diff --git a/doc/source/usage/tutorial/FiberGrazingIncidence.ipynb b/doc/source/usage/tutorial/FiberGrazingIncidence.ipynb
index 796b5bbca..5b1ab531f 100644
--- a/doc/source/usage/tutorial/FiberGrazingIncidence.ipynb
+++ b/doc/source/usage/tutorial/FiberGrazingIncidence.ipynb
@@ -1030,7 +1030,7 @@
    "id": "9cfdf301-68d9-42d3-9f86-41ecdfc607ed",
    "metadata": {},
    "source": [
-    "# Conclusions\n",
+    "## Conclusions\n",
     "\n",
     "Now, PyFAI provides the units to represent a data array as a function of in-plane and out-of-plane components of vector q. This is a standard way of represent GIWAXS/GISAXS or fiber diffraction patterns. FiberUnits can be retrieved with a special method and the incident angle, tilt angle and sample orientation parameters can be defined and updated at the moment. Moreover, the methods integrate_fiber and integrate_grazing_incidence allow to get straight slices from the Qip-Qoop patterns."
    ]
diff --git a/doc/source/usage/tutorial/Flatfield.ipynb b/doc/source/usage/tutorial/Flatfield.ipynb
index b8931d6a3..696fea897 100644
--- a/doc/source/usage/tutorial/Flatfield.ipynb
+++ b/doc/source/usage/tutorial/Flatfield.ipynb
@@ -5,7 +5,7 @@
    "id": "90f7c67e-95bb-4e6d-bade-808fe8ed1dd9",
    "metadata": {},
    "source": [
-    "# Flatfied calibration\n",
+    "# Flatfield calibration\n",
     "\n",
     "Inspiration from: https://scripts.iucr.org/cgi-bin/paper?S1600577523001157\n",
     "\n",
@@ -308,7 +308,7 @@
    "metadata": {},
    "outputs": [
     {
-     "name": "stdin",
+     "name": "stdout",
      "output_type": "stream",
      "text": [
       "Please perform the calibration in the previous cell before going on ... use the right-click \n"