diff --git a/workflow.ipynb b/workflow.ipynb
index 372891f4d157553698c30d3534aa6971a0d258ea..e9fd0b16aefe0bc8476302a2b9970dfd1c1b6b38 100644
--- a/workflow.ipynb
+++ b/workflow.ipynb
@@ -10,7 +10,7 @@
     "\n",
     "The data analysed in the following by software libraries [Gensim](https://radimrehurek.com/gensim/) and [Mallet](http://mallet.cs.umass.edu/) were initially taken from the [ANNO](https://anno.onb.ac.at/infos_zeizs.htm) system of the Austrian National Library, which is and was involved in the [Newseye](https://www.newseye.eu/) project (2018-2021). The data was then re-OCRed through the Transkribus programme and the layout of the newspapers was also analysed. Significantly improved Optical Caracter Recognition coupled with a form of Article Separation makes it possible to build a data platform that enables a new and very different quality of search, addressing and also storage. After these enrichment processes, the data was imported into the Newseye platform, which is based on the Content Management System [Blacklight](https://blacklight-cms.net).\n",
     "The data used here is based on a general search on the basis of the search engine [Solr](https://solr.apache.org/) for articles on the word telegraph in the following time periods: 1864-1874, 1895-1901, 1911-1922.\n",
-    "The search was carried out in the following German-language newspapers namely Neue Freie Presse, Innsbrucker Nachrichten, Arbeiterzeitung and Illustrierte Kronen Zeitung. The resulting data package was exported as JSON and processed with regard to topic modelling.\n",
+    "The search was carried out in the following German-language newspapers, namely _Neue Freie Presse_, *Innsbrucker Nachrichten*, *Arbeiter Zeitung* and *Illustrierte Kronen Zeitung*. The resulting data package was exported as JSON and processed with regard to topic modelling.\n",
     "The total number of hits was 14949, of which the following is a breakdown by newspaper:\n",
     "\n",
     "```\n",
@@ -18,9 +18,7 @@
     "  Innsbrucker Nachrichten 2,212\n",
     "  Arbeiter Zeitung 1,259\n",
     "  Illustrierte Kronen Zeitung 497\n",
-    "````\n",
-    "\n",
-    "The search was carried out in the following German-language newspapers, namely *Neue Freie Presse*, *Innsbrucker Nachrichten*, *Arbeiter Zeitung* and *Illustrierte Kronen Zeitung*. The resulting data package was exported as JSON and processed with regard to topic modelling."
+    "```"
    ]
   },
   {