small corrections

data_viz_new.ipynb

@@ -31667,7 +31667,7 @@
     " labels={ \"year\": \"Year\" }, color_discrete_sequence= ['#471D6C', '#34B67A'] ,\n",
     " title=\"Comparison between DOAJ articles on Crossref <br> and relative reference list presence over years.\")\n",
     "\n",
-    "newnames = {'perc_ref': \"Percentage of references\", 'perc_cr': \"Percentage of DOAJ articles\"}\n",
+    "newnames = {'perc_ref': \"Percentage with references\", 'perc_cr': \"Percentage of DOAJ articles\"}\n",
     "fig.for_each_trace(lambda t: t.update(name = newnames[t.name],\n",
     "                                      legendgroup = newnames[t.name],\n",
     "                                      hovertemplate = t.hovertemplate.replace(t.name, newnames[t.name])\n",
@@ -33699,7 +33699,7 @@
     "\n",
     "fig = px.bar(frame12,x='country-name',y='perc_ref', width=800, color=\"ref-num\", color_continuous_scale=[[0,\"#440154\"],[0.05,\"#414084\"],[0.2,\"#25848E\"], [0.5,\"#66CA5C\"],[1,\"#FBE625\"]], \n",
     "    labels={\"country-name\": \"Country\", \"perc_ref\": \"Percentage of references on Crossref\", \"continent\":\"Contintent\", \"ref-num\": \"Number of references\" },\n",
-    "    title=\"Crossref references list overview - by country <br><sup>The plot is showing Countries with less than 20% of reference list on Crossref</sup>\")\n",
+    "    title=\"Crossref references list overview - by country <br><sup>Countries with less than 20% of reference list on Crossref</sup>\")\n",
     "\n",
     "fig.update_layout(\n",
     "    font_family=\"sans-serif\",\n",
@@ -67708,7 +67708,7 @@
     "\n",
     "fig = go.Figure()\n",
     "fig.add_trace(go.Violin(y=frameA['perc_cr'], points=\"all\", box_visible=True, name=\"DOAJ articles indexed on Crossref\", marker_color='#471D6C' ))\n",
-    "fig.add_trace(go.Violin(y=frameA['perc_ref'], points=\"all\", box_visible=True, name=\"Crossref reference list\", marker_color='#34B67A' ))\n",
+    "fig.add_trace(go.Violin(y=frameA['perc_ref'], points=\"all\", box_visible=True, name=\"Articles with a reference list on Crossref\", marker_color='#34B67A' ))\n",
     "\n",
     "fig.update_yaxes(range=[0, 100])\n",
     "fig.update_layout(\n",
@@ -68643,7 +68643,7 @@
     "ref_defined = ref_defined.sum()\n",
     "\n",
     "new['val'] = [ und, ref_defined, ass_cross, ass_pub ]\n",
-    "new['ref'] = ['Missing/undefined doi', 'Articles with DOI reference list','Asserted by Crossref', 'Asserted by citing publisher']\n",
+    "new['ref'] = ['Missing/undefined doi', 'Articles with DOI reference list','Asserted by Crossref', 'Asserted by Publisher']\n",
     "new['parent'] = ['', '','Articles with DOI reference list', 'Articles with DOI reference list']\n",
     "\n",
     "fig = px.sunburst(\n",
@@ -68677,7 +68677,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3.9.4 64-bit",
+   "display_name": "Python 3.9.9 64-bit",
    "language": "python",
    "name": "python3"
   },
@@ -68691,12 +68691,12 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.4"
+   "version": "3.9.9"
   },
   "orig_nbformat": 4,
   "vscode": {
    "interpreter": {
-    "hash": "aee8b7b246df8f9039afb4144a1f6fd8d2ca17a180786b69acc140d282b71a49"
+    "hash": "72f235a78b5cf937fd09c1593b6a0e4473f824a03930b62c2c7d9a177b9de8f3"
    }
   }
  },