Anesthesia_CA1/validation/calcium_imaging_transition_state/ROIs/F0/16_keta300_ROIs.svg

<?xml version="1.0" encoding="utf-8" standalone="no"?>
<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
<!-- Created with matplotlib (https://matplotlib.org/) -->
<svg height="345.6pt" version="1.1" viewBox="0 0 460.8 345.6" width="460.8pt" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink">
 <metadata>
  <rdf:RDF xmlns:cc="http://creativecommons.org/ns#" xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#">
   <cc:Work>
    <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
    <dc:date>2021-05-05T23:59:50.549459</dc:date>
    <dc:format>image/svg+xml</dc:format>
    <dc:creator>
     <cc:Agent>
      <dc:title>Matplotlib v3.3.4, https://matplotlib.org/</dc:title>
     </cc:Agent>
    </dc:creator>
   </cc:Work>
  </rdf:RDF>
 </metadata>
 <defs>
  <style type="text/css">*{stroke-linecap:butt;stroke-linejoin:round;}</style>
 </defs>
 <g id="figure_1">
  <g id="patch_1">
   <path d="M 0 345.6 
L 460.8 345.6 
L 460.8 0 
L 0 0 
z
" style="fill:#ffffff;"/>
  </g>
  <g id="axes_1">
   <g id="patch_2">
    <path d="M 103.104 307.584 
L 369.216 307.584 
L 369.216 41.472 
L 103.104 41.472 
z
" style="fill:#ffffff;"/>
   </g>
   <g clip-path="url(#pa7f925d769)">
    <image height="266.4" id="image089f6de546" transform="scale(1 -1)translate(0 -266.4)" width="266.4" x="103" xlink:href="data:image/png;base64,
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" y="-41.2"/>
   </g>
   <g id="matplotlib.axis_1">
    <g id="xtick_1">
     <g id="line2d_1">
      <defs>
       <path d="M 0 0 
L 0 3.5 
" id="mecdff17071" style="stroke:#000000;stroke-width:0.8;"/>
      </defs>
      <g>
       <use style="stroke:#000000;stroke-width:0.8;" x="103.363875" xlink:href="#mecdff17071" y="307.584"/>
      </g>
     </g>
     <g id="text_1">
      <!-- 0 -->
      <g transform="translate(100.182625 322.182437)scale(0.1 -0.1)">
       <defs>
        <path d="M 31.78125 66.40625 
Q 24.171875 66.40625 20.328125 58.90625 
Q 16.5 51.421875 16.5 36.375 
Q 16.5 21.390625 20.328125 13.890625 
Q 24.171875 6.390625 31.78125 6.390625 
Q 39.453125 6.390625 43.28125 13.890625 
Q 47.125 21.390625 47.125 36.375 
Q 47.125 51.421875 43.28125 58.90625 
Q 39.453125 66.40625 31.78125 66.40625 
z
M 31.78125 74.21875 
Q 44.046875 74.21875 50.515625 64.515625 
Q 56.984375 54.828125 56.984375 36.375 
Q 56.984375 17.96875 50.515625 8.265625 
Q 44.046875 -1.421875 31.78125 -1.421875 
Q 19.53125 -1.421875 13.0625 8.265625 
Q 6.59375 17.96875 6.59375 36.375 
Q 6.59375 54.828125 13.0625 64.515625 
Q 19.53125 74.21875 31.78125 74.21875 
z
" id="DejaVuSans-48"/>
       </defs>
       <use xlink:href="#DejaVuSans-48"/>
      </g>
     </g>
    </g>
    <g id="xtick_2">
     <g id="line2d_2">
      <g>
       <use style="stroke:#000000;stroke-width:0.8;" x="155.338875" xlink:href="#mecdff17071" y="307.584"/>
      </g>
     </g>
     <g id="text_2">
      <!-- 100 -->
      <g transform="translate(145.795125 322.182437)scale(0.1 -0.1)">
       <defs>
        <path d="M 12.40625 8.296875 
L 28.515625 8.296875 
L 28.515625 63.921875 
L 10.984375 60.40625 
L 10.984375 69.390625 
L 28.421875 72.90625 
L 38.28125 72.90625 
L 38.28125 8.296875 
L 54.390625 8.296875 
L 54.390625 0 
L 12.40625 0 
z
" id="DejaVuSans-49"/>
       </defs>
       <use xlink:href="#DejaVuSans-49"/>
       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
       <use x="127.246094" xlink:href="#DejaVuSans-48"/>
      </g>
     </g>
    </g>
    <g id="xtick_3">
     <g id="line2d_3">
      <g>
       <use style="stroke:#000000;stroke-width:0.8;" x="207.313875" xlink:href="#mecdff17071" y="307.584"/>
      </g>
     </g>
     <g id="text_3">
      <!-- 200 -->
      <g transform="translate(197.770125 322.182437)scale(0.1 -0.1)">
       <defs>
        <path d="M 19.1875 8.296875 
L 53.609375 8.296875 
L 53.609375 0 
L 7.328125 0 
L 7.328125 8.296875 
Q 12.9375 14.109375 22.625 23.890625 
Q 32.328125 33.6875 34.8125 36.53125 
Q 39.546875 41.84375 41.421875 45.53125 
Q 43.3125 49.21875 43.3125 52.78125 
Q 43.3125 58.59375 39.234375 62.25 
Q 35.15625 65.921875 28.609375 65.921875 
Q 23.96875 65.921875 18.8125 64.3125 
Q 13.671875 62.703125 7.8125 59.421875 
L 7.8125 69.390625 
Q 13.765625 71.78125 18.9375 73 
Q 24.125 74.21875 28.421875 74.21875 
Q 39.75 74.21875 46.484375 68.546875 
Q 53.21875 62.890625 53.21875 53.421875 
Q 53.21875 48.921875 51.53125 44.890625 
Q 49.859375 40.875 45.40625 35.40625 
Q 44.1875 33.984375 37.640625 27.21875 
Q 31.109375 20.453125 19.1875 8.296875 
z
" id="DejaVuSans-50"/>
       </defs>
       <use xlink:href="#DejaVuSans-50"/>
       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
       <use x="127.246094" xlink:href="#DejaVuSans-48"/>
      </g>
     </g>
    </g>
    <g id="xtick_4">
     <g id="line2d_4">
      <g>
       <use style="stroke:#000000;stroke-width:0.8;" x="259.288875" xlink:href="#mecdff17071" y="307.584"/>
      </g>
     </g>
     <g id="text_4">
      <!-- 300 -->
      <g transform="translate(249.745125 322.182437)scale(0.1 -0.1)">
       <defs>
        <path d="M 40.578125 39.3125 
Q 47.65625 37.796875 51.625 33 
Q 55.609375 28.21875 55.609375 21.1875 
Q 55.609375 10.40625 48.1875 4.484375 
Q 40.765625 -1.421875 27.09375 -1.421875 
Q 22.515625 -1.421875 17.65625 -0.515625 
Q 12.796875 0.390625 7.625 2.203125 
L 7.625 11.71875 
Q 11.71875 9.328125 16.59375 8.109375 
Q 21.484375 6.890625 26.8125 6.890625 
Q 36.078125 6.890625 40.9375 10.546875 
Q 45.796875 14.203125 45.796875 21.1875 
Q 45.796875 27.640625 41.28125 31.265625 
Q 36.765625 34.90625 28.71875 34.90625 
L 20.21875 34.90625 
L 20.21875 43.015625 
L 29.109375 43.015625 
Q 36.375 43.015625 40.234375 45.921875 
Q 44.09375 48.828125 44.09375 54.296875 
Q 44.09375 59.90625 40.109375 62.90625 
Q 36.140625 65.921875 28.71875 65.921875 
Q 24.65625 65.921875 20.015625 65.03125 
Q 15.375 64.15625 9.8125 62.3125 
L 9.8125 71.09375 
Q 15.4375 72.65625 20.34375 73.4375 
Q 25.25 74.21875 29.59375 74.21875 
Q 40.828125 74.21875 47.359375 69.109375 
Q 53.90625 64.015625 53.90625 55.328125 
Q 53.90625 49.265625 50.4375 45.09375 
Q 46.96875 40.921875 40.578125 39.3125 
z
" id="DejaVuSans-51"/>
       </defs>
       <use xlink:href="#DejaVuSans-51"/>
       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
       <use x="127.246094" xlink:href="#DejaVuSans-48"/>
      </g>
     </g>
    </g>
    <g id="xtick_5">
     <g id="line2d_5">
      <g>
       <use style="stroke:#000000;stroke-width:0.8;" x="311.263875" xlink:href="#mecdff17071" y="307.584"/>
      </g>
     </g>
     <g id="text_5">
      <!-- 400 -->
      <g transform="translate(301.720125 322.182437)scale(0.1 -0.1)">
       <defs>
        <path d="M 37.796875 64.3125 
L 12.890625 25.390625 
L 37.796875 25.390625 
z
M 35.203125 72.90625 
L 47.609375 72.90625 
L 47.609375 25.390625 
L 58.015625 25.390625 
L 58.015625 17.1875 
L 47.609375 17.1875 
L 47.609375 0 
L 37.796875 0 
L 37.796875 17.1875 
L 4.890625 17.1875 
L 4.890625 26.703125 
z
" id="DejaVuSans-52"/>
       </defs>
       <use xlink:href="#DejaVuSans-52"/>
       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
       <use x="127.246094" xlink:href="#DejaVuSans-48"/>
      </g>
     </g>
    </g>
    <g id="xtick_6">
     <g id="line2d_6">
      <g>
       <use style="stroke:#000000;stroke-width:0.8;" x="363.238875" xlink:href="#mecdff17071" y="307.584"/>
      </g>
     </g>
     <g id="text_6">
      <!-- 500 -->
      <g transform="translate(353.695125 322.182437)scale(0.1 -0.1)">
       <defs>
        <path d="M 10.796875 72.90625 
L 49.515625 72.90625 
L 49.515625 64.59375 
L 19.828125 64.59375 
L 19.828125 46.734375 
Q 21.96875 47.46875 24.109375 47.828125 
Q 26.265625 48.1875 28.421875 48.1875 
Q 40.625 48.1875 47.75 41.5 
Q 54.890625 34.8125 54.890625 23.390625 
Q 54.890625 11.625 47.5625 5.09375 
Q 40.234375 -1.421875 26.90625 -1.421875 
Q 22.3125 -1.421875 17.546875 -0.640625 
Q 12.796875 0.140625 7.71875 1.703125 
L 7.71875 11.625 
Q 12.109375 9.234375 16.796875 8.0625 
Q 21.484375 6.890625 26.703125 6.890625 
Q 35.15625 6.890625 40.078125 11.328125 
Q 45.015625 15.765625 45.015625 23.390625 
Q 45.015625 31 40.078125 35.4375 
Q 35.15625 39.890625 26.703125 39.890625 
Q 22.75 39.890625 18.8125 39.015625 
Q 14.890625 38.140625 10.796875 36.28125 
z
" id="DejaVuSans-53"/>
       </defs>
       <use xlink:href="#DejaVuSans-53"/>
       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
       <use x="127.246094" xlink:href="#DejaVuSans-48"/>
      </g>
     </g>
    </g>
   </g>
   <g id="matplotlib.axis_2">
    <g id="ytick_1">
     <g id="line2d_7">
      <defs>
       <path d="M 0 0 
L -3.5 0 
" id="m46abbd0fce" style="stroke:#000000;stroke-width:0.8;"/>
      </defs>
      <g>
       <use style="stroke:#000000;stroke-width:0.8;" x="103.104" xlink:href="#m46abbd0fce" y="41.731875"/>
      </g>
     </g>
     <g id="text_7">
      <!-- 0 -->
      <g transform="translate(89.7415 45.531094)scale(0.1 -0.1)">
       <use xlink:href="#DejaVuSans-48"/>
      </g>
     </g>
    </g>
    <g id="ytick_2">
     <g id="line2d_8">
      <g>
       <use style="stroke:#000000;stroke-width:0.8;" x="103.104" xlink:href="#m46abbd0fce" y="93.706875"/>
      </g>
     </g>
     <g id="text_8">
      <!-- 100 -->
      <g transform="translate(77.0165 97.506094)scale(0.1 -0.1)">
       <use xlink:href="#DejaVuSans-49"/>
       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
       <use x="127.246094" xlink:href="#DejaVuSans-48"/>
      </g>
     </g>
    </g>
    <g id="ytick_3">
     <g id="line2d_9">
      <g>
       <use style="stroke:#000000;stroke-width:0.8;" x="103.104" xlink:href="#m46abbd0fce" y="145.681875"/>
      </g>
     </g>
     <g id="text_9">
      <!-- 200 -->
      <g transform="translate(77.0165 149.481094)scale(0.1 -0.1)">
       <use xlink:href="#DejaVuSans-50"/>
       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
       <use x="127.246094" xlink:href="#DejaVuSans-48"/>
      </g>
     </g>
    </g>
    <g id="ytick_4">
     <g id="line2d_10">
      <g>
       <use style="stroke:#000000;stroke-width:0.8;" x="103.104" xlink:href="#m46abbd0fce" y="197.656875"/>
      </g>
     </g>
     <g id="text_10">
      <!-- 300 -->
      <g transform="translate(77.0165 201.456094)scale(0.1 -0.1)">
       <use xlink:href="#DejaVuSans-51"/>
       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
       <use x="127.246094" xlink:href="#DejaVuSans-48"/>
      </g>
     </g>
    </g>
    <g id="ytick_5">
     <g id="line2d_11">
      <g>
       <use style="stroke:#000000;stroke-width:0.8;" x="103.104" xlink:href="#m46abbd0fce" y="249.631875"/>
      </g>
     </g>
     <g id="text_11">
      <!-- 400 -->
      <g transform="translate(77.0165 253.431094)scale(0.1 -0.1)">
       <use xlink:href="#DejaVuSans-52"/>
       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
       <use x="127.246094" xlink:href="#DejaVuSans-48"/>
      </g>
     </g>
    </g>
    <g id="ytick_6">
     <g id="line2d_12">
      <g>
       <use style="stroke:#000000;stroke-width:0.8;" x="103.104" xlink:href="#m46abbd0fce" y="301.606875"/>
      </g>
     </g>
     <g id="text_12">
      <!-- 500 -->
      <g transform="translate(77.0165 305.406094)scale(0.1 -0.1)">
       <use xlink:href="#DejaVuSans-53"/>
       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
       <use x="127.246094" xlink:href="#DejaVuSans-48"/>
      </g>
     </g>
    </g>
   </g>
   <g id="patch_3">
    <path d="M 103.104 307.584 
L 103.104 41.472 
" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
   </g>
   <g id="patch_4">
    <path d="M 369.216 307.584 
L 369.216 41.472 
" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
   </g>
   <g id="patch_5">
    <path d="M 103.104 307.584 
L 369.216 307.584 
" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
   </g>
   <g id="patch_6">
    <path d="M 103.104 41.472 
L 369.216 41.472 
" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
   </g>
  </g>
 </g>
 <defs>
  <clipPath id="pa7f925d769">
   <rect height="266.112" width="266.112" x="103.104" y="41.472"/>
  </clipPath>
 </defs>
</svg>