Typo correction

docs/Lorentz_TEM.ipynb

@@ -688,10 +688,12 @@
    },
    "source": [
     "As a rule of thumb, the magnetic feature will only be seen experimentally using this technique if it gives a contrast greater than 1%. The image contrast is defined as\n",
+    "\n",
     "\\begin{equation}\n",
     "{\\rm contrast} = \\frac{I_{\\rm max}-I_{\\rm min}}{I_{\\rm max} + I_{\\rm min}}\n",
     "\\end{equation}\n",
-    "where $I_{\\rm max}$ and $I_{\\rm max}$ are, respectively, the maximum and minimum intensities of the image."
+    "\n",
+    "where $I_{\\rm max}$ and $I_{\\rm min}$ are, respectively, the maximum and minimum intensities of the image."
    ]
   },
   {
@@ -919,7 +921,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.12"
+   "version": "3.8.17"
   },
   "vscode": {
    "interpreter": {

docs/Magnetic_Force_Microscopy.ipynb

@@ -61,7 +61,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "A micromagnetic simulation can be set up using `Ubermag` to obtain a 3-Dimentional magntic structure. As MFM is based on the field outside a sample, when simulating MFM we have to create an \"airbox\". Simply put, this is an area outside of the sample where we wish to perform the MFM measurements, in which we have set the saturation magnetisation equal to zero. It is equivalent to simulating the empty space around the sample. The demagnetisation term must be used as part of the energy equation when defining and relaxing the system as this is the process by which the stray field is calculated."
+    "A micromagnetic simulation can be set up using `Ubermag` to obtain a 3-Dimentional magnetic structure. As MFM is based on the field outside a sample, when simulating MFM we have to create an \"airbox\". Simply put, this is an area outside of the sample where we wish to perform the MFM measurements, in which we have set the saturation magnetisation equal to zero. It is equivalent to simulating the empty space around the sample. The demagnetisation term must be used as part of the energy equation when defining and relaxing the system as this is the process by which the stray field is calculated."
    ]
   },
   {
@@ -980,7 +980,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "The plane method can be used to easily extract the image obtained at a desired lift off height. For example, at at height of 30 nm above the surface. This is why, for simplicity, we defined the top of the sample to be at $z=0$."
+    "The plane method can be used to easily extract the image obtained at a desired lift off height. For example, at height of 30 nm above the surface. This is why, for simplicity, we defined the top of the sample to be at $z=0$."
    ]
   },
   {
@@ -1339,7 +1339,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.12"
+   "version": "3.8.17"
   }
  },
  "nbformat": 4,

docs/SANS.ipynb

@@ -673,7 +673,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.12"
+   "version": "3.8.17"
   },
   "vscode": {
    "interpreter": {

docs/Torque_magnetometry.ipynb

@@ -19,7 +19,7 @@
    "source": [
     "In this tutorial, the Ubermag micromagnetic simulation software is used to create 3-dimensional magnetic structure, on which torque magnetometry can be performed. Torque magnetometry is a technique where an external magnetic field is applied in a direction relative to a magnetic sample, an the torque produced measured. This technique can be used to obtain information on the characteristics of the magnetism in the sample like anisotropy.\n",
     "\n",
-    "Torque arises from the cross product of the magnetic moment ${\\bf m}$, and the magnetic flux density ${\\bf B}$ \\[1-3\\],\n",
+    "Torque arises from the cross product of the magnetic moment ${\\bf m}$, and the magnetic flux density ${\\bf B}$ \\[1-2\\],\n",
     "\\begin{equation}\n",
     "{\\bf \\tau} = {\\bf m} \\times {\\bf B}.\n",
     "\\end{equation}\n",
@@ -156,7 +156,7 @@
    "metadata": {},
    "source": [
     "## Computing Torque Magnetometry\n",
-    "The torque can be calculated using using the `mag2exp.magnetometry` module."
+    "The torque can be calculated using the `mag2exp.magnetometry` module."
    ]
   },
   {
@@ -292,7 +292,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.12"
+   "version": "3.8.17"
   },
   "vscode": {
    "interpreter": {

docs/X_ray_Holography.ipynb

@@ -399,7 +399,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.12"
+   "version": "3.8.17"
   }
  },
  "nbformat": 4,