diff --git a/colibre/auto_plotter/mass_functions.yml b/colibre/auto_plotter/mass_functions.yml
index 52a21de9..31ee7c8b 100644
--- a/colibre/auto_plotter/mass_functions.yml
+++ b/colibre/auto_plotter/mass_functions.yml
@@ -22,7 +22,7 @@ stellar_mass_function_30:
     - filename: GalaxyStellarMassFunction/DSouza2015.hdf5
     - filename: GalaxyStellarMassFunction/Ilbert2013.hdf5
     - filename: GalaxyStellarMassFunction/Leja_2020.hdf5
-    - filename: GalaxyStellarMassFunction/Driver2021.hdf5
+    - filename: GalaxyStellarMassFunction/Driver2022.hdf5
     - filename: GalaxyStellarMassFunction/FIREbox.hdf5
     - filename: GalaxyStellarMassFunction/Schaye2015_100_30kpc.hdf5
     - filename: GalaxyStellarMassFunction/Thorne2021.hdf5
@@ -52,7 +52,7 @@ adaptive_stellar_mass_function_30:
     - filename: GalaxyStellarMassFunction/DSouza2015.hdf5
     - filename: GalaxyStellarMassFunction/Ilbert2013.hdf5
     - filename: GalaxyStellarMassFunction/Leja_2020.hdf5
-    - filename: GalaxyStellarMassFunction/Driver2021.hdf5
+    - filename: GalaxyStellarMassFunction/Driver2022.hdf5
     - filename: GalaxyStellarMassFunction/FIREbox.hdf5
     - filename: GalaxyStellarMassFunction/Schaye2015_100_30kpc.hdf5
     - filename: GalaxyStellarMassFunction/Thorne2021.hdf5
@@ -146,7 +146,7 @@ stellar_mass_function_50:
     - filename: GalaxyStellarMassFunction/DSouza2015.hdf5
     - filename: GalaxyStellarMassFunction/Ilbert2013.hdf5
     - filename: GalaxyStellarMassFunction/Leja_2020.hdf5
-    - filename: GalaxyStellarMassFunction/Driver2021.hdf5
+    - filename: GalaxyStellarMassFunction/Driver2022.hdf5
     - filename: GalaxyStellarMassFunction/FIREbox.hdf5
     - filename: GalaxyStellarMassFunction/Schaye2015_100_50kpc.hdf5
     - filename: GalaxyStellarMassFunction/Thorne2021.hdf5
@@ -171,7 +171,7 @@ stellar_mass_function_50_calibration:
     section: Stellar Mass Function
   observational_data:
     - filename: GalaxyStellarMassFunction/Leja_2020.hdf5
-    - filename: GalaxyStellarMassFunction/Driver2021.hdf5
+    - filename: GalaxyStellarMassFunction/Driver2022.hdf5
     - filename: GalaxyStellarMassFunction/Navarro-Carrera2023.hdf5
 
 adaptive_stellar_mass_function_50:
@@ -197,7 +197,7 @@ adaptive_stellar_mass_function_50:
     - filename: GalaxyStellarMassFunction/DSouza2015.hdf5
     - filename: GalaxyStellarMassFunction/Ilbert2013.hdf5
     - filename: GalaxyStellarMassFunction/Leja_2020.hdf5
-    - filename: GalaxyStellarMassFunction/Driver2021.hdf5
+    - filename: GalaxyStellarMassFunction/Driver2022.hdf5
     - filename: GalaxyStellarMassFunction/FIREbox.hdf5
     - filename: GalaxyStellarMassFunction/Schaye2015_100_50kpc.hdf5
     - filename: GalaxyStellarMassFunction/Thorne2021.hdf5
@@ -222,7 +222,7 @@ adaptive_stellar_mass_function_50_calibration:
     section: Stellar Mass Function
   observational_data:
     - filename: GalaxyStellarMassFunction/Leja_2020.hdf5
-    - filename: GalaxyStellarMassFunction/Driver2021.hdf5
+    - filename: GalaxyStellarMassFunction/Driver2022.hdf5
     - filename: GalaxyStellarMassFunction/Navarro-Carrera2023.hdf5 
 
 adaptive_stellar_mass_function_50_box_size_correction:
@@ -249,7 +249,7 @@ adaptive_stellar_mass_function_50_box_size_correction:
     - filename: GalaxyStellarMassFunction/DSouza2015.hdf5
     - filename: GalaxyStellarMassFunction/Ilbert2013.hdf5
     - filename: GalaxyStellarMassFunction/Leja_2020.hdf5
-    - filename: GalaxyStellarMassFunction/Driver2021.hdf5
+    - filename: GalaxyStellarMassFunction/Driver2022.hdf5
     - filename: GalaxyStellarMassFunction/FIREbox.hdf5
     - filename: GalaxyStellarMassFunction/Schaye2015_100_50kpc.hdf5
     - filename: GalaxyStellarMassFunction/Thorne2021.hdf5
@@ -275,7 +275,7 @@ adaptive_stellar_mass_function_50_box_size_correction_calibration:
     section: Stellar Mass Function
   observational_data:
     - filename: GalaxyStellarMassFunction/Leja_2020.hdf5
-    - filename: GalaxyStellarMassFunction/Driver2021.hdf5
+    - filename: GalaxyStellarMassFunction/Driver2022.hdf5
     - filename: GalaxyStellarMassFunction/Navarro-Carrera2023.hdf5
 
 
@@ -366,7 +366,7 @@ stellar_mass_function_with_scatter_50:
     - filename: GalaxyStellarMassFunction/Wright2017.hdf5
     - filename: GalaxyStellarMassFunction/Ilbert2013.hdf5
     - filename: GalaxyStellarMassFunction/Leja_2020.hdf5
-    - filename: GalaxyStellarMassFunction/Driver2021.hdf5
+    - filename: GalaxyStellarMassFunction/Driver2022.hdf5
     - filename: GalaxyStellarMassFunction/FIREbox.hdf5
     - filename: GalaxyStellarMassFunction/Schaye2015_100_50kpc.hdf5
     - filename: GalaxyStellarMassFunction/Thorne2021.hdf5
@@ -391,7 +391,7 @@ stellar_mass_function_with_scatter_50_calibration:
     section: Stellar Mass Function
   observational_data:
     - filename: GalaxyStellarMassFunction/Leja_2020.hdf5
-    - filename: GalaxyStellarMassFunction/Driver2021.hdf5
+    - filename: GalaxyStellarMassFunction/Driver2022.hdf5
     - filename: GalaxyStellarMassFunction/Navarro-Carrera2023.hdf5
 
 adaptive_stellar_mass_function_with_scatter_50:
@@ -418,7 +418,7 @@ adaptive_stellar_mass_function_with_scatter_50:
     - filename: GalaxyStellarMassFunction/Wright2017.hdf5
     - filename: GalaxyStellarMassFunction/Ilbert2013.hdf5
     - filename: GalaxyStellarMassFunction/Leja_2020.hdf5
-    - filename: GalaxyStellarMassFunction/Driver2021.hdf5
+    - filename: GalaxyStellarMassFunction/Driver2022.hdf5
     - filename: GalaxyStellarMassFunction/FIREbox.hdf5
     - filename: GalaxyStellarMassFunction/Schaye2015_100_50kpc.hdf5
     - filename: GalaxyStellarMassFunction/Thorne2021.hdf5
@@ -443,5 +443,5 @@ adaptive_stellar_mass_function_with_scatter_50_calibration:
     section: Stellar Mass Function
   observational_data:
     - filename: GalaxyStellarMassFunction/Leja_2020.hdf5
-    - filename: GalaxyStellarMassFunction/Driver2021.hdf5
+    - filename: GalaxyStellarMassFunction/Driver2022.hdf5
     - filename: GalaxyStellarMassFunction/Navarro-Carrera2023.hdf5
diff --git a/colibre/auto_plotter/metallicity.yml b/colibre/auto_plotter/metallicity.yml
index 08ab5ab2..977e00f9 100644
--- a/colibre/auto_plotter/metallicity.yml
+++ b/colibre/auto_plotter/metallicity.yml
@@ -39,6 +39,12 @@ stellar_mass_gas_sf_metallicity_fromz_lom_30:
     - filename: GalaxyStellarMassGasMetallicity/Strom2022_OH.hdf5
     - filename: GalaxyStellarMassGasMetallicity/Curti2020.hdf5
     - filename: GalaxyStellarMassGasMetallicity/Lewis2023.hdf5
+    - filename: GalaxyStellarMassGasMetallicity/Sanders2021_z2.3.hdf5
+    - filename: GalaxyStellarMassGasMetallicity/Sanders2021_z3.3.hdf5
+    - filename: GalaxyStellarMassGasMetallicity/Pharo2023_Ne3O2.hdf5
+    - filename: GalaxyStellarMassGasMetallicity/Pharo2023_O3HB.hdf5
+    - filename: GalaxyStellarMassGasMetallicity/Pharo2023_O3O2.hdf5
+    - filename: GalaxyStellarMassGasMetallicity/Pharo2023_R23.hdf5
 
 stellar_mass_gas_sf_metallicity_fromz_lom_50:
   type: "scatter"
@@ -81,6 +87,12 @@ stellar_mass_gas_sf_metallicity_fromz_lom_50:
     - filename: GalaxyStellarMassGasMetallicity/Strom2022_OH.hdf5
     - filename: GalaxyStellarMassGasMetallicity/Curti2020.hdf5
     - filename: GalaxyStellarMassGasMetallicity/Lewis2023.hdf5
+    - filename: GalaxyStellarMassGasMetallicity/Sanders2021_z2.3.hdf5
+    - filename: GalaxyStellarMassGasMetallicity/Sanders2021_z3.3.hdf5
+    - filename: GalaxyStellarMassGasMetallicity/Pharo2023_Ne3O2.hdf5
+    - filename: GalaxyStellarMassGasMetallicity/Pharo2023_O3HB.hdf5
+    - filename: GalaxyStellarMassGasMetallicity/Pharo2023_O3O2.hdf5
+    - filename: GalaxyStellarMassGasMetallicity/Pharo2023_R23.hdf5
 
 stellar_mass_gas_sf_metallicity_lom_30:
   type: "scatter"
@@ -123,6 +135,12 @@ stellar_mass_gas_sf_metallicity_lom_30:
     - filename: GalaxyStellarMassGasMetallicity/Strom2022_OH.hdf5
     - filename: GalaxyStellarMassGasMetallicity/Curti2020.hdf5
     - filename: GalaxyStellarMassGasMetallicity/Lewis2023.hdf5
+    - filename: GalaxyStellarMassGasMetallicity/Sanders2021_z2.3.hdf5
+    - filename: GalaxyStellarMassGasMetallicity/Sanders2021_z3.3.hdf5
+    - filename: GalaxyStellarMassGasMetallicity/Pharo2023_Ne3O2.hdf5
+    - filename: GalaxyStellarMassGasMetallicity/Pharo2023_O3HB.hdf5
+    - filename: GalaxyStellarMassGasMetallicity/Pharo2023_O3O2.hdf5
+    - filename: GalaxyStellarMassGasMetallicity/Pharo2023_R23.hdf5
 
 stellar_mass_gas_sf_metallicity_lom_50:
   type: "scatter"
@@ -165,6 +183,12 @@ stellar_mass_gas_sf_metallicity_lom_50:
     - filename: GalaxyStellarMassGasMetallicity/Strom2022_OH.hdf5
     - filename: GalaxyStellarMassGasMetallicity/Curti2020.hdf5
     - filename: GalaxyStellarMassGasMetallicity/Lewis2023.hdf5
+    - filename: GalaxyStellarMassGasMetallicity/Sanders2021_z2.3.hdf5
+    - filename: GalaxyStellarMassGasMetallicity/Sanders2021_z3.3.hdf5
+    - filename: GalaxyStellarMassGasMetallicity/Pharo2023_Ne3O2.hdf5
+    - filename: GalaxyStellarMassGasMetallicity/Pharo2023_O3HB.hdf5
+    - filename: GalaxyStellarMassGasMetallicity/Pharo2023_O3O2.hdf5
+    - filename: GalaxyStellarMassGasMetallicity/Pharo2023_R23.hdf5
 
 stellar_mass_gas_sf_metallicity_total_lom_30:
   type: "scatter"
@@ -207,6 +231,12 @@ stellar_mass_gas_sf_metallicity_total_lom_30:
     - filename: GalaxyStellarMassGasMetallicity/Strom2022_OH.hdf5
     - filename: GalaxyStellarMassGasMetallicity/Curti2020.hdf5
     - filename: GalaxyStellarMassGasMetallicity/Lewis2023.hdf5
+    - filename: GalaxyStellarMassGasMetallicity/Sanders2021_z2.3.hdf5
+    - filename: GalaxyStellarMassGasMetallicity/Sanders2021_z3.3.hdf5
+    - filename: GalaxyStellarMassGasMetallicity/Pharo2023_Ne3O2.hdf5
+    - filename: GalaxyStellarMassGasMetallicity/Pharo2023_O3HB.hdf5
+    - filename: GalaxyStellarMassGasMetallicity/Pharo2023_O3O2.hdf5
+    - filename: GalaxyStellarMassGasMetallicity/Pharo2023_R23.hdf5
 
 stellar_mass_gas_sf_metallicity_total_lom_50:
   type: "scatter"
@@ -249,6 +279,12 @@ stellar_mass_gas_sf_metallicity_total_lom_50:
     - filename: GalaxyStellarMassGasMetallicity/Strom2022_OH.hdf5
     - filename: GalaxyStellarMassGasMetallicity/Curti2020.hdf5
     - filename: GalaxyStellarMassGasMetallicity/Lewis2023.hdf5
+    - filename: GalaxyStellarMassGasMetallicity/Sanders2021_z2.3.hdf5
+    - filename: GalaxyStellarMassGasMetallicity/Sanders2021_z3.3.hdf5
+    - filename: GalaxyStellarMassGasMetallicity/Pharo2023_Ne3O2.hdf5
+    - filename: GalaxyStellarMassGasMetallicity/Pharo2023_O3HB.hdf5
+    - filename: GalaxyStellarMassGasMetallicity/Pharo2023_O3O2.hdf5
+    - filename: GalaxyStellarMassGasMetallicity/Pharo2023_R23.hdf5
 
 stellar_mass_gas_sf_metallicity_mol_lowfloor_30:
   type: "scatter"
@@ -291,6 +327,12 @@ stellar_mass_gas_sf_metallicity_mol_lowfloor_30:
     - filename: GalaxyStellarMassGasMetallicity/Strom2022_OH.hdf5
     - filename: GalaxyStellarMassGasMetallicity/Curti2020.hdf5
     - filename: GalaxyStellarMassGasMetallicity/Lewis2023.hdf5
+    - filename: GalaxyStellarMassGasMetallicity/Sanders2021_z2.3.hdf5
+    - filename: GalaxyStellarMassGasMetallicity/Sanders2021_z3.3.hdf5
+    - filename: GalaxyStellarMassGasMetallicity/Pharo2023_Ne3O2.hdf5
+    - filename: GalaxyStellarMassGasMetallicity/Pharo2023_O3HB.hdf5
+    - filename: GalaxyStellarMassGasMetallicity/Pharo2023_O3O2.hdf5
+    - filename: GalaxyStellarMassGasMetallicity/Pharo2023_R23.hdf5
 
 stellar_mass_gas_sf_metallicity_mol_lowfloor_50:
   type: "scatter"
@@ -333,6 +375,12 @@ stellar_mass_gas_sf_metallicity_mol_lowfloor_50:
     - filename: GalaxyStellarMassGasMetallicity/Strom2022_OH.hdf5
     - filename: GalaxyStellarMassGasMetallicity/Curti2020.hdf5
     - filename: GalaxyStellarMassGasMetallicity/Lewis2023.hdf5
+    - filename: GalaxyStellarMassGasMetallicity/Sanders2021_z2.3.hdf5
+    - filename: GalaxyStellarMassGasMetallicity/Sanders2021_z3.3.hdf5
+    - filename: GalaxyStellarMassGasMetallicity/Pharo2023_Ne3O2.hdf5
+    - filename: GalaxyStellarMassGasMetallicity/Pharo2023_O3HB.hdf5
+    - filename: GalaxyStellarMassGasMetallicity/Pharo2023_O3O2.hdf5
+    - filename: GalaxyStellarMassGasMetallicity/Pharo2023_R23.hdf5
 
 stellar_mass_gas_sf_metallicity_mol_hifloor_30:
   type: "scatter"
@@ -375,6 +423,12 @@ stellar_mass_gas_sf_metallicity_mol_hifloor_30:
     - filename: GalaxyStellarMassGasMetallicity/Strom2022_OH.hdf5
     - filename: GalaxyStellarMassGasMetallicity/Curti2020.hdf5
     - filename: GalaxyStellarMassGasMetallicity/Lewis2023.hdf5
+    - filename: GalaxyStellarMassGasMetallicity/Sanders2021_z2.3.hdf5
+    - filename: GalaxyStellarMassGasMetallicity/Sanders2021_z3.3.hdf5
+    - filename: GalaxyStellarMassGasMetallicity/Pharo2023_Ne3O2.hdf5
+    - filename: GalaxyStellarMassGasMetallicity/Pharo2023_O3HB.hdf5
+    - filename: GalaxyStellarMassGasMetallicity/Pharo2023_O3O2.hdf5
+    - filename: GalaxyStellarMassGasMetallicity/Pharo2023_R23.hdf5
 
 stellar_mass_gas_sf_metallicity_mol_hifloor_50:
   type: "scatter"
@@ -417,6 +471,12 @@ stellar_mass_gas_sf_metallicity_mol_hifloor_50:
     - filename: GalaxyStellarMassGasMetallicity/Strom2022_OH.hdf5
     - filename: GalaxyStellarMassGasMetallicity/Curti2020.hdf5
     - filename: GalaxyStellarMassGasMetallicity/Lewis2023.hdf5
+    - filename: GalaxyStellarMassGasMetallicity/Sanders2021_z2.3.hdf5
+    - filename: GalaxyStellarMassGasMetallicity/Sanders2021_z3.3.hdf5
+    - filename: GalaxyStellarMassGasMetallicity/Pharo2023_Ne3O2.hdf5
+    - filename: GalaxyStellarMassGasMetallicity/Pharo2023_O3HB.hdf5
+    - filename: GalaxyStellarMassGasMetallicity/Pharo2023_O3O2.hdf5
+    - filename: GalaxyStellarMassGasMetallicity/Pharo2023_R23.hdf5
 
 stellar_mass_gas_sf_metallicity_lom_allgals_30:
   type: "scatter"
@@ -457,6 +517,12 @@ stellar_mass_gas_sf_metallicity_lom_allgals_30:
     - filename: GalaxyStellarMassGasMetallicity/Fraser-McKelvie_2021.hdf5
     - filename: GalaxyStellarMassGasMetallicity/FIREbox.hdf5
     - filename: GalaxyStellarMassGasMetallicity/Strom2022_OH.hdf5
+    - filename: GalaxyStellarMassGasMetallicity/Sanders2021_z2.3.hdf5
+    - filename: GalaxyStellarMassGasMetallicity/Sanders2021_z3.3.hdf5
+    - filename: GalaxyStellarMassGasMetallicity/Pharo2023_Ne3O2.hdf5
+    - filename: GalaxyStellarMassGasMetallicity/Pharo2023_O3HB.hdf5
+    - filename: GalaxyStellarMassGasMetallicity/Pharo2023_O3O2.hdf5
+    - filename: GalaxyStellarMassGasMetallicity/Pharo2023_R23.hdf5
 
 stellar_mass_gas_sf_metallicity_lom_allgals_50:
   type: "scatter"
@@ -497,6 +563,12 @@ stellar_mass_gas_sf_metallicity_lom_allgals_50:
     - filename: GalaxyStellarMassGasMetallicity/Fraser-McKelvie_2021.hdf5
     - filename: GalaxyStellarMassGasMetallicity/FIREbox.hdf5
     - filename: GalaxyStellarMassGasMetallicity/Strom2022_OH.hdf5
+    - filename: GalaxyStellarMassGasMetallicity/Sanders2021_z2.3.hdf5
+    - filename: GalaxyStellarMassGasMetallicity/Sanders2021_z3.3.hdf5
+    - filename: GalaxyStellarMassGasMetallicity/Pharo2023_Ne3O2.hdf5
+    - filename: GalaxyStellarMassGasMetallicity/Pharo2023_O3HB.hdf5
+    - filename: GalaxyStellarMassGasMetallicity/Pharo2023_O3O2.hdf5
+    - filename: GalaxyStellarMassGasMetallicity/Pharo2023_R23.hdf5
 
 
 stellar_mass_gas_nitrogen_over_total_oxygen_lom_50_kpc:
@@ -907,6 +979,7 @@ stellar_mass_star_metallicity_50:
     - filename: GalaxyStellarMassStellarMetallicity/Zahid2017_Data.hdf5
     - filename: GalaxyStellarMassStellarMetallicity/Kudritzki2016_Data.hdf5
     - filename: GalaxyStellarMassStellarMetallicity/Yates2021_Data.hdf5
+    - filename: GalaxyStellarMassStellarMetallicity/Chartab2023.hdf5
 
 
 stellar_mass_star_metallicity_30:
@@ -950,6 +1023,7 @@ stellar_mass_star_metallicity_30:
     - filename: GalaxyStellarMassStellarMetallicity/Zahid2017_Data.hdf5
     - filename: GalaxyStellarMassStellarMetallicity/Kudritzki2016_Data.hdf5
     - filename: GalaxyStellarMassStellarMetallicity/Yates2021_Data.hdf5
+    - filename: GalaxyStellarMassStellarMetallicity/Chartab2023.hdf5
 
 
 stellar_mass_star_fe_over_h_lom_50:
@@ -993,6 +1067,7 @@ stellar_mass_star_fe_over_h_lom_50:
     - filename: GalaxyStellarMassStellarMetallicity/FIREbox.hdf5
     - filename: GalaxyStellarMassStellarMetallicity/Strom2022_FeH.hdf5
     - filename: GalaxyStellarMassStellarMetallicity/Yates2021_Data.hdf5
+    - filename: GalaxyStellarMassStellarMetallicity/Chartab2023.hdf5
 
 
 stellar_mass_star_fe_snia_over_h_lom_50:
@@ -1035,6 +1110,7 @@ stellar_mass_star_fe_snia_over_h_lom_50:
     - filename: GalaxyStellarMassStellarMetallicity/Fraser-McKelvie_2021.hdf5
     - filename: GalaxyStellarMassStellarMetallicity/FIREbox.hdf5
     - filename: GalaxyStellarMassStellarMetallicity/Strom2022_FeH.hdf5
+    - filename: GalaxyStellarMassStellarMetallicity/Chartab2023.hdf5
 
 
 stellar_mass_star_fe_over_h_mol_lofloor_50:
@@ -1077,6 +1153,7 @@ stellar_mass_star_fe_over_h_mol_lofloor_50:
     - filename: GalaxyStellarMassStellarMetallicity/Fraser-McKelvie_2021.hdf5
     - filename: GalaxyStellarMassStellarMetallicity/FIREbox.hdf5
     - filename: GalaxyStellarMassStellarMetallicity/Strom2022_FeH.hdf5
+    - filename: GalaxyStellarMassStellarMetallicity/Chartab2023.hdf5
 
 
 stellar_mass_star_fe_over_h_mol_hifloor_50:
@@ -1119,6 +1196,7 @@ stellar_mass_star_fe_over_h_mol_hifloor_50:
     - filename: GalaxyStellarMassStellarMetallicity/Fraser-McKelvie_2021.hdf5
     - filename: GalaxyStellarMassStellarMetallicity/FIREbox.hdf5
     - filename: GalaxyStellarMassStellarMetallicity/Strom2022_FeH.hdf5
+    - filename: GalaxyStellarMassStellarMetallicity/Chartab2023.hdf5
 
 
 stellar_mass_star_mg_over_fe_50:
diff --git a/observational_data b/observational_data
index 58ae6627..28a17cda 160000
--- a/observational_data
+++ b/observational_data
@@ -1 +1 @@
-Subproject commit 58ae66274d7a2dab07e700d3d55536d8e08915c5
+Subproject commit 28a17cdab54a417090710a17962c33ac00d7fefb