diff --git a/examples/cinnabar-api.ipynb b/examples/cinnabar-api.ipynb
index fdbc72f..8fda777 100644
--- a/examples/cinnabar-api.ipynb
+++ b/examples/cinnabar-api.ipynb
@@ -29,7 +29,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 1,
    "id": "b9c5358e470f12a3",
    "metadata": {},
    "outputs": [
@@ -198,11 +198,11 @@
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        "   <cc:Work>\n",
        "    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n",
-       "    <dc:date>2026-06-02T17:17:10.154555</dc:date>\n",
+       "    <dc:date>2026-06-16T12:12:00.639590</dc:date>\n",
        "    <dc:format>image/svg+xml</dc:format>\n",
        "    <dc:creator>\n",
        "     <cc:Agent>\n",
-       "      <dc:title>Matplotlib v3.10.5, https://matplotlib.org/</dc:title>\n",
+       "      <dc:title>Matplotlib v3.10.6, https://matplotlib.org/</dc:title>\n",
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-       "    <g clip-path=\"url(#pf0380a4a85)\">\n",
+       "    <g clip-path=\"url(#pbaebdcb811)\">\n",
        "     <!-- CAT-13i -->\n",
        "     <g transform=\"translate(440.420574 195.88471) scale(0.12 -0.12)\">\n",
        "      <defs>\n",
@@ -1161,7 +1161,7 @@
        "    </g>\n",
        "   </g>\n",
        "   <g id=\"text_6\">\n",
-       "    <g clip-path=\"url(#pf0380a4a85)\">\n",
+       "    <g clip-path=\"url(#pbaebdcb811)\">\n",
        "     <!-- CAT-13c -->\n",
        "     <g transform=\"translate(410.368003 167.647683) scale(0.12 -0.12)\">\n",
        "      <use xlink:href=\"#DejaVuSans-43\"/>\n",
@@ -1175,7 +1175,7 @@
        "    </g>\n",
        "   </g>\n",
        "   <g id=\"text_7\">\n",
-       "    <g clip-path=\"url(#pf0380a4a85)\">\n",
+       "    <g clip-path=\"url(#pbaebdcb811)\">\n",
        "     <!-- CAT-17d -->\n",
        "     <g transform=\"translate(376.934249 144.742943) scale(0.12 -0.12)\">\n",
        "      <defs>\n",
@@ -1217,7 +1217,7 @@
        "    </g>\n",
        "   </g>\n",
        "   <g id=\"text_8\">\n",
-       "    <g clip-path=\"url(#pf0380a4a85)\">\n",
+       "    <g clip-path=\"url(#pbaebdcb811)\">\n",
        "     <!-- CAT-13a -->\n",
        "     <g transform=\"translate(340.639686 127.866464) scale(0.12 -0.12)\">\n",
        "      <defs>\n",
@@ -1266,7 +1266,7 @@
        "    </g>\n",
        "   </g>\n",
        "   <g id=\"text_9\">\n",
-       "    <g clip-path=\"url(#pf0380a4a85)\">\n",
+       "    <g clip-path=\"url(#pbaebdcb811)\">\n",
        "     <!-- CAT-17i -->\n",
        "     <g transform=\"translate(303.826737 117.531002) scale(0.12 -0.12)\">\n",
        "      <use xlink:href=\"#DejaVuSans-43\"/>\n",
@@ -1280,7 +1280,7 @@
        "    </g>\n",
        "   </g>\n",
        "   <g id=\"text_10\">\n",
-       "    <g clip-path=\"url(#pf0380a4a85)\">\n",
+       "    <g clip-path=\"url(#pbaebdcb811)\">\n",
        "     <!-- CAT-13m -->\n",
        "     <g transform=\"translate(259.609677 114.050591) scale(0.12 -0.12)\">\n",
        "      <defs>\n",
@@ -1326,7 +1326,7 @@
        "    </g>\n",
        "   </g>\n",
        "   <g id=\"text_11\">\n",
-       "    <g clip-path=\"url(#pf0380a4a85)\">\n",
+       "    <g clip-path=\"url(#pbaebdcb811)\">\n",
        "     <!-- CAT-13e -->\n",
        "     <g transform=\"translate(221.722645 117.531002) scale(0.12 -0.12)\">\n",
        "      <defs>\n",
@@ -1367,7 +1367,7 @@
        "    </g>\n",
        "   </g>\n",
        "   <g id=\"text_12\">\n",
-       "    <g clip-path=\"url(#pf0380a4a85)\">\n",
+       "    <g clip-path=\"url(#pbaebdcb811)\">\n",
        "     <!-- CAT-4m -->\n",
        "     <g transform=\"translate(184.564703 127.866464) scale(0.12 -0.12)\">\n",
        "      <defs>\n",
@@ -1401,7 +1401,7 @@
        "    </g>\n",
        "   </g>\n",
        "   <g id=\"text_13\">\n",
-       "    <g clip-path=\"url(#pf0380a4a85)\">\n",
+       "    <g clip-path=\"url(#pbaebdcb811)\">\n",
        "     <!-- CAT-4c -->\n",
        "     <g transform=\"translate(150.68323 144.742957) scale(0.12 -0.12)\">\n",
        "      <use xlink:href=\"#DejaVuSans-43\"/>\n",
@@ -1414,7 +1414,7 @@
        "    </g>\n",
        "   </g>\n",
        "   <g id=\"text_14\">\n",
-       "    <g clip-path=\"url(#pf0380a4a85)\">\n",
+       "    <g clip-path=\"url(#pbaebdcb811)\">\n",
        "     <!-- CAT-13j -->\n",
        "     <g transform=\"translate(115.574171 167.647683) scale(0.12 -0.12)\">\n",
        "      <defs>\n",
@@ -1449,7 +1449,7 @@
        "    </g>\n",
        "   </g>\n",
        "   <g id=\"text_15\">\n",
-       "    <g clip-path=\"url(#pf0380a4a85)\">\n",
+       "    <g clip-path=\"url(#pbaebdcb811)\">\n",
        "     <!-- CAT-4j -->\n",
        "     <g transform=\"translate(90.971301 195.884696) scale(0.12 -0.12)\">\n",
        "      <use xlink:href=\"#DejaVuSans-43\"/>\n",
@@ -1462,7 +1462,7 @@
        "    </g>\n",
        "   </g>\n",
        "   <g id=\"text_16\">\n",
-       "    <g clip-path=\"url(#pf0380a4a85)\">\n",
+       "    <g clip-path=\"url(#pbaebdcb811)\">\n",
        "     <!-- CAT-4n -->\n",
        "     <g transform=\"translate(65.782217 228.596032) scale(0.12 -0.12)\">\n",
        "      <defs>\n",
@@ -1496,7 +1496,7 @@
        "    </g>\n",
        "   </g>\n",
        "   <g id=\"text_17\">\n",
-       "    <g clip-path=\"url(#pf0380a4a85)\">\n",
+       "    <g clip-path=\"url(#pbaebdcb811)\">\n",
        "     <!-- CAT-13k -->\n",
        "     <g transform=\"translate(45.306762 264.787778) scale(0.12 -0.12)\">\n",
        "      <defs>\n",
@@ -1526,7 +1526,7 @@
        "    </g>\n",
        "   </g>\n",
        "   <g id=\"text_18\">\n",
-       "    <g clip-path=\"url(#pf0380a4a85)\">\n",
+       "    <g clip-path=\"url(#pbaebdcb811)\">\n",
        "     <!-- CAT-4l -->\n",
        "     <g transform=\"translate(40.529186 303.360257) scale(0.12 -0.12)\">\n",
        "      <defs>\n",
@@ -1548,7 +1548,7 @@
        "    </g>\n",
        "   </g>\n",
        "   <g id=\"text_19\">\n",
-       "    <g clip-path=\"url(#pf0380a4a85)\">\n",
+       "    <g clip-path=\"url(#pbaebdcb811)\">\n",
        "     <!-- CAT-4k -->\n",
        "     <g transform=\"translate(35.218675 343.14152) scale(0.12 -0.12)\">\n",
        "      <use xlink:href=\"#DejaVuSans-43\"/>\n",
@@ -1561,7 +1561,7 @@
        "    </g>\n",
        "   </g>\n",
        "   <g id=\"text_20\">\n",
-       "    <g clip-path=\"url(#pf0380a4a85)\">\n",
+       "    <g clip-path=\"url(#pbaebdcb811)\">\n",
        "     <!-- CAT-4p -->\n",
        "     <g transform=\"translate(38.386999 382.922733) scale(0.12 -0.12)\">\n",
        "      <defs>\n",
@@ -1602,7 +1602,7 @@
        "    </g>\n",
        "   </g>\n",
        "   <g id=\"text_21\">\n",
-       "    <g clip-path=\"url(#pf0380a4a85)\">\n",
+       "    <g clip-path=\"url(#pbaebdcb811)\">\n",
        "     <!-- CAT-4o -->\n",
        "     <g transform=\"translate(48.927387 421.495208) scale(0.12 -0.12)\">\n",
        "      <defs>\n",
@@ -1638,7 +1638,7 @@
        "    </g>\n",
        "   </g>\n",
        "   <g id=\"text_22\">\n",
-       "    <g clip-path=\"url(#pf0380a4a85)\">\n",
+       "    <g clip-path=\"url(#pbaebdcb811)\">\n",
        "     <!-- CAT-4d -->\n",
        "     <g transform=\"translate(65.775641 457.686948) scale(0.12 -0.12)\">\n",
        "      <use xlink:href=\"#DejaVuSans-43\"/>\n",
@@ -1651,7 +1651,7 @@
        "    </g>\n",
        "   </g>\n",
        "   <g id=\"text_23\">\n",
-       "    <g clip-path=\"url(#pf0380a4a85)\">\n",
+       "    <g clip-path=\"url(#pbaebdcb811)\">\n",
        "     <!-- CAT-4b -->\n",
        "     <g transform=\"translate(88.829099 490.39829) scale(0.12 -0.12)\">\n",
        "      <use xlink:href=\"#DejaVuSans-43\"/>\n",
@@ -1664,7 +1664,7 @@
        "    </g>\n",
        "   </g>\n",
        "   <g id=\"text_24\">\n",
-       "    <g clip-path=\"url(#pf0380a4a85)\">\n",
+       "    <g clip-path=\"url(#pbaebdcb811)\">\n",
        "     <!-- CAT-24 -->\n",
        "     <g transform=\"translate(117.241073 518.635344) scale(0.12 -0.12)\">\n",
        "      <defs>\n",
@@ -1703,7 +1703,7 @@
        "    </g>\n",
        "   </g>\n",
        "   <g id=\"text_25\">\n",
-       "    <g clip-path=\"url(#pf0380a4a85)\">\n",
+       "    <g clip-path=\"url(#pbaebdcb811)\">\n",
        "     <!-- CAT-17e -->\n",
        "     <g transform=\"translate(146.472952 541.540057) scale(0.12 -0.12)\">\n",
        "      <use xlink:href=\"#DejaVuSans-43\"/>\n",
@@ -1717,7 +1717,7 @@
        "    </g>\n",
        "   </g>\n",
        "   <g id=\"text_26\">\n",
-       "    <g clip-path=\"url(#pf0380a4a85)\">\n",
+       "    <g clip-path=\"url(#pbaebdcb811)\">\n",
        "     <!-- CAT-13g -->\n",
        "     <g transform=\"translate(182.782522 558.416536) scale(0.12 -0.12)\">\n",
        "      <use xlink:href=\"#DejaVuSans-43\"/>\n",
@@ -1731,7 +1731,7 @@
        "    </g>\n",
        "   </g>\n",
        "   <g id=\"text_27\">\n",
-       "    <g clip-path=\"url(#pf0380a4a85)\">\n",
+       "    <g clip-path=\"url(#pbaebdcb811)\">\n",
        "     <!-- CAT-13d -->\n",
        "     <g transform=\"translate(221.605472 568.752012) scale(0.12 -0.12)\">\n",
        "      <use xlink:href=\"#DejaVuSans-43\"/>\n",
@@ -1745,7 +1745,7 @@
        "    </g>\n",
        "   </g>\n",
        "   <g id=\"text_28\">\n",
-       "    <g clip-path=\"url(#pf0380a4a85)\">\n",
+       "    <g clip-path=\"url(#pbaebdcb811)\">\n",
        "     <!-- CAT-13h -->\n",
        "     <g transform=\"translate(261.651565 572.232409) scale(0.12 -0.12)\">\n",
        "      <defs>\n",
@@ -1780,7 +1780,7 @@
        "    </g>\n",
        "   </g>\n",
        "   <g id=\"text_29\">\n",
-       "    <g clip-path=\"url(#pf0380a4a85)\">\n",
+       "    <g clip-path=\"url(#pbaebdcb811)\">\n",
        "     <!-- CAT-17h -->\n",
        "     <g transform=\"translate(301.691098 568.751998) scale(0.12 -0.12)\">\n",
        "      <use xlink:href=\"#DejaVuSans-43\"/>\n",
@@ -1794,7 +1794,7 @@
        "    </g>\n",
        "   </g>\n",
        "   <g id=\"text_30\">\n",
-       "    <g clip-path=\"url(#pf0380a4a85)\">\n",
+       "    <g clip-path=\"url(#pbaebdcb811)\">\n",
        "     <!-- CAT-13f -->\n",
        "     <g transform=\"translate(342.204353 558.416536) scale(0.12 -0.12)\">\n",
        "      <use xlink:href=\"#DejaVuSans-43\"/>\n",
@@ -1808,7 +1808,7 @@
        "    </g>\n",
        "   </g>\n",
        "   <g id=\"text_31\">\n",
-       "    <g clip-path=\"url(#pf0380a4a85)\">\n",
+       "    <g clip-path=\"url(#pbaebdcb811)\">\n",
        "     <!-- CAT-17a -->\n",
        "     <g transform=\"translate(377.066423 541.540057) scale(0.12 -0.12)\">\n",
        "      <use xlink:href=\"#DejaVuSans-43\"/>\n",
@@ -1822,7 +1822,7 @@
        "    </g>\n",
        "   </g>\n",
        "   <g id=\"text_32\">\n",
-       "    <g clip-path=\"url(#pf0380a4a85)\">\n",
+       "    <g clip-path=\"url(#pbaebdcb811)\">\n",
        "     <!-- CAT-13o -->\n",
        "     <g transform=\"translate(409.995802 518.635344) scale(0.12 -0.12)\">\n",
        "      <use xlink:href=\"#DejaVuSans-43\"/>\n",
@@ -1836,7 +1836,7 @@
        "    </g>\n",
        "   </g>\n",
        "   <g id=\"text_33\">\n",
-       "    <g clip-path=\"url(#pf0380a4a85)\">\n",
+       "    <g clip-path=\"url(#pbaebdcb811)\">\n",
        "     <!-- CAT-4i -->\n",
        "     <g transform=\"translate(444.238047 490.398331) scale(0.12 -0.12)\">\n",
        "      <use xlink:href=\"#DejaVuSans-43\"/>\n",
@@ -1849,7 +1849,7 @@
        "    </g>\n",
        "   </g>\n",
        "   <g id=\"text_34\">\n",
-       "    <g clip-path=\"url(#pf0380a4a85)\">\n",
+       "    <g clip-path=\"url(#pbaebdcb811)\">\n",
        "     <!-- CAT-13n -->\n",
        "     <g transform=\"translate(461.338394 457.686996) scale(0.12 -0.12)\">\n",
        "      <use xlink:href=\"#DejaVuSans-43\"/>\n",
@@ -1863,7 +1863,7 @@
        "    </g>\n",
        "   </g>\n",
        "   <g id=\"text_35\">\n",
-       "    <g clip-path=\"url(#pf0380a4a85)\">\n",
+       "    <g clip-path=\"url(#pbaebdcb811)\">\n",
        "     <!-- CAT-17b -->\n",
        "     <g transform=\"translate(478.317912 421.495256) scale(0.12 -0.12)\">\n",
        "      <use xlink:href=\"#DejaVuSans-43\"/>\n",
@@ -1877,7 +1877,7 @@
        "    </g>\n",
        "   </g>\n",
        "   <g id=\"text_36\">\n",
-       "    <g clip-path=\"url(#pf0380a4a85)\">\n",
+       "    <g clip-path=\"url(#pbaebdcb811)\">\n",
        "     <!-- CAT-4a -->\n",
        "     <g transform=\"translate(492.670203 382.922671) scale(0.12 -0.12)\">\n",
        "      <use xlink:href=\"#DejaVuSans-43\"/>\n",
@@ -2146,7 +2146,7 @@
        "  </g>\n",
        " </g>\n",
        " <defs>\n",
-       "  <clipPath id=\"pf0380a4a85\">\n",
+       "  <clipPath id=\"pbaebdcb811\">\n",
        "   <rect x=\"7.2\" y=\"62.63025\" width=\"558\" height=\"554.4\"/>\n",
        "  </clipPath>\n",
        " </defs>\n",
@@ -2191,11 +2191,11 @@
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        "   <cc:Work>\n",
        "    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n",
-       "    <dc:date>2026-06-02T17:17:10.486997</dc:date>\n",
+       "    <dc:date>2026-06-16T12:12:01.008587</dc:date>\n",
        "    <dc:format>image/svg+xml</dc:format>\n",
        "    <dc:creator>\n",
        "     <cc:Agent>\n",
-       "      <dc:title>Matplotlib v3.10.5, https://matplotlib.org/</dc:title>\n",
+       "      <dc:title>Matplotlib v3.10.6, https://matplotlib.org/</dc:title>\n",
        "     </cc:Agent>\n",
        "    </dc:creator>\n",
        "   </cc:Work>\n",
@@ -2217,586 +2217,586 @@
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        "    <path d=\"M 512.57246 314.865556 \n",
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        "z\n",
-       "\" clip-path=\"url(#pd890b22513)\" style=\"fill: #008000; stroke: #008000; stroke-width: 2.5; stroke-linecap: round\"/>\n",
+       "\" clip-path=\"url(#p506ec2fbcb)\" style=\"fill: #008000; stroke: #008000; stroke-width: 2.5; stroke-linecap: round\"/>\n",
        "   </g>\n",
        "   <g id=\"patch_3\">\n",
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        "z\n",
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        "   </g>\n",
        "   <g id=\"PathCollection_1\">\n",
        "    <defs>\n",
-       "     <path id=\"m9157fe6cb7\" d=\"M 0 7.905694 \n",
+       "     <path id=\"mc59840dcce\" d=\"M 0 7.905694 \n",
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        "    </defs>\n",
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+       "    <g clip-path=\"url(#p506ec2fbcb)\">\n",
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+       "     <use xlink:href=\"#mc59840dcce\" x=\"207.337515\" y=\"124.555214\" style=\"fill: #ff69b4; stroke: #ff69b4\"/>\n",
+       "     <use xlink:href=\"#mc59840dcce\" x=\"170.91073\" y=\"141.431707\" style=\"fill: #ff69b4; stroke: #ff69b4\"/>\n",
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+       "     <use xlink:href=\"#mc59840dcce\" x=\"109.566613\" y=\"192.573446\" style=\"fill: #ff69b4; stroke: #ff69b4\"/>\n",
+       "     <use xlink:href=\"#mc59840dcce\" x=\"86.513154\" y=\"225.284782\" style=\"fill: #ff69b4; stroke: #ff69b4\"/>\n",
+       "     <use xlink:href=\"#mc59840dcce\" x=\"69.527074\" y=\"261.476528\" style=\"fill: #ff69b4; stroke: #ff69b4\"/>\n",
+       "     <use xlink:href=\"#mc59840dcce\" x=\"59.124499\" y=\"300.049007\" style=\"fill: #ff69b4; stroke: #ff69b4\"/>\n",
+       "     <use xlink:href=\"#mc59840dcce\" x=\"55.621488\" y=\"339.83027\" style=\"fill: #ff69b4; stroke: #ff69b4\"/>\n",
+       "     <use xlink:href=\"#mc59840dcce\" x=\"59.124499\" y=\"379.611483\" style=\"fill: #ff69b4; stroke: #ff69b4\"/>\n",
+       "     <use xlink:href=\"#mc59840dcce\" x=\"69.527074\" y=\"418.183958\" style=\"fill: #ff69b4; stroke: #ff69b4\"/>\n",
+       "     <use xlink:href=\"#mc59840dcce\" x=\"86.513141\" y=\"454.375698\" style=\"fill: #ff69b4; stroke: #ff69b4\"/>\n",
+       "     <use xlink:href=\"#mc59840dcce\" x=\"109.566599\" y=\"487.08704\" style=\"fill: #ff69b4; stroke: #ff69b4\"/>\n",
+       "     <use xlink:href=\"#mc59840dcce\" x=\"137.987011\" y=\"515.324094\" style=\"fill: #ff69b4; stroke: #ff69b4\"/>\n",
+       "     <use xlink:href=\"#mc59840dcce\" x=\"170.910764\" y=\"538.228807\" style=\"fill: #ff69b4; stroke: #ff69b4\"/>\n",
+       "     <use xlink:href=\"#mc59840dcce\" x=\"207.337522\" y=\"555.105286\" style=\"fill: #ff69b4; stroke: #ff69b4\"/>\n",
+       "     <use xlink:href=\"#mc59840dcce\" x=\"246.160472\" y=\"565.440762\" style=\"fill: #ff69b4; stroke: #ff69b4\"/>\n",
+       "     <use xlink:href=\"#mc59840dcce\" x=\"286.200003\" y=\"568.921159\" style=\"fill: #ff69b4; stroke: #ff69b4\"/>\n",
+       "     <use xlink:href=\"#mc59840dcce\" x=\"326.239535\" y=\"565.440748\" style=\"fill: #ff69b4; stroke: #ff69b4\"/>\n",
+       "     <use xlink:href=\"#mc59840dcce\" x=\"365.062478\" y=\"555.105286\" style=\"fill: #ff69b4; stroke: #ff69b4\"/>\n",
+       "     <use xlink:href=\"#mc59840dcce\" x=\"401.489236\" y=\"538.228807\" style=\"fill: #ff69b4; stroke: #ff69b4\"/>\n",
+       "     <use xlink:href=\"#mc59840dcce\" x=\"434.412989\" y=\"515.324094\" style=\"fill: #ff69b4; stroke: #ff69b4\"/>\n",
+       "     <use xlink:href=\"#mc59840dcce\" x=\"462.833359\" y=\"487.087081\" style=\"fill: #ff69b4; stroke: #ff69b4\"/>\n",
+       "     <use xlink:href=\"#mc59840dcce\" x=\"485.886832\" y=\"454.375746\" style=\"fill: #ff69b4; stroke: #ff69b4\"/>\n",
+       "     <use xlink:href=\"#mc59840dcce\" x=\"502.872912\" y=\"418.184006\" style=\"fill: #ff69b4; stroke: #ff69b4\"/>\n",
+       "     <use xlink:href=\"#mc59840dcce\" x=\"513.275515\" y=\"379.611421\" style=\"fill: #ff69b4; stroke: #ff69b4\"/>\n",
        "    </g>\n",
        "   </g>\n",
        "   <g id=\"text_1\">\n",
-       "    <g clip-path=\"url(#pd890b22513)\">\n",
+       "    <g clip-path=\"url(#p506ec2fbcb)\">\n",
        "     <!-- CAT-13b -->\n",
        "     <g transform=\"translate(492.223512 343.1415) scale(0.12 -0.12)\">\n",
        "      <defs>\n",
@@ -2991,7 +2991,7 @@
        "    </g>\n",
        "   </g>\n",
        "   <g id=\"text_2\">\n",
-       "    <g clip-path=\"url(#pd890b22513)\">\n",
+       "    <g clip-path=\"url(#p506ec2fbcb)\">\n",
        "     <!-- CAT-17g -->\n",
        "     <g transform=\"translate(488.720501 303.360281) scale(0.12 -0.12)\">\n",
        "      <defs>\n",
@@ -3051,7 +3051,7 @@
        "    </g>\n",
        "   </g>\n",
        "   <g id=\"text_3\">\n",
-       "    <g clip-path=\"url(#pd890b22513)\">\n",
+       "    <g clip-path=\"url(#p506ec2fbcb)\">\n",
        "     <!-- CAT-17c -->\n",
        "     <g transform=\"translate(478.827926 264.787799) scale(0.12 -0.12)\">\n",
        "      <defs>\n",
@@ -3088,7 +3088,7 @@
        "    </g>\n",
        "   </g>\n",
        "   <g id=\"text_4\">\n",
-       "    <g clip-path=\"url(#pd890b22513)\">\n",
+       "    <g clip-path=\"url(#p506ec2fbcb)\">\n",
        "     <!-- CAT-17f -->\n",
        "     <g transform=\"translate(463.028721 228.596045) scale(0.12 -0.12)\">\n",
        "      <defs>\n",
@@ -3125,7 +3125,7 @@
        "    </g>\n",
        "   </g>\n",
        "   <g id=\"text_5\">\n",
-       "    <g clip-path=\"url(#pd890b22513)\">\n",
+       "    <g clip-path=\"url(#p506ec2fbcb)\">\n",
        "     <!-- CAT-13i -->\n",
        "     <g transform=\"translate(440.420574 195.88471) scale(0.12 -0.12)\">\n",
        "      <defs>\n",
@@ -3154,7 +3154,7 @@
        "    </g>\n",
        "   </g>\n",
        "   <g id=\"text_6\">\n",
-       "    <g clip-path=\"url(#pd890b22513)\">\n",
+       "    <g clip-path=\"url(#p506ec2fbcb)\">\n",
        "     <!-- CAT-13c -->\n",
        "     <g transform=\"translate(410.368003 167.647683) scale(0.12 -0.12)\">\n",
        "      <use xlink:href=\"#DejaVuSans-43\"/>\n",
@@ -3168,7 +3168,7 @@
        "    </g>\n",
        "   </g>\n",
        "   <g id=\"text_7\">\n",
-       "    <g clip-path=\"url(#pd890b22513)\">\n",
+       "    <g clip-path=\"url(#p506ec2fbcb)\">\n",
        "     <!-- CAT-17d -->\n",
        "     <g transform=\"translate(376.934249 144.742943) scale(0.12 -0.12)\">\n",
        "      <defs>\n",
@@ -3210,7 +3210,7 @@
        "    </g>\n",
        "   </g>\n",
        "   <g id=\"text_8\">\n",
-       "    <g clip-path=\"url(#pd890b22513)\">\n",
+       "    <g clip-path=\"url(#p506ec2fbcb)\">\n",
        "     <!-- CAT-13a -->\n",
        "     <g transform=\"translate(340.639686 127.866464) scale(0.12 -0.12)\">\n",
        "      <defs>\n",
@@ -3259,7 +3259,7 @@
        "    </g>\n",
        "   </g>\n",
        "   <g id=\"text_9\">\n",
-       "    <g clip-path=\"url(#pd890b22513)\">\n",
+       "    <g clip-path=\"url(#p506ec2fbcb)\">\n",
        "     <!-- CAT-17i -->\n",
        "     <g transform=\"translate(303.826737 117.531002) scale(0.12 -0.12)\">\n",
        "      <use xlink:href=\"#DejaVuSans-43\"/>\n",
@@ -3273,7 +3273,7 @@
        "    </g>\n",
        "   </g>\n",
        "   <g id=\"text_10\">\n",
-       "    <g clip-path=\"url(#pd890b22513)\">\n",
+       "    <g clip-path=\"url(#p506ec2fbcb)\">\n",
        "     <!-- CAT-13m -->\n",
        "     <g transform=\"translate(259.609677 114.050591) scale(0.12 -0.12)\">\n",
        "      <defs>\n",
@@ -3319,7 +3319,7 @@
        "    </g>\n",
        "   </g>\n",
        "   <g id=\"text_11\">\n",
-       "    <g clip-path=\"url(#pd890b22513)\">\n",
+       "    <g clip-path=\"url(#p506ec2fbcb)\">\n",
        "     <!-- CAT-13e -->\n",
        "     <g transform=\"translate(221.722645 117.531002) scale(0.12 -0.12)\">\n",
        "      <defs>\n",
@@ -3360,7 +3360,7 @@
        "    </g>\n",
        "   </g>\n",
        "   <g id=\"text_12\">\n",
-       "    <g clip-path=\"url(#pd890b22513)\">\n",
+       "    <g clip-path=\"url(#p506ec2fbcb)\">\n",
        "     <!-- CAT-4m -->\n",
        "     <g transform=\"translate(184.564703 127.866464) scale(0.12 -0.12)\">\n",
        "      <defs>\n",
@@ -3394,7 +3394,7 @@
        "    </g>\n",
        "   </g>\n",
        "   <g id=\"text_13\">\n",
-       "    <g clip-path=\"url(#pd890b22513)\">\n",
+       "    <g clip-path=\"url(#p506ec2fbcb)\">\n",
        "     <!-- CAT-4c -->\n",
        "     <g transform=\"translate(150.68323 144.742957) scale(0.12 -0.12)\">\n",
        "      <use xlink:href=\"#DejaVuSans-43\"/>\n",
@@ -3407,7 +3407,7 @@
        "    </g>\n",
        "   </g>\n",
        "   <g id=\"text_14\">\n",
-       "    <g clip-path=\"url(#pd890b22513)\">\n",
+       "    <g clip-path=\"url(#p506ec2fbcb)\">\n",
        "     <!-- CAT-13j -->\n",
        "     <g transform=\"translate(115.574171 167.647683) scale(0.12 -0.12)\">\n",
        "      <defs>\n",
@@ -3442,7 +3442,7 @@
        "    </g>\n",
        "   </g>\n",
        "   <g id=\"text_15\">\n",
-       "    <g clip-path=\"url(#pd890b22513)\">\n",
+       "    <g clip-path=\"url(#p506ec2fbcb)\">\n",
        "     <!-- CAT-4j -->\n",
        "     <g transform=\"translate(90.971301 195.884696) scale(0.12 -0.12)\">\n",
        "      <use xlink:href=\"#DejaVuSans-43\"/>\n",
@@ -3455,7 +3455,7 @@
        "    </g>\n",
        "   </g>\n",
        "   <g id=\"text_16\">\n",
-       "    <g clip-path=\"url(#pd890b22513)\">\n",
+       "    <g clip-path=\"url(#p506ec2fbcb)\">\n",
        "     <!-- CAT-4n -->\n",
        "     <g transform=\"translate(65.782217 228.596032) scale(0.12 -0.12)\">\n",
        "      <defs>\n",
@@ -3489,7 +3489,7 @@
        "    </g>\n",
        "   </g>\n",
        "   <g id=\"text_17\">\n",
-       "    <g clip-path=\"url(#pd890b22513)\">\n",
+       "    <g clip-path=\"url(#p506ec2fbcb)\">\n",
        "     <!-- CAT-13k -->\n",
        "     <g transform=\"translate(45.306762 264.787778) scale(0.12 -0.12)\">\n",
        "      <defs>\n",
@@ -3519,7 +3519,7 @@
        "    </g>\n",
        "   </g>\n",
        "   <g id=\"text_18\">\n",
-       "    <g clip-path=\"url(#pd890b22513)\">\n",
+       "    <g clip-path=\"url(#p506ec2fbcb)\">\n",
        "     <!-- CAT-4l -->\n",
        "     <g transform=\"translate(40.529186 303.360257) scale(0.12 -0.12)\">\n",
        "      <defs>\n",
@@ -3541,7 +3541,7 @@
        "    </g>\n",
        "   </g>\n",
        "   <g id=\"text_19\">\n",
-       "    <g clip-path=\"url(#pd890b22513)\">\n",
+       "    <g clip-path=\"url(#p506ec2fbcb)\">\n",
        "     <!-- CAT-4k -->\n",
        "     <g transform=\"translate(35.218675 343.14152) scale(0.12 -0.12)\">\n",
        "      <use xlink:href=\"#DejaVuSans-43\"/>\n",
@@ -3554,7 +3554,7 @@
        "    </g>\n",
        "   </g>\n",
        "   <g id=\"text_20\">\n",
-       "    <g clip-path=\"url(#pd890b22513)\">\n",
+       "    <g clip-path=\"url(#p506ec2fbcb)\">\n",
        "     <!-- CAT-4p -->\n",
        "     <g transform=\"translate(38.386999 382.922733) scale(0.12 -0.12)\">\n",
        "      <defs>\n",
@@ -3595,7 +3595,7 @@
        "    </g>\n",
        "   </g>\n",
        "   <g id=\"text_21\">\n",
-       "    <g clip-path=\"url(#pd890b22513)\">\n",
+       "    <g clip-path=\"url(#p506ec2fbcb)\">\n",
        "     <!-- CAT-4o -->\n",
        "     <g transform=\"translate(48.927387 421.495208) scale(0.12 -0.12)\">\n",
        "      <defs>\n",
@@ -3631,7 +3631,7 @@
        "    </g>\n",
        "   </g>\n",
        "   <g id=\"text_22\">\n",
-       "    <g clip-path=\"url(#pd890b22513)\">\n",
+       "    <g clip-path=\"url(#p506ec2fbcb)\">\n",
        "     <!-- CAT-4d -->\n",
        "     <g transform=\"translate(65.775641 457.686948) scale(0.12 -0.12)\">\n",
        "      <use xlink:href=\"#DejaVuSans-43\"/>\n",
@@ -3644,7 +3644,7 @@
        "    </g>\n",
        "   </g>\n",
        "   <g id=\"text_23\">\n",
-       "    <g clip-path=\"url(#pd890b22513)\">\n",
+       "    <g clip-path=\"url(#p506ec2fbcb)\">\n",
        "     <!-- CAT-4b -->\n",
        "     <g transform=\"translate(88.829099 490.39829) scale(0.12 -0.12)\">\n",
        "      <use xlink:href=\"#DejaVuSans-43\"/>\n",
@@ -3657,7 +3657,7 @@
        "    </g>\n",
        "   </g>\n",
        "   <g id=\"text_24\">\n",
-       "    <g clip-path=\"url(#pd890b22513)\">\n",
+       "    <g clip-path=\"url(#p506ec2fbcb)\">\n",
        "     <!-- CAT-24 -->\n",
        "     <g transform=\"translate(117.241073 518.635344) scale(0.12 -0.12)\">\n",
        "      <defs>\n",
@@ -3696,7 +3696,7 @@
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        "   </g>\n",
        "   <g id=\"text_25\">\n",
-       "    <g clip-path=\"url(#pd890b22513)\">\n",
+       "    <g clip-path=\"url(#p506ec2fbcb)\">\n",
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        "     <g transform=\"translate(146.472952 541.540057) scale(0.12 -0.12)\">\n",
        "      <use xlink:href=\"#DejaVuSans-43\"/>\n",
@@ -3710,7 +3710,7 @@
        "    </g>\n",
        "   </g>\n",
        "   <g id=\"text_26\">\n",
-       "    <g clip-path=\"url(#pd890b22513)\">\n",
+       "    <g clip-path=\"url(#p506ec2fbcb)\">\n",
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        "     <g transform=\"translate(182.782522 558.416536) scale(0.12 -0.12)\">\n",
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@@ -3724,7 +3724,7 @@
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        "   <g id=\"text_27\">\n",
-       "    <g clip-path=\"url(#pd890b22513)\">\n",
+       "    <g clip-path=\"url(#p506ec2fbcb)\">\n",
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        "     <g transform=\"translate(221.605472 568.752012) scale(0.12 -0.12)\">\n",
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@@ -3738,7 +3738,7 @@
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        "   </g>\n",
        "   <g id=\"text_28\">\n",
-       "    <g clip-path=\"url(#pd890b22513)\">\n",
+       "    <g clip-path=\"url(#p506ec2fbcb)\">\n",
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@@ -3773,7 +3773,7 @@
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        "   <g id=\"text_29\">\n",
-       "    <g clip-path=\"url(#pd890b22513)\">\n",
+       "    <g clip-path=\"url(#p506ec2fbcb)\">\n",
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@@ -3787,7 +3787,7 @@
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        "   <g id=\"text_30\">\n",
-       "    <g clip-path=\"url(#pd890b22513)\">\n",
+       "    <g clip-path=\"url(#p506ec2fbcb)\">\n",
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        "     <g transform=\"translate(342.204353 558.416536) scale(0.12 -0.12)\">\n",
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@@ -3801,7 +3801,7 @@
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        "   <g id=\"text_31\">\n",
-       "    <g clip-path=\"url(#pd890b22513)\">\n",
+       "    <g clip-path=\"url(#p506ec2fbcb)\">\n",
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@@ -3815,7 +3815,7 @@
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        "   <g id=\"text_32\">\n",
-       "    <g clip-path=\"url(#pd890b22513)\">\n",
+       "    <g clip-path=\"url(#p506ec2fbcb)\">\n",
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@@ -3829,7 +3829,7 @@
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        "   <g id=\"text_33\">\n",
-       "    <g clip-path=\"url(#pd890b22513)\">\n",
+       "    <g clip-path=\"url(#p506ec2fbcb)\">\n",
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        "     <g transform=\"translate(444.238047 490.398331) scale(0.12 -0.12)\">\n",
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@@ -3842,7 +3842,7 @@
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        "   </g>\n",
        "   <g id=\"text_34\">\n",
-       "    <g clip-path=\"url(#pd890b22513)\">\n",
+       "    <g clip-path=\"url(#p506ec2fbcb)\">\n",
        "     <!-- CAT-13n -->\n",
        "     <g transform=\"translate(461.338394 457.686996) scale(0.12 -0.12)\">\n",
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@@ -3856,7 +3856,7 @@
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        "   </g>\n",
        "   <g id=\"text_35\">\n",
-       "    <g clip-path=\"url(#pd890b22513)\">\n",
+       "    <g clip-path=\"url(#p506ec2fbcb)\">\n",
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        "     <g transform=\"translate(478.317912 421.495256) scale(0.12 -0.12)\">\n",
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@@ -3870,7 +3870,7 @@
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        "   </g>\n",
        "   <g id=\"text_36\">\n",
-       "    <g clip-path=\"url(#pd890b22513)\">\n",
+       "    <g clip-path=\"url(#p506ec2fbcb)\">\n",
        "     <!-- CAT-4a -->\n",
        "     <g transform=\"translate(492.670203 382.922671) scale(0.12 -0.12)\">\n",
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@@ -4139,7 +4139,7 @@
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@@ -5850,11 +5850,11 @@
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-       "    <dc:date>2026-06-02T17:17:11.309249</dc:date>\n",
+       "    <dc:date>2026-06-16T12:12:01.862665</dc:date>\n",
        "    <dc:format>image/svg+xml</dc:format>\n",
        "    <dc:creator>\n",
        "     <cc:Agent>\n",
-       "      <dc:title>Matplotlib v3.10.5, https://matplotlib.org/</dc:title>\n",
+       "      <dc:title>Matplotlib v3.10.6, https://matplotlib.org/</dc:title>\n",
        "     </cc:Agent>\n",
        "    </dc:creator>\n",
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@@ -5883,7 +5883,7 @@
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@@ -5892,13 +5892,13 @@
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-       "    <g clip-path=\"url(#pb611452259)\">\n",
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   },
   {
    "cell_type": "markdown",
-   "id": "9d4c388b049ecc3f",
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+   "metadata": {},
+   "source": [
+    "Again, the same best-practices defaults apply (error statistics only, bootstrapped confidence intervals).\n",
+    "\n",
+    "# Plotting Custom Comparisons using ``pair_plot``\n",
+    "\n",
+    "Use ``pair_plot`` when you want to compare two computational results for the same target. It applies the standard ``cinnabar`` scatter styling but accepts numpy arrays (x, y and optional error arrays) rather than an ``FEMap``. This gives you total control of data preparation and allows for comparisons between arbitrary methods.\n",
+    "\n",
+    "## Comparing Relative Free Energies (ΔΔG)\n",
+    "Suppose you have two different computational approaches and want to compare their performance on a set of relative binding free energies. In this example we will add a second set of computational results to the ``FEMap`` which are the same as the first with added random noise and then plot them against each other."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "id": "c45c43eeb2951c05",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# make a new femap to hold our predictions\n",
+    "femap_two_methods = FEMap()\n",
+    "\n",
+    "# copy over the relative free energy calculations from the original femap\n",
+    "# and add a second copy with random noise added to the values to simulate a second method\n",
+    "np.random.seed(42)\n",
+    "for m in femap:\n",
+    "    if m.computational and m.source == \"OpenFE\":\n",
+    "        femap_two_methods.add_relative_calculation(\n",
+    "            labelA=m.labelA,\n",
+    "            labelB=m.labelB,\n",
+    "            value=m.DG,\n",
+    "            uncertainty=m.uncertainty,\n",
+    "            source=\"OpenFE\",\n",
+    "        )\n",
+    "        femap_two_methods.add_relative_calculation(\n",
+    "            labelA=m.labelA,\n",
+    "            labelB=m.labelB,\n",
+    "            value=m.DG + np.random.normal(scale=0.5) * unit.kilocalorie_per_mole,  # add some noise to the values\n",
+    "            uncertainty=m.uncertainty,\n",
+    "            source=\"Noisy OpenFE\",\n",
+    "        )"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d5969d37",
+   "metadata": {},
+   "source": [
+    "We can now extract the relative estimates into a sorted dataframe and manually compare the methods using ``pair_plot``. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "id": "e8f5796585cbe99e",
+   "metadata": {},
+   "outputs": [
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+      "text/plain": [
+       "<Figure size 500x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# build dataframes and align by the transformation pairs\n",
+    "relative_df = femap_two_methods.get_relative_dataframe()\n",
+    "openfe_df = relative_df[relative_df[\"source\"] == \"OpenFE\"].set_index([\"labelA\", \"labelB\"])\n",
+    "noisy_df = relative_df[relative_df[\"source\"] == \"Noisy OpenFE\"].set_index([\"labelA\", \"labelB\"])\n",
+    "\n",
+    "# use numpy arrays with pair_plot\n",
+    "plotting.pair_plot(\n",
+    "    x=openfe_df[\"DDG (kcal/mol)\"].to_numpy(),  # provide the x values for the plot\n",
+    "    y=noisy_df[\"DDG (kcal/mol)\"].to_numpy(),  # provide the y values for the plot\n",
+    "    xerr=openfe_df[\"uncertainty (kcal/mol)\"].to_numpy(),  # provide the x error values for the plot\n",
+    "    yerr=noisy_df[\"uncertainty (kcal/mol)\"].to_numpy(),  # provide the y error values for the plot\n",
+    "    title=\"Correlation of OpenFE and Noisy OpenFE\",\n",
+    "    xlabel=\"OpenFE\",  # match the x and y labels to the values being plotted\n",
+    "    ylabel=\"Noisy OpenFE\",\n",
+    "    figsize=5,\n",
+    "    statistics=[\"RMSE\", \"MUE\"],  # add RMSE and MUE to the plot along with the confidence intervals from bootstrapping\n",
+    ");"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "7506ef2e",
    "metadata": {},
    "source": [
-    "Again, the same best-practices defaults apply (error statistics only, bootstrapped confidence intervals)."
+    "The ``pair_plot`` function supports the same customisation options as the above plotting functions, while giving you complete control over the data preparation procedure so you can create familiar plots for different types of analysis."
    ]
   }
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "cinnabar",
+   "display_name": "openfe_dev",
    "language": "python",
    "name": "python3"
   },
@@ -46388,7 +48914,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.13.5"
+   "version": "3.12.9"
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  "nbformat": 4,