diff --git a/docs/notebooks/References from DOI.ipynb b/docs/notebooks/References from DOI.ipynb
index 5eac178afed66d5a436e11a9751a7ed4b0cb2cae..f9e3cabf1218a2df90d8dbd399e8821137f477c1 100644
--- a/docs/notebooks/References from DOI.ipynb	
+++ b/docs/notebooks/References from DOI.ipynb	
@@ -2,17 +2,17 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "ac0524be",
+   "id": "855a28ff",
    "metadata": {},
    "source": [
     "# Get references from DOI\n",
-    "THis notebook shows hos it is possible to use the Qim3D library to easily get well formatted references from a DOI"
+    "This notebook shows how it is possible to use the `Qim3D` library to easily get well formatted references from a DOI"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 1,
-   "id": "7e71f00d",
+   "id": "35b9fe6b",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -23,7 +23,7 @@
   {
    "cell_type": "code",
    "execution_count": 2,
-   "id": "ec92ed5f",
+   "id": "7962731c",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -33,7 +33,7 @@
   {
    "cell_type": "code",
    "execution_count": 3,
-   "id": "87ba2542",
+   "id": "17720b94",
    "metadata": {},
    "outputs": [
     {
@@ -63,7 +63,7 @@
   {
    "cell_type": "code",
    "execution_count": 4,
-   "id": "5a4dcf74",
+   "id": "a15baf83",
    "metadata": {},
    "outputs": [
     {
@@ -82,7 +82,7 @@
   {
    "cell_type": "code",
    "execution_count": 5,
-   "id": "1fb81ae4",
+   "id": "6d4d215e",
    "metadata": {
     "scrolled": false
    },