diff --git a/data/GalaxyHIFractions/conversion/convertOh2015.py b/data/GalaxyHIFractions/conversion/convertOh2015.py
index f71fcf64..8bae19a2 100644
--- a/data/GalaxyHIFractions/conversion/convertOh2015.py
+++ b/data/GalaxyHIFractions/conversion/convertOh2015.py
@@ -52,7 +52,7 @@
 
 # Write everything
 processed = ObservationalData()
-print(M_star, M_HI_frac)
+
 processed.associate_x(
     M_star, scatter=None, comoving=True, description="Galaxy Stellar Mass"
 )
diff --git a/data/GalaxyStellarMassHaloMass/conversion/convertMoster2013.py b/data/GalaxyStellarMassHaloMass/conversion/convertMoster2013.py
index 3e490fe4..85aac0b7 100644
--- a/data/GalaxyStellarMassHaloMass/conversion/convertMoster2013.py
+++ b/data/GalaxyStellarMassHaloMass/conversion/convertMoster2013.py
@@ -1,5 +1,5 @@
 from velociraptor.observations.objects import ObservationalData
-from velociraptor.fitting_formulae.smhmr import moster_raw, behroozi_raw
+from velociraptor.fitting_formulae.smhmr import moster_raw
 
 import unyt
 import numpy as np
diff --git a/data/GalaxyStellarMassHaloMass/conversion/convertMoster2013Ratio.py b/data/GalaxyStellarMassHaloMass/conversion/convertMoster2013Ratio.py
index cd0b5033..0db3adc6 100644
--- a/data/GalaxyStellarMassHaloMass/conversion/convertMoster2013Ratio.py
+++ b/data/GalaxyStellarMassHaloMass/conversion/convertMoster2013Ratio.py
@@ -1,5 +1,5 @@
 from velociraptor.observations.objects import ObservationalData
-from velociraptor.fitting_formulae.smhmr import moster_raw, behroozi_raw
+from velociraptor.fitting_formulae.smhmr import moster_raw
 
 import unyt
 import numpy as np
diff --git a/data/GalaxyStellarMassHaloMass/conversion/convertMoster2013RatioStellar.py b/data/GalaxyStellarMassHaloMass/conversion/convertMoster2013RatioStellar.py
index 45d9dbbd..0fb5b33a 100644
--- a/data/GalaxyStellarMassHaloMass/conversion/convertMoster2013RatioStellar.py
+++ b/data/GalaxyStellarMassHaloMass/conversion/convertMoster2013RatioStellar.py
@@ -1,5 +1,5 @@
 from velociraptor.observations.objects import ObservationalData
-from velociraptor.fitting_formulae.smhmr import moster_raw, behroozi_raw
+from velociraptor.fitting_formulae.smhmr import moster_raw
 
 import unyt
 import numpy as np
diff --git a/data/GalaxyStellarMassHaloMass/conversion/convertMoster2018Ratio.py b/data/GalaxyStellarMassHaloMass/conversion/convertMoster2018Ratio.py
index 6ae5183f..cf272a36 100644
--- a/data/GalaxyStellarMassHaloMass/conversion/convertMoster2018Ratio.py
+++ b/data/GalaxyStellarMassHaloMass/conversion/convertMoster2018Ratio.py
@@ -193,7 +193,6 @@ def moster_2018_ratios(
         )
 
         if x_axis_variable == "halo mass":
-            print("process halo mass")
             processed.associate_x(
                 M_BN98 * unyt.Solar_Mass,
                 scatter=None,
@@ -201,7 +200,6 @@ def moster_2018_ratios(
                 description="Halo Mass ($M_{\\rm BN98}$)",
             )
         elif x_axis_variable == "stellar mass":
-            print("process stellar mass")
             M_star = MstarMhalo * (M_BN98 * unyt.Solar_Mass)
             processed.associate_x(
                 M_star,