast_arrays</span><span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">(*args, **kwargs)</span>
<span class="ansi-green-fg" style="box-sizing: unset; color: rgb(0, 162, 80);">/Library/Frameworks/Python.framework/Versions/3.9/lib/python3.9/site-packages/numpy/lib/stride_tricks.py</span> in <span class="ansi-cyan-fg" style="box-sizing: unset; color: rgb(96, 198, 200);">broadcast_arrays</span><span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">(subok, *args)</span>
<span class="ansi-green-intense-fg ansi-bold" style="box-sizing: unset; color: rgb(0, 116, 39); font-weight: bold;"> 536</span> args <span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">=</span> <span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">[</span>np<span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">.</span>array<span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">(</span>_m<span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">,</span> copy<span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">=</span><span class="ansi-green-fg" style="box-sizing: unset; color: rgb(0, 162, 80);">False</span><span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">,</span> subok<span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">=</span>subok<span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">)</span> <span class="ansi-green-fg" style="box-sizing: unset; color: rgb(0, 162, 80);">for</span> _m <span class="ansi-green-fg" style="box-sizing: unset; color: rgb(0, 162, 80);">in</span> args<span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">]</span>
<span class="ansi-green-intense-fg ansi-bold" style="box-sizing: unset; color: rgb(0, 116, 39); font-weight: bold;"> 537</span>
<span class="ansi-green-fg" style="box-sizing: unset; color: rgb(0, 162, 80);">--> 538</span><span class="ansi-red-fg" style="box-sizing: unset; color: rgb(231, 92, 88);"> </span>shape <span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">=</span> _broadcast_shape<span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">(</span><span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">*</span>args<span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">)</span>
<span class="ansi-green-intense-fg ansi-bold" style="box-sizing: unset; color: rgb(0, 116, 39); font-weight: bold;"> 539</span>
<span class="ansi-green-intense-fg ansi-bold" style="box-sizing: unset; color: rgb(0, 116, 39); font-weight: bold;"> 540</span> <span class="ansi-green-fg" style="box-sizing: unset; color: rgb(0, 162, 80);">if</span> all<span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">(</span>array<span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">.</span>shape <span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">==</span> shape <span class="ansi-green-fg" style="box-sizing: unset; color: rgb(0, 162, 80);">for</span> array <span class="ansi-green-fg" style="box-sizing: unset; color: rgb(0, 162, 80);">in</span> args<span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">)</span><span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">:</span>
<span class="ansi-green-fg" style="box-sizing: unset; color: rgb(0, 162, 80);">/Library/Frameworks/Python.framework/Versions/3.9/lib/python3.9/site-packages/numpy/lib/stride_tricks.py</span> in <span class="ansi-cyan-fg" style="box-sizing: unset; color: rgb(96, 198, 200);">_broadcast_shape</span><span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">(*args)</span>
<span class="ansi-green-intense-fg ansi-bold" style="box-sizing: unset; color: rgb(0, 116, 39); font-weight: bold;"> 418</span> <span class="ansi-red-fg" style="box-sizing: unset; color: rgb(231, 92, 88);"># use the old-iterator because np.nditer does not handle size 0 arrays</span>
<span class="ansi-green-intense-fg ansi-bold" style="box-sizing: unset; color: rgb(0, 116, 39); font-weight: bold;"> 419</span> <span class="ansi-red-fg" style="box-sizing: unset; color: rgb(231, 92, 88);"># consistently</span>
<span class="ansi-green-fg" style="box-sizing: unset; color: rgb(0, 162, 80);">--> 420</span><span class="ansi-red-fg" style="box-sizing: unset; color: rgb(231, 92, 88);"> </span>b <span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">=</span> np<span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">.</span>broadcast<span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">(</span><span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">*</span>args<span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">[</span><span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">:</span><span class="ansi-cyan-fg" style="box-sizing: unset; color: rgb(96, 198, 200);">32</span><span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">]</span><span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">)</span>
<span class="ansi-green-intense-fg ansi-bold" style="box-sizing: unset; color: rgb(0, 116, 39); font-weight: bold;"> 421</span> <span class="ansi-red-fg" style="box-sizing: unset; color: rgb(231, 92, 88);"># unfortunately, it cannot handle 32 or more arguments directly</span>
<span class="ansi-green-intense-fg ansi-bold" style="box-sizing: unset; color: rgb(0, 116, 39); font-weight: bold;"> 422</span> <span class="ansi-green-fg" style="box-sizing: unset; color: rgb(0, 162, 80);">for</span> pos <span class="ansi-green-fg" style="box-sizing: unset; color: rgb(0, 162, 80);">in</span> range<span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">(</span><span class="ansi-cyan-fg" style="box-sizing: unset; color: rgb(96, 198, 200);">32</span><span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">,</span> len<span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">(</span>args<span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">)</span><span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">,</span> <span class="ansi-cyan-fg" style="box-sizing: unset; color: rgb(96, 198, 200);">31</span><span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">)</span><span class="ansi-blue-fg" style="box-sizing: unset; color: rgb(32, 143, 251);">:</span>
<span class="ansi-red-fg" style="box-sizing: unset; color: rgb(231, 92, 88);">ValueError</span>: shape mismatch: objects cannot be broadcast to a single shape</pre>
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style="box-sizing: unset; height: auto; overflow: auto;
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src="cid:part2.C8F1E1F7.13AD9DD1@sloan-home.co.uk"
style="box-sizing: unset; max-width: 100%; height: auto;"></div>
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<pre class="moz-signature" cols="72">========== Art & Ceramics ===========
<a class="moz-txt-link-freetext" href="https://www.instagram.com/ksloan1952/">https://www.instagram.com/ksloan1952/</a></pre>
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