diff --git a/README.md b/README.md
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--- a/README.md
+++ b/README.md
@@ -1,8 +1,8 @@
-# Uses of the term telegraph in the context of journalism
+# Uses of the Term "Telegraph" in the Context of Journalism
-## Intro to Topic Modeling on a Data Set created by the Newseye Project
+## Introduction to Topic Modeling on a Data Set created by the _Newseye_ Project
-A Jupyter Notebook by [János Békési](mailto:janos.bekesi@univie.ac.at) and [Martin Gasteiner](mailto:martin.gasteiner@univie.ac.at)
+A Jupyter Notebook by [János Békési](mailto:janos.bekesi@univie.ac.at) and [Martin Gasteiner](mailto:martin.gasteiner@univie.ac.at), April 2021
## Data
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diff --git a/workflow.ipynb b/workflow.ipynb
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+++ b/workflow.ipynb
@@ -6,7 +6,7 @@
"source": [
"# Uses of the Term *Telegraph* in the Context of Journalism\n",
"\n",
- "## Intro to Topic Modeling on a Data Set created by the Newseye Project\n",
+ "## Introduction to Topic Modeling on a Data Set created by the _Newseye_ Project\n",
"\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",
@@ -614,6 +614,14 @@
"pyLDAvis.display(visu)\n"
]
},
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Non-interactive Screenshot:\n",
+ ""
+ ]
+ },
{
"cell_type": "markdown",
"metadata": {},