<div dir="ltr">Dear matplotlib users,<div><br></div><div>I have to visualize 3 and 4 dimensional images and overlay on top some data (e.g. masks, tracking results, etc). I need a solution to explore (e.g. visualize inline in IPython) and to present my results (e.g. insert pdf into slides). I wrote a few functions using matplotlib and I can plot a sequence of projections of 3-D volumes:<br></div><div><br></div><div><img src="cid:ii_1517e0f72104238d" alt="Inline image 1" width="490" height="99" style="margin-right: 0px;"></div><div><br></div><div>However, as you can see there is a problem with spacing near projections which makes the plot look not so nice. In ideal case I would like to have the same spacing between x- and y-projections and corresponding z-projection. I spend quite a lot of time trying to figure out how to do that with matplotlib APIs, but I still haven't found a solution. I would highly appreciate if you could help.</div><div><br></div><div>I also posted this question on stackoverflow:</div><div><a href="http://stackoverflow.com/questions/34124267/visualize-3d-and-4d-image-data-in-python">http://stackoverflow.com/questions/34124267/visualize-3d-and-4d-image-data-in-python</a></div><div><br></div><div>My full code is also available on Github:</div><div><a href="https://github.com/DSamuylov/imagend">https://github.com/DSamuylov/imagend</a><br></div><div><br></div><div>Minimal code to reproduce the problem is bellow.<br></div><div><br></div><div>Thank you for your help!</div><div><br></div><div>Best regards,</div><div>Denis</div><div><br></div><div><pre class="" style="margin-top:0px;margin-bottom:1em;padding:5px;border:0px;font-size:13px;overflow:auto;width:auto;max-height:600px;font-family:Consolas,Menlo,Monaco,'Lucida Console','Liberation Mono','DejaVu Sans Mono','Bitstream Vera Sans Mono','Courier New',monospace,sans-serif;color:rgb(57,51,24);word-wrap:normal;background-color:rgb(238,238,238)"><code style="margin:0px;padding:0px;border:0px;font-family:Consolas,Menlo,Monaco,'Lucida Console','Liberation Mono','DejaVu Sans Mono','Bitstream Vera Sans Mono','Courier New',monospace,sans-serif;white-space:inherit"><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,139)">import</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> math
</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,139)">import</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> numpy </span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,139)">as</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> np
</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,139)">import</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> matplotlib</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">.</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">cm </span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,139)">as</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> cm
</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,139)">import</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> matplotlib</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">.</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">pyplot </span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,139)">as</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> plt
</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,139)">import</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> matplotlib</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">.</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">gridspec </span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,139)">as</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> gridspec
</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,139)">def</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> project_image_stack</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">(</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">img</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">,</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> figwidth</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">=</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(128,0,0)">3</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">,</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> axes</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">=</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,139)">None</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">):</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">
dim </span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">=</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> len</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">(</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">img</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">.</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">shape</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">)</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">
</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,139)">assert</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> dim </span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">==</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> </span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(128,0,0)">3</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">
n_slices</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">,</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> n_h</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">,</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> n_w </span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">=</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> img</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">.</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">shape
figheight </span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">=</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> </span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">(</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">figwidth</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">)*</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">np</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">.</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">float64</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">(</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">n_h </span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">+</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> n_slices</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">)/(</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">n_w </span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">+</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> n_slices</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">)</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">
z_proj </span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">=</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> np</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">.</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">mean</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">(</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">img</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">,</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> axis</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">=</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(128,0,0)">0</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">)</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">
y_proj </span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">=</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> np</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">.</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">mean</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">(</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">img</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">,</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> axis</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">=</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(128,0,0)">1</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">)</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">
x_proj </span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">=</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> np</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">.</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">mean</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">(</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">img</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">,</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> axis</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">=</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(128,0,0)">2</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">).</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">T
</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,139)">if</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> axes </span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,139)">is</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> </span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,139)">None</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">:</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">
</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(128,128,128)"># Create figure</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">
fig </span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">=</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> plt</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">.</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">figure</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">(</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">figsize</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">=(</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">figwidth</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">,</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> figheight</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">))</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">
gs </span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">=</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> gridspec</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">.</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(43,145,175)">GridSpec</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">(</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(128,0,0)">2</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">,</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> </span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(128,0,0)">2</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">,</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> width_ratios</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">=[</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">n_w</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">,</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> n_slices</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">],</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">
height_ratios</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">=[</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">n_h</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">,</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> n_slices</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">])</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">
gs</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">.</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">update</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">(</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">wspace</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">=</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(128,0,0)">0.05</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">,</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> hspace</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">=</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(128,0,0)">0.05</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">,</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> bottom</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">=</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(128,0,0)">0</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">,</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> top</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">=</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(128,0,0)">1</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">,</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> left</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">=</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(128,0,0)">0</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">,</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> right</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">=</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(128,0,0)">1</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">)</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">
</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(128,128,128)"># Create axes:</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">
ax_z </span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">=</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> fig</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">.</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">add_subplot</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">(</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">gs</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">[</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(128,0,0)">0</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">,</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> </span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(128,0,0)">0</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">])</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">
ax_y </span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">=</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> fig</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">.</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">add_subplot</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">(</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">gs</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">[</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(128,0,0)">1</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">,</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> </span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(128,0,0)">0</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">],</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> sharex</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">=</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">ax_z</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">)</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">
ax_x </span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">=</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> fig</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">.</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">add_subplot</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">(</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">gs</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">[</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(128,0,0)">0</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">,</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> </span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(128,0,0)">1</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">],</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> sharey</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">=</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">ax_z</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">)</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">
</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,139)">else</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">:</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">
</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,139)">assert</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> len</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">(</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">axes</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">)</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> </span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">==</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> </span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(128,0,0)">3</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">
fig </span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">=</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> </span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,139)">None</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">
ax_z</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">,</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> ax_y</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">,</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> ax_x </span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">=</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> axes
</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(128,128,128)"># z projection:</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">
ax_z</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">.</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">imshow</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">(</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">z_proj</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">,</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> interpolation</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">=</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(128,0,0)">'nearest'</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">,</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> cmap</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">=</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">cm</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">.</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">gray</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">,</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> aspect</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">=</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(128,0,0)">1</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">)</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">
ax_z</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">.</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">set_xlim</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">([-</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(128,0,0)">0.5</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">,</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> n_w </span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">-</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> </span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(128,0,0)">0.5</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">])</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">
ax_z</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">.</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">set_ylim</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">([</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">n_h </span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">-</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> </span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(128,0,0)">0.5</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">,</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> </span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">-</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(128,0,0)">0.5</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">])</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">
ax_z</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">.</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">axis</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">(</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(128,0,0)">'off'</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">)</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">
</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(128,128,128)"># y projection:</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">
ax_y</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">.</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">imshow</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">(</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">y_proj</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">,</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> interpolation</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">=</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(128,0,0)">'nearest'</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">,</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> cmap</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">=</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">cm</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">.</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">gray</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">,</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> aspect</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">=</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(128,0,0)">1</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">)</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">
ax_y</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">.</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">set_xlim</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">([-</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(128,0,0)">0.5</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">,</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> n_w</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">-</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(128,0,0)">0.5</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">])</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">
ax_y</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">.</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">set_ylim</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">([</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">n_slices</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">-</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(128,0,0)">0.5</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">,</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> </span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">-</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(128,0,0)">0.5</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">])</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">
ax_y</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">.</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">axis</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">(</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(128,0,0)">'off'</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">)</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">
</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(128,128,128)"># x projection:</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">
ax_x</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">.</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">imshow</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">(</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">x_proj</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">,</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> interpolation</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">=</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(128,0,0)">'nearest'</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">,</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> cmap</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">=</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">cm</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">.</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">gray</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">,</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> aspect</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">=</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(128,0,0)">1</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">)</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">
ax_x</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">.</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">set_xlim</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">([-</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(128,0,0)">0.5</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">,</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> n_slices</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">-</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(128,0,0)">0.5</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">])</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">
ax_x</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">.</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">set_ylim</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">([</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">n_h</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">-</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(128,0,0)">0.5</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">,</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> </span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">-</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(128,0,0)">0.5</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">])</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">
ax_x</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">.</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">axis</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">(</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(128,0,0)">'off'</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">)</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">
</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,139)">return</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> fig</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">,</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> </span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">(</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">ax_z</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">,</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> ax_y</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">,</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> ax_x</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">)</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">
</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,139)">def</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> project_image_sequence</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">(</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">img_sequence</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">,</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> subfigwidth</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">=</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(128,0,0)">3</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">,</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> ncol</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">=</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(128,0,0)">5</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">):</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">
dim </span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">=</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> len</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">(</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">img_sequence</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">.</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">shape</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">)</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">
</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,139)">assert</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> dim </span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">==</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> </span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(128,0,0)">4</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">
n_frames</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">,</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> n_slices</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">,</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> n_h</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">,</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> n_w </span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">=</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> img_sequence</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">.</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">shape
frames </span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">=</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> range</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">(</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(128,0,0)">0</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">,</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> n_frames</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">)</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">
n_subfig </span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">=</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> len</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">(</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">frames</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">)</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">
</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(128,128,128)"># Initialize parameters</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">
nrow </span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">=</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> int</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">(</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">math</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">.</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">ceil</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">(</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">float</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">(</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">n_subfig</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">)/</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">ncol</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">))</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">
height_subfig </span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">=</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> </span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">(</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">n_h </span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">+</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> n_slices</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">)*</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">np</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">.</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">float64</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">(</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">subfigwidth</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">)/(</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">n_w </span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">+</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> n_slices</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">)</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">
</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(128,128,128)"># Initialize the figure</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">
fig </span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">=</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> plt</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">.</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">figure</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">(</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">figsize</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">=(</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">subfigwidth</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">*</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">ncol</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">,</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> height_subfig</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">*</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">nrow</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">))</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">
</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(128,128,128)"># Initialize the layout</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">
gs_master </span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">=</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> gridspec</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">.</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(43,145,175)">GridSpec</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">(</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">nrow</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">,</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> ncol</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">)</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">
gs_master</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">.</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">update</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">(</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">bottom</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">=</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(128,0,0)">0</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">,</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> top</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">=</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(128,0,0)">1</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">,</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> left</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">=</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(128,0,0)">0</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">,</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> right</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">=</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(128,0,0)">1</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">)</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">
</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(128,128,128)"># Magic for every (sub-)gridspec:</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">
wspace </span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">=</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> </span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(128,0,0)">0.05</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> </span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(128,128,128)"># [in]</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">
hspace </span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">=</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> wspace</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">*</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">float</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">(</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">n_w </span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">+</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> n_slices</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">)/(</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">n_h </span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">+</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> n_slices</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">)</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">
axes </span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">=</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> </span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">[]</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">
</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,139)">for</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> i </span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,139)">in</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> range</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">(</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">nrow</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">):</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">
</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,139)">for</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> j </span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,139)">in</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> range</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">(</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">ncol</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">):</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">
ind </span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">=</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> i</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">*</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">ncol </span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">+</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> j
</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,139)">if</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> ind </span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">>=</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> n_subfig</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">:</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">
</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,139)">break</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">
gs </span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">=</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> gridspec</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">.</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(43,145,175)">GridSpecFromSubplotSpec</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">(</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">
</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(128,0,0)">2</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">,</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> </span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(128,0,0)">2</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">,</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">
width_ratios</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">=[</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">n_w</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">,</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> n_slices</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">],</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">
height_ratios</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">=[</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">n_h</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">,</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> n_slices</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">],</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">
subplot_spec</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">=</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">gs_master</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">[</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">i</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">,</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> j</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">],</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">
wspace</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">=</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">wspace</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">,</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> hspace</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">=</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">hspace</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">,</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">
</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">)</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">
ax_z </span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">=</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> plt</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">.</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(43,145,175)">Subplot</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">(</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">fig</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">,</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> gs</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">[</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(128,0,0)">0</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">,</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> </span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(128,0,0)">0</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">])</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">
ax_z</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">.</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">set_title</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">(</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(128,0,0)">'frame={}'</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">.</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">format</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">(</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">frames</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">[</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">ind</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">]))</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">
ax_y </span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">=</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> plt</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">.</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(43,145,175)">Subplot</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">(</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">fig</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">,</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> gs</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">[</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(128,0,0)">1</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">,</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> </span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(128,0,0)">0</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">],</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> sharex</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">=</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">ax_z</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">)</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">
ax_x </span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">=</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> plt</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">.</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(43,145,175)">Subplot</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">(</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">fig</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">,</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> gs</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">[</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(128,0,0)">0</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">,</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> </span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(128,0,0)">1</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">],</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> sharey</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">=</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">ax_z</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">)</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">
project_image_stack</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">(</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">img_sequence</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">[</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">frames</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">[</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">ind</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">]],</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">
axes</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">=[</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">ax_z</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">,</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> ax_y</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">,</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> ax_x</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">])</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">
fig</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">.</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">add_subplot</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">(</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">ax_z</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">)</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">
fig</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">.</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">add_subplot</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">(</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">ax_y</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">)</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">
fig</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">.</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">add_subplot</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">(</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">ax_x</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">)</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">
axes</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">.</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">append</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">((</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">ax_z</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">,</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> ax_y</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">,</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> ax_x</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">))</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">
</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,139)">return</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> fig</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">,</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> axes
</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,139)">if</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> __name__ </span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">==</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> </span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(128,0,0)">"__main__"</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">:</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">
image_sequence </span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">=</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> np</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">.</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">random</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">.</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">rand</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">(</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(128,0,0)">5</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">,</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> </span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(128,0,0)">20</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">,</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> </span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(128,0,0)">30</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">,</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> </span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(128,0,0)">40</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">)</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">
fig</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">,</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> axes </span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">=</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> project_image_sequence</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">(</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">image_sequence</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">)</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">
fig</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">.</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">savefig</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">(</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(128,0,0)">"min_example.png"</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">,</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)"> bbox_inches</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">=</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(128,0,0)">'tight'</span><span class="" style="margin:0px;padding:0px;border:0px;color:rgb(0,0,0)">)</span></code></pre></div><div><br></div></div>