diff --git a/docs/2_coordinates.md b/docs/2_coordinates.md
index b668087cd9c9bca735e09b88da41c5daf2d36d3b..d546eb42e5aa81e0e2c1af110f672bec8738ec2f 100644
--- a/docs/2_coordinates.md
+++ b/docs/2_coordinates.md
@@ -43,7 +43,7 @@ infinitesimal volumes $dV$ are given as:
 
 The formula for $dV$ also indicates that in Cartesian coordinates, the integral
 over a volume can be expressed as individual integrals over all coordinate directions:
-$$\int dV = \idotsint dx_1 dx_2 \ldots dx_N$$.
+$$\int dV = \idotsint dx_1 dx_2 \ldots dx_N.$$
 
 Cartesian coordinates are used a lot and they are particularly suitable for
 infinite spaces or for rectangular volumes.
@@ -69,8 +69,8 @@ In polar coordinates, the radius $r$ has a dimension of *length*, but
 the angular coordinate $\varphi$ is dimensionless.
 
 <figure markdown>
-  ![image](figures/Coordinates_7_0.svg)
-  <figcaption>In this example of a polar plot, you can distinguish the radial coordinate (0.2, 0.4 etc.) from the angular one expressed in degrees ($0^\circ$, $45^\circ$ etc.).</figcaption>
+  ![polarplot](figures/Coordinates_7_0.svg)
+  <figcaption>In this example of a polar plot, you can distinguish the radial coordinate $( 0.2, 0.4, \text{ etc.. })$ from the angular one expressed in degrees $( 0^\circ, 45^\circ, \text{ etc..} )$</figcaption>
 </figure>
 
 
diff --git a/docs/scripts/mathjaxhelper.js b/docs/scripts/mathjaxhelper.js
index b948d6e652731a0a18b9954ee9f92bd076dd9085..034d4d89a7965e41fc150344a5c3c50bc3bb5928 100644
--- a/docs/scripts/mathjaxhelper.js
+++ b/docs/scripts/mathjaxhelper.js
@@ -1,9 +1,8 @@
 MathJax.Hub.Config({
-  jax: ["input/TeX" , "output/SVG"],
+  "fast-preview": {disabled:true},
   tex2jax: {
     inlineMath: [ ['$','$'] ],
     processEscapes: true
   },
-  extensions: ["MathMenu.js", "MathZoom.js"]
 });
 
diff --git a/docs/styles/mathjax_overflowfix.css b/docs/styles/mathjax_overflowfix.css
index 08cfa652ccecf0e7cf79844f47eab2b5d483dce3..364a5785bef39b45b5863f10435604a0205ea395 100644
--- a/docs/styles/mathjax_overflowfix.css
+++ b/docs/styles/mathjax_overflowfix.css
@@ -1,4 +1,4 @@
-.mjx-chtml {
-	overflow-y: hidden;
-	overflow-x: auto;
+.MathJax_Display, .MJXc-display, .MathJax_SVG_Display {
+    overflow-x: auto;
+    overflow-y: hidden;
 }
diff --git a/mkdocs.yml b/mkdocs.yml
index ce5ef81e497fce26b69e517f68320abeb5efb47f..b84783d5ce6f52914f4a667318a0727b76c0c4a7 100644
--- a/mkdocs.yml
+++ b/mkdocs.yml
@@ -56,7 +56,7 @@ extra_css:
   - 'styles/mathjax_overflowfix.css'
 
 extra_javascript:
-  - 'https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.7/MathJax.js?config=TeX-AMS_SVG'
+  - 'https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.7/MathJax.js?config=TeX-AMS_CHTML'
   - 'scripts/mathjaxhelper.js'
 
 copyright: "Copyright © 2019-2022 Delft University of Technology, CC-BY-SA 4.0."