diff --git a/exploratory_analysis.ipynb b/exploratory_analysis.ipynb
index 763f039add959f741a23a747f3d37054e83f8768..a0059504c5aa4f10b577a949920dbe65c70ebf6a 100644
--- a/exploratory_analysis.ipynb
+++ b/exploratory_analysis.ipynb
@@ -14,7 +14,7 @@
     "\n",
     "   \n",
     "   <div style=\"text-align:center\">\n",
-    "    <b><font size=\"6.4\">Exploratory analysis using unsupervised learning</font></b>    \n",
+    "    <b><font size=\"6.4\">Introduction to exploratory analysis (unsupervised learning) of materials spaces</font></b>    \n",
     "  </div>\n",
     "    \n",
     "<p>\n",
@@ -23,7 +23,7 @@
     " and Luca Ghiringhelli<sup>1</sup> <br><br>\n",
     "   \n",
     "<sup>1</sup> Fritz Haber Institute of the Max Planck Society, Faradayweg 4-6, D-14195 Berlin, Germany <br>\n",
-    "<span class=\"nomad--last-updated\" data-version=\"v1.0.0\">[Last updated: Jan 11, 2021]</span>\n",
+    "<span class=\"nomad--last-updated\" data-version=\"v1.0.0\">[Last updated: Feb 04, 2021]</span>\n",
     "\n",
     "<div> \n",
     "<img  style=\"float: left;\" src=\"assets/exploratory_analysis/Logo_MPG.png\" width=\"200\"> \n",