diff --git a/layouts/partials/scientific-domains.html b/layouts/partials/scientific-domains.html
index 7b885f45f6..2d3fdd1b94 100644
--- a/layouts/partials/scientific-domains.html
+++ b/layouts/partials/scientific-domains.html
@@ -20,13 +20,19 @@
             <td class="bold-text">Cognitive Psychology </td>
         </tr>
         <tr>
-            <td><img class="cell-layout" src="images/content_images/sc_dom_img/sd1.png" alt="A computer chip with an atomic symbol."></td>
-            <td><img class="cell-layout" src="images/content_images/sc_dom_img/sd2.png" alt="A line graph with the line moving up."></td>
-            <td><img class="cell-layout" src="images/content_images/sc_dom_img/sd3.png" alt="A bar chart with positive and negative values."></td>
-            <td><img class="cell-layout" src="images/content_images/sc_dom_img/sd4.png" alt="An photograph of the sun and mountains."></td>
+            <td><img class="cell-layout" src="images/content_images/sc_dom_img/quantum_computing.svg"
+                    alt="A computer chip."></td>
+            <td><img class="cell-layout" src="images/content_images/sc_dom_img/statistical_computing.svg"
+                    alt="A line graph with the line moving up."></td>
+            <td><img class="cell-layout" src="images/content_images/sc_dom_img/signal_processing.svg"
+                    alt="A bar chart with positive and negative values."></td>
+            <td><img class="cell-layout" src="images/content_images/sc_dom_img/image_processing.svg"
+                    alt="An photograph of the mountains."></td>
             <td><img class="cell-layout" src="images/content_images/sc_dom_img/sd6.svg" alt="A simple graph."></td>
-            <td><img class="cell-layout" src="images/content_images/sc_dom_img/sd7.png" alt="A telescope and multiple planets."></td>
-            <td><img class="cell-layout" src="images/content_images/sc_dom_img/sd8.png" alt="A human head with gears."></td>
+            <td><img class="cell-layout" src="images/content_images/sc_dom_img/astronomy_processes.svg"
+                    alt="A telescope."></td>
+            <td><img class="cell-layout" src="images/content_images/sc_dom_img/cognitive_psychology.svg"
+                    alt="A human head with gears."></td>
         </tr>
         <tr>
             <td class="center-text"><a href="http://qutip.org">QuTiP</a></td>
@@ -48,74 +54,78 @@
         </tr>
         <tr>
             <td class="center-text"><a href="https://qiskit.org">Qiskit</a></td>
-            <td class="center-text"><a href="https://github.com/mwaskom/seaborn">Seaborn</a></td>
-            <td class="center-text"></td>
-            <td class="center-text"></td>
+            <td class="center-text"><a href="https://xarray.pydata.org/en/stable/">Xarray</a></td>
+            <td class="center-text"><a href="https://python-control.org">python-control</a></td>
+            <td class="center-text"><a href="https://mahotas.rtfd.io/">Mahotas</a></td>
             <td class="center-text"><a href="https://igraph.org/python/">igraph</a></td>
             <td class="center-text"><a href="https://github.com/spacepy/spacepy">SpacePy</a></td>
             <td class="center-text"></td>
         </tr>
         <tr>
             <td class="lastrow-center-text"></td>
-            <td class="lastrow-center-text"></td>
+            <td class="center-text"><a href="https://github.com/mwaskom/seaborn">Seaborn</a></td>
             <td class="lastrow-center-text"></td>
             <td class="lastrow-center-text"></td>
             <td class="center-text"><a href="https://pygsp.rtfd.io">PyGSP</a></td>
             <td class="lastrow-center-text"></td>
             <td class="lastrow-center-text"></td>
         </tr>
-    <!-- Second Row -->
+        <!-- Second Row -->
         <tr class="highlight-th">
             <td class="bold-text">Bioinformatics</td>
             <td class="bold-text">Bayesian Inference</td>
             <td class="bold-text">Mathematical Analysis</td>
-            <td class="bold-text">Simulation Modeling</td>
-            <td class="bold-text">Multi-variate Analysis</td>
+            <td class="bold-text">Chemistry</td>
+            <td class="bold-text">Geoscience</td>
             <td class="bold-text">Geographic Processing</td>
-            <td class="bold-text">Interactive Computing</td>
+            <td class="bold-text">Architecture & Engineering</td>
         </tr>
         <tr>
-            <td><img class="cell-layout" src="images/content_images/sc_dom_img/sd9.png" alt="A strand of DNA."></td>
-            <td><img class="cell-layout" src="images/content_images/sc_dom_img/sd10.png" alt="Many dots connected by lines."></td>
-            <td><img class="cell-layout" src="images/content_images/sc_dom_img/sd11.png" alt="Four mathematical symbols."></td>
-            <td><img class="cell-layout" src="images/content_images/sc_dom_img/sd12.png" alt="A three-dimensional graph with a box."></td>
-            <td><img class="cell-layout" src="images/content_images/sc_dom_img/sd13.png" alt="A conical flask and test tube."></td>
-            <td><img class="cell-layout" src="images/content_images/sc_dom_img/sd14.png" alt="The Earth surrounded by four circling arrows."></td>
-            <td><img class="cell-layout" src="images/content_images/sc_dom_img/sd15.png" alt="A human hand tapping a browser window."></td>
+            <td><img class="cell-layout" src="images/content_images/sc_dom_img/bioinformatics.svg"
+                    alt="A strand of DNA."></td>
+            <td><img class="cell-layout" src="images/content_images/sc_dom_img/bayesian_inference.svg"
+                    alt="A graph with a bell-shaped curve."></td>
+            <td><img class="cell-layout" src="images/content_images/sc_dom_img/mathematical_analysis.svg"
+                    alt="Four mathematical symbols."></td>
+            <td><img class="cell-layout" src="images/content_images/sc_dom_img/chemistry.svg" alt="A test tube."></td>
+            <td><img class="cell-layout" src="images/content_images/sc_dom_img/geoscience.svg" alt="The Earth."></td>
+            <td><img class="cell-layout" src="images/content_images/sc_dom_img/GIS.svg" alt="A map."></td>
+            <td><img class="cell-layout" src="images/content_images/sc_dom_img/robotics.svg"
+                    alt="A microprocessor development board."></td>
         </tr>
         <tr>
             <td class="center-text"><a href="https://biopython.org">BioPython</a></td>
             <td class="center-text"><a href="https://pystan.readthedocs.io/en/latest/">PyStan</a></td>
             <td class="center-text"><a href="https://www.scipy.org">SciPy</a></td>
-            <td class="center-text"><a href="https://github.com/robclewley/pydstool">PyDSTool</a></td>
-            <td class="center-text"><a href="https://www.ncbi.nlm.nih.gov/pubmed/16882648">PyChem</a></td>
+            <td class="center-text"><a href="https://cantera.org/">Cantera</a></td>
+            <td class="center-text"><a href="https://pangeo.io/">Pangeo</a></td>
             <td class="center-text"><a href="https://shapely.readthedocs.io">Shapely</a></td>
-            <td class="center-text"><a href="https://jupyter.org/">Jupyter</a></td>
+            <td class="center-text"><a href="https://compas.dev/">COMPAS</a></td>
         </tr>
         <tr>
             <td class="center-text"><a href="http://scikit-bio.org">Scikit-Bio</a></td>
             <td class="center-text"><a href="https://docs.pymc.io">PyMC3</a></td>
             <td class="center-text"><a href="https://www.sympy.org">SymPy</a></td>
             <td class="center-text"></td>
-            <td class="center-text"></td>
+            <td class="center-text"><a href="https://simpeg.xyz/">Simpeg</a></td>
             <td class="center-text"><a href="https://geopandas.org/">GeoPandas</a></td>
-            <td class="center-text"><a href="https://ipython.org">IPython</a></td>
+            <td class="center-text"><a href="https://cityenergyanalyst.com/">City Energy Analyst</a></td>
         </tr>
         <tr>
             <td class="center-text"><a href="https://github.com/openvax/pyensembl">PyEnsembl</a></td>
-            <td class="center-text"></td>
+            <td class="center-text"><a href="https://arviz-devs.github.io/arviz/">ArviZ</a></td>
             <td class="center-text"><a href="https://github.com/cvxgrp/cvxpy">cvxpy</a></td>
             <td class="center-text"></td>
-            <td class="center-text"></td>
+            <td class="center-text"><a href="https://github.com/obspy/obspy/wiki">ObsPy</a></td>
             <td class="center-text"><a href="https://python-visualization.github.io/folium">Folium</a></td>
-            <td class="center-text"><a href="https://mybinder.org">Binder</a></td>
+            <td class="center-text"><a href="https://nortikin.github.io/sverchok/">Sverchok</a></td>
         </tr>
         <tr>
-            <td class="lastrow-center-text"></td>
-            <td class="lastrow-center-text"></td>
+            <td class="lastrow-center-text"><a href="http://etetoolkit.org/">ETE</a></td>
+            <td class="lastrow-center-text"><a href="https://emcee.readthedocs.io/">emcee</a></td>
             <td class="lastrow-center-text"><a href="https://fenicsproject.org/">FEniCS</a></td>
             <td class="lastrow-center-text"></td>
-            <td class="lastrow-center-text"></td>
+            <td class="lastrow-center-text"><a href="https://www.fatiando.org/">Fatiando a Terra</a></td>
             <td class="lastrow-center-text"></td>
             <td class="lastrow-center-text"></td>
         </tr>
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new file mode 100644
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new file mode 100644
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diff --git a/static/images/content_images/sc_dom_img/bayesian_inference.svg b/static/images/content_images/sc_dom_img/bayesian_inference.svg
new file mode 100644
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new file mode 100644
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new file mode 100644
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new file mode 100644
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new file mode 100644
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