diff --git a/.bumpversion.cfg b/.bumpversion.cfg
index 3dd6671..f040343 100644
--- a/.bumpversion.cfg
+++ b/.bumpversion.cfg
@@ -1,5 +1,5 @@
 [bumpversion]
-current_version = v1.0.0
+current_version = v1.0.1
 commit = True
 tag = True
 parse = (v(?P<major>\d+))(.(?P<minor>\d+))(.(?P<patch>\d+))
diff --git a/CITATION.cff b/CITATION.cff
index 1ea453a..965f965 100644
--- a/CITATION.cff
+++ b/CITATION.cff
@@ -18,7 +18,7 @@ authors:
     affiliation: University of Cambridge
   - name: "This EDS book notebook contributors"
     website: "https://github.com/eds-book-gallery/93463cac-471a-469d-ad52-0514fd9b67f2/graphs/contributors"
-version: v1.0.0 # This is automatically set using the bumpversion tool.
+version: v1.0.1 # This is automatically set using the bumpversion tool.
 identifiers:
   - type: doi
     value: 10.5281/zenodo.8301002
diff --git a/README.md b/README.md
index bf5bcfd..09ed9de 100644
--- a/README.md
+++ b/README.md
@@ -14,9 +14,6 @@
     <a href="https://github.com/eds-book-gallery/93463cac-471a-469d-ad52-0514fd9b67f2/blob/main/LICENSE">
         <img alt="license" src="https://img.shields.io/badge/license-MIT-yellow.svg">
     </a>
-    <a href="https://notebooks.gesis.org/binder/v2/gh/eds-book-gallery/93463cac-471a-469d-ad52-0514fd9b67f2/main?labpath=notebook.ipynb">
-        <img alt="binder" src="https://mybinder.org/badge_logo.svg">
-    </a>
     <a href="https://github.com/eds-book-gallery/93463cac-471a-469d-ad52-0514fd9b67f2/actions/workflows/render.yaml">
         <img alt="render" src="https://github.com/eds-book-gallery/93463cac-471a-469d-ad52-0514fd9b67f2/actions/workflows/render.yaml/badge.svg">
     </a>
@@ -26,6 +23,16 @@
     <br/>
 </p>
 
+<p align="center">
+    <a href="http://mybinder.org/v2/gh/eds-book-gallery/93463cac-471a-469d-ad52-0514fd9b67f2/main?labpath=notebook.ipynb">
+        <img alt="binder" src="https://mybinder.org/badge_logo.svg">
+    </a>
+    <a href="https://replay.notebooks.egi.eu/v2/gh/eds-book-gallery/93463cac-471a-469d-ad52-0514fd9b67f2/main?labpath=notebook.ipynb">
+        <img alt="binder" src="https://img.shields.io/badge/launch-EGI%20binder-F5A252.svg?logo=data:image/png;base64,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">
+    </a>
+    <br/>
+</p>
+
 <p align="center">
     <a href="https://w3id.org/ro-id/91046403-e0b7-41d3-8d60-4b540219ffa7">
         <img alt="RoHub" src="https://img.shields.io/badge/RoHub-FAIR_Executable_Research_Object-2ea44f?logo=Open+Access&logoColor=blue">
diff --git a/notebook.ipynb b/notebook.ipynb
index 4c60b7e..1966ec2 100644
--- a/notebook.ipynb
+++ b/notebook.ipynb
@@ -16,9 +16,6 @@
     "    <a href=\"https://github.com/eds-book-gallery/93463cac-471a-469d-ad52-0514fd9b67f2/blob/main/LICENSE\">\n",
     "        <img alt=\"license\" src=\"https://img.shields.io/badge/license-MIT-yellow.svg\">\n",
     "    </a>\n",
-    "    <a href=\"https://notebooks.gesis.org/binder/v2/gh/eds-book-gallery/93463cac-471a-469d-ad52-0514fd9b67f2/main?labpath=notebook.ipynb\">\n",
-    "        <img alt=\"binder\" src=\"https://mybinder.org/badge_logo.svg\">\n",
-    "    </a>\n",
     "    <a href=\"https://github.com/eds-book-gallery/93463cac-471a-469d-ad52-0514fd9b67f2/actions/workflows/render.yaml\">\n",
     "        <img alt=\"render\" src=\"https://github.com/eds-book-gallery/93463cac-471a-469d-ad52-0514fd9b67f2/actions/workflows/render.yaml/badge.svg\">\n",
     "    </a>\n",
@@ -29,6 +26,16 @@
     "</p>\n",
     "\n",
     "<p align=\"left\">\n",
+    "    <a href=\"http://mybinder.org/v2/gh/eds-book-gallery/93463cac-471a-469d-ad52-0514fd9b67f2/main?labpath=notebook.ipynb\">\n",
+    "        <img alt=\"binder\" src=\"https://mybinder.org/badge_logo.svg\">\n",
+    "    </a>\n",
+    "    <a href=\"https://replay.notebooks.egi.eu/v2/gh/eds-book-gallery/93463cac-471a-469d-ad52-0514fd9b67f2/main?labpath=notebook.ipynb\">\n",
+    "        <img alt=\"binder\" src=\"https://img.shields.io/badge/launch-EGI%20binder-F5A252.svg?logo=data:image/png;base64,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\">\n",
+    "    </a>\n",
+    "    <br/>\n",
+    "</p>\n",
+    "\n",
+    "<p align=\"left\">\n",
     "    <a href=\"https://w3id.org/ro-id/91046403-e0b7-41d3-8d60-4b540219ffa7\">\n",
     "        <img alt=\"RoHub\" src=\"https://img.shields.io/badge/RoHub-FAIR_Executable_Research_Object-2ea44f?logo=Open+Access&logoColor=blue\">\n",
     "    </a>\n",
@@ -1869,7 +1876,7 @@
    "source": [
     "## Citing this Notebook\n",
     "\n",
-    "Please see [CITATION.cff](https://github.com/eds-book-gallery/93463cac-471a-469d-ad52-0514fd9b67f2/blob/pre-release/CITATION.cff) for the full citation information. The citation file can be exported to APA or BibTex formats (learn more [here](https://docs.github.com/en/repositories/managing-your-repositorys-settings-and-features/customizing-your-repository/about-citation-files))."
+    "Please see [CITATION.cff](https://github.com/eds-book-gallery/93463cac-471a-469d-ad52-0514fd9b67f2/blob/main/CITATION.cff) for the full citation information. The citation file can be exported to APA or BibTex formats (learn more [here](https://docs.github.com/en/repositories/managing-your-repositorys-settings-and-features/customizing-your-repository/about-citation-files))."
    ]
   },
   {
@@ -1896,7 +1903,7 @@
    "source": [
     "from datetime import date\n",
     "\n",
-    "print('Notebook repository version: v1.0.0')\n",
+    "print('Notebook repository version: v1.0.1')\n",
     "print(f'Last tested: {date.today()}')"
    ]
   },