diff --git a/pdme/measurement/dot_measure.py b/pdme/measurement/dot_measure.py
index 28b1bf4..01d6b35 100644
--- a/pdme/measurement/dot_measure.py
+++ b/pdme/measurement/dot_measure.py
@@ -11,11 +11,13 @@ class DotMeasurement:
 	Parameters
 	----------
 	v : float
-			The voltage measured at the dot.
+	The voltage measured at the dot.
+
 	r : numpy.ndarray
-			The position of the dot.
+	The position of the dot.
+
 	f : float
-			The measurement frequency.
+	The measurement frequency.
 	"""
 
 	v: float
@@ -34,13 +36,16 @@ class DotRangeMeasurement:
 	Parameters
 	----------
 	v_low : float
-			The lower range of voltage measured at the dot.
+	The lower range of voltage measured at the dot.
+
 	v_high : float
-			The upper range of voltage measured at the dot.
+	The upper range of voltage measured at the dot.
+
 	r : numpy.ndarray
-			The position of the dot.
+	The position of the dot.
+
 	f : float
-			The measurement frequency.
+	The measurement frequency.
 	"""
 
 	v_low: float
diff --git a/pdme/measurement/dot_pair_measure.py b/pdme/measurement/dot_pair_measure.py
index 6900a86..1288745 100644
--- a/pdme/measurement/dot_pair_measure.py
+++ b/pdme/measurement/dot_pair_measure.py
@@ -11,13 +11,16 @@ class DotPairMeasurement:
 	Parameters
 	----------
 	v : float
-			The voltage measured at the dot.
+	The voltage measured at the dot.
+
 	r1 : numpy.ndarray
-			The position of the first dot.
+	The position of the first dot.
+
 	r2 : numpy.ndarray
-			The position of the second dot.
+	The position of the second dot.
+
 	f : float
-			The measurement frequency.
+	The measurement frequency.
 	"""
 
 	v: float
@@ -38,15 +41,19 @@ class DotPairRangeMeasurement:
 	Parameters
 	----------
 	v_low : float
-			The lower range of voltage measured at the dot.
+	The lower range of voltage measured at the dot.
+
 	v_high : float
-			The upper range of voltage measured at the dot.
+	The upper range of voltage measured at the dot.
+
 	r1 : numpy.ndarray
-			The position of the first dot.
+	The position of the first dot.
+
 	r2 : numpy.ndarray
-			The position of the second dot.
+	The position of the second dot.
+
 	f : float
-			The measurement frequency.
+	The measurement frequency.
 	"""
 
 	v_low: float
diff --git a/pdme/measurement/oscillating_dipole.py b/pdme/measurement/oscillating_dipole.py
index 544910d..5f356e3 100644
--- a/pdme/measurement/oscillating_dipole.py
+++ b/pdme/measurement/oscillating_dipole.py
@@ -18,11 +18,13 @@ class OscillatingDipole:
 	Parameters
 	----------
 	p : numpy.ndarray
-			The oscillating dipole moment, with overall sign arbitrary.
+	The oscillating dipole moment, with overall sign arbitrary.
+
 	s : numpy.ndarray
-			The position of the dipole.
+	The position of the dipole.
+
 	w : float
-			The oscillation frequency.
+	The oscillation frequency.
 	"""
 
 	p: numpy.ndarray
@@ -43,9 +45,10 @@ class OscillatingDipole:
 		Parameters
 		----------
 		r : numpy.ndarray
-				The position of the dot.
+		The position of the dot.
+
 		f : float
-				The dot frequency to sample.
+		The dot frequency to sample.
 		"""
 		return (self._alpha(r)) ** 2 * self._b(f)
 
diff --git a/pdme/model/fixed_dipole_model.py b/pdme/model/fixed_dipole_model.py
index 2b38c69..59503b6 100644
--- a/pdme/model/fixed_dipole_model.py
+++ b/pdme/model/fixed_dipole_model.py
@@ -18,9 +18,10 @@ class FixedDipoleModel(Model):
 	Parameters
 	----------
 	p : numpy.ndarray
-			The fixed dipole moment.
+	The fixed dipole moment.
+
 	n : int
-			The number of dipoles to assume.
+	The number of dipoles to assume.
 	"""
 
 	def __init__(
@@ -122,13 +123,16 @@ class FixedDipoleDiscretisation(Discretisation):
 	Parameters
 	----------
 	model : FixedDipoleModel
-			The parent model of the discretisation.
+	The parent model of the discretisation.
+
 	num_x : int
-			The number of partitions of the x axis.
+	The number of partitions of the x axis.
+
 	num_y : int
-			The number of partitions of the y axis.
+	The number of partitions of the y axis.
+
 	num_z : int
-			The number of partitions of the z axis.
+	The number of partitions of the z axis.
 	"""
 
 	model: FixedDipoleModel
diff --git a/pdme/model/fixed_magnitude_model.py b/pdme/model/fixed_magnitude_model.py
index 29fb83e..3563c33 100644
--- a/pdme/model/fixed_magnitude_model.py
+++ b/pdme/model/fixed_magnitude_model.py
@@ -18,9 +18,10 @@ class FixedMagnitudeModel(Model):
 	Parameters
 	----------
 	pfixed : float
-			The fixed dipole magnitude.
+	The fixed dipole magnitude.
+
 	n : int
-			The number of dipoles to assume.
+	The number of dipoles to assume.
 	"""
 
 	def __init__(
@@ -184,17 +185,22 @@ class FixedMagnitudeDiscretisation(Discretisation):
 	Parameters
 	----------
 	model : FixedMagnitudeModel
-			The parent model of the discretisation.
+	The parent model of the discretisation.
+
 	num_ptheta: int
-			The number of partitions of ptheta.
+	The number of partitions of ptheta.
+
 	num_pphi: int
-			The number of partitions of pphi.
+	The number of partitions of pphi.
+
 	num_x : int
-			The number of partitions of the x axis.
+	The number of partitions of the x axis.
+
 	num_y : int
-			The number of partitions of the y axis.
+	The number of partitions of the y axis.
+
 	num_z : int
-			The number of partitions of the z axis.
+	The number of partitions of the z axis.
 	"""
 
 	model: FixedMagnitudeModel
diff --git a/pdme/model/fixed_z_plane_model.py b/pdme/model/fixed_z_plane_model.py
index c3a3eff..fe03301 100644
--- a/pdme/model/fixed_z_plane_model.py
+++ b/pdme/model/fixed_z_plane_model.py
@@ -15,17 +15,22 @@ class FixedZPlaneModel(Model):
 	Parameters
 	----------
 	z : float
-			The z position of the plane where dipoles are constrained to lie.
+	The z position of the plane where dipoles are constrained to lie.
+
 	xmin : float
-			The minimum x value for dipoles.
+	The minimum x value for dipoles.
+
 	xmax : float
-			The maximum x value for dipoles.
+	The maximum x value for dipoles.
+
 	ymin : float
-			The minimum y value for dipoles.
+	The minimum y value for dipoles.
+
 	ymax : float
-			The maximum y value for dipoles.
+	The maximum y value for dipoles.
+
 	n : int
-			The number of dipoles to assume.
+	The number of dipoles to assume.
 	"""
 
 	def __init__(
@@ -103,13 +108,16 @@ class FixedZPlaneDiscretisation:
 	Parameters
 	----------
 	model : FixedZPlaneModel
-			The parent model of the discretisation.
+	The parent model of the discretisation.
+
 	num_pz: int
-			The number of partitions of pz.
+	The number of partitions of pz.
+
 	num_x : int
-			The number of partitions of the x axis.
+	The number of partitions of the x axis.
+
 	num_y : int
-			The number of partitions of the y axis.
+	The number of partitions of the y axis.
 	"""
 
 	model: FixedZPlaneModel
diff --git a/pdme/model/unrestricted_model.py b/pdme/model/unrestricted_model.py
index c365747..61b54db 100644
--- a/pdme/model/unrestricted_model.py
+++ b/pdme/model/unrestricted_model.py
@@ -18,7 +18,7 @@ class UnrestrictedModel(Model):
 	Parameters
 	----------
 	n : int
-			The number of dipoles to assume.
+	The number of dipoles to assume.
 	"""
 
 	def __init__(
@@ -123,21 +123,28 @@ class UnrestrictedDiscretisation(Discretisation):
 	Parameters
 	----------
 	model : UnrestrictedModel
-			The parent model of the discretisation.
+	The parent model of the discretisation.
+
 	num_px: int
-			The number of partitions of the px.
+	The number of partitions of the px.
+
 	num_py: int
-			The number of partitions of the py.
+	The number of partitions of the py.
+
 	num_pz: int
-			The number of partitions of pz.
+	The number of partitions of pz.
+
 	num_x : int
-			The number of partitions of the x axis.
+	The number of partitions of the x axis.
+
 	num_y : int
-			The number of partitions of the y axis.
+	The number of partitions of the y axis.
+
 	num_z : int
-			The number of partitions of the z axis.
+	The number of partitions of the z axis.
+
 	max_p : int
-			The maximum p coordinate in any direction.
+	The maximum p coordinate in any direction.
 	"""
 
 	model: UnrestrictedModel