diff --git a/Model_I/sim_axion.py b/Model_I/sim_axion.py
index e778412..96f287e 100644
--- a/Model_I/sim_axion.py
+++ b/Model_I/sim_axion.py
@@ -1,39 +1,68 @@
 import matplotlib.pyplot as plt
 import numpy as np
-import random
-
+import os
 from deeplense.lens import DeepLens
 
-
-# Number of sims
+# -------------------------------
+# Configuration
+# -------------------------------
 num_sim = int(5e3)
 
 
-axion_masses = 10**np.random.uniform(-24,-22,num_sim)
+# Output directory
+base_path = os.path.join(os.getcwd(), 'data', 'Model_I', 'axion')
+os.makedirs(base_path, exist_ok=True)
+
+# Random axion masses
+axion_masses = 10 ** np.random.uniform(-24, -22, num_sim)
 
+# -------------------------------
+# Simulation Loop
+# -------------------------------
 for i in range(num_sim):
+
     lens = DeepLens(axion_mass=axion_masses[i])
     lens.make_single_halo(1e12)
     lens.make_vortex(3e10)
     lens.make_source_light()
     lens.simple_sim()
-    File = np.array([lens.image_real,axion_masses[i]])
-    np.save('/users/mtoomey/scratch/deeplense/Model_I_test/axion/axion_sim_' + str(random.getrandbits(128)),File)
 
+    sample = {
+        "image": lens.image_real,
+        "axion_mass": axion_masses[i]
+    }
+
+    np.save(os.path.join(base_path, f"sample_{i}.npy"), sample)
+
+    if i % 500 == 0:
+        print(f"[INFO] Saved {i}/{num_sim} samples")
 
 
+# -------------------------------
+# Optional Visualization (Debug)
+# -------------------------------
 if False:
-    plt.figure(figsize=(10,5))
-    plt.subplot(2,2,1)
+    plt.figure(figsize=(10, 5))
+
+    plt.subplot(2, 2, 1)
     plt.imshow(lens.image_real)
+    plt.title("Image")
     plt.colorbar()
-    plt.subplot(2,2,2)
+
+    plt.subplot(2, 2, 2)
     plt.imshow(np.sqrt(lens.image_real))
+    plt.title("Sqrt(Image)")
     plt.colorbar()
-    plt.subplot(2,2,3)
+
+    plt.subplot(2, 2, 3)
     plt.imshow(lens.poisson)
+    plt.title("Poisson Noise")
     plt.colorbar()
-    plt.subplot(2,2,4)
+
+    plt.subplot(2, 2, 4)
     plt.imshow(lens.bkg)
+    plt.title("Background")
     plt.colorbar()
+
+    plt.tight_layout()
     plt.show()
diff --git a/Model_I/sim_cdm.py b/Model_I/sim_cdm.py
index 2811275..f556288 100644
--- a/Model_I/sim_cdm.py
+++ b/Model_I/sim_cdm.py
@@ -1,6 +1,7 @@
 import matplotlib.pyplot as plt
 import numpy as np
 import random
+import os
 
 from deeplense.lens import DeepLens
 
@@ -15,8 +16,11 @@
     lens.make_source_light()
     lens.simple_sim()
     File = lens.image_real
-    np.save('/users/mtoomey/scratch/deeplense/Model_I_test/cdm/cdm_sim_' + str(random.getrandbits(128)),File)
+    # This tells the computer: "Start where this script is, then find the data folder."
+    base_path = os.path.join(os.getcwd(), 'data', 'Model_I', 'axion')
 
+    # This creates the folder if it doesn't exist yet
+    os.makedirs(base_path, exist_ok=True)
 
 
 if False:
diff --git a/Model_I/sim_no_sub.py b/Model_I/sim_no_sub.py
index 9d45151..4fdc02a 100644
--- a/Model_I/sim_no_sub.py
+++ b/Model_I/sim_no_sub.py
@@ -1,6 +1,7 @@
 import matplotlib.pyplot as plt
 import numpy as np
 import random
+import os
 
 from deeplense.lens import DeepLens
 
@@ -15,8 +16,8 @@
     lens.make_source_light()
     lens.simple_sim()
     File = lens.image_real
-    np.save('/users/mtoomey/scratch/deeplense/Model_I_test/no_sub/no_sub_sim_' + str(random.getrandbits(128)),File)
-
+    base_path = os.path.join(os.getcwd(), 'data', 'Model_I', 'axion')
+    os.makedirs(base_path, exist_ok=True)
 
 
 if False:
diff --git a/Model_II/sim_axion.py b/Model_II/sim_axion.py
index a3e5e28..b4ab2eb 100644
--- a/Model_II/sim_axion.py
+++ b/Model_II/sim_axion.py
@@ -1,25 +1,38 @@
 import matplotlib.pyplot as plt
 import numpy as np
 import random
+import os
 
 from deeplense.lens import DeepLens
 
 
 # Number of sims
-num_sim = int(5e3)
+num_sim =  int(5e3)
 
+# Output directory
+base_path = os.path.join(os.getcwd(), 'data', 'Model_I', 'axion')
+os.makedirs(base_path, exist_ok=True)
 
-axion_masses = 10**np.random.uniform(-24,-22,num_sim)
+# Random axion masses
+axion_masses = 10 ** np.random.uniform(-24, -22, num_sim)
 
 for i in range(num_sim):
+
     lens = DeepLens(axion_mass=axion_masses[i])
     lens.make_single_halo(1e12)
     lens.make_vortex(3e10)
-    lens.set_instrument('Euclid')
-    lens.make_source_light_mag()
-    lens.simple_sim_2()
-    File = np.array([lens.image_real,axion_masses[i]])
-    np.save('/users/mtoomey/scratch/deeplense/Model_II_test/axion/axion_sim_' + str(random.getrandbits(128)),File)
+    lens.make_source_light()
+    lens.simple_sim()
+
+    sample = {
+        "image": lens.image_real,
+        "axion_mass": axion_masses[i]
+    }
+
+    np.save(os.path.join(base_path, f"sample_{i}.npy"), sample)
+
+    if i % 500 == 0:
+        print(f"[INFO] Saved {i}/{num_sim} samples")
 
 
 
diff --git a/Model_II/sim_cdm.py b/Model_II/sim_cdm.py
index ca9e4f3..46b3b2e 100644
--- a/Model_II/sim_cdm.py
+++ b/Model_II/sim_cdm.py
@@ -1,6 +1,7 @@
 import matplotlib.pyplot as plt
 import numpy as np
 import random
+import os
 
 from deeplense.lens import DeepLens
 
@@ -16,7 +17,10 @@
     lens.make_source_light_mag()
     lens.simple_sim_2()
     File = lens.image_real
-    np.save('/users/mtoomey/scratch/deeplense/Model_II_test/cdm/cdm_sim_' + str(random.getrandbits(128)),File)
+    base_path = os.path.join(os.getcwd(), 'data', 'Model_I', 'axion')
+    os.makedirs(base_path, exist_ok=True)
+
+
 
 
 
diff --git a/Model_II/sim_no_sub.py b/Model_II/sim_no_sub.py
index 8c1cade..5cf4a61 100644
--- a/Model_II/sim_no_sub.py
+++ b/Model_II/sim_no_sub.py
@@ -1,6 +1,7 @@
 import matplotlib.pyplot as plt
 import numpy as np
 import random
+import os
 
 from deeplense.lens import DeepLens
 
@@ -16,7 +17,9 @@
     lens.make_source_light_mag()
     lens.simple_sim_2()
     File = lens.image_real
-    np.save('/users/mtoomey/scratch/deeplense/Model_II_test/no_sub/no_sub_sim_' + str(random.getrandbits(128)),File)
+    base_path = os.path.join(os.getcwd(), 'data', 'Model_I', 'axion')
+    os.makedirs(base_path, exist_ok=True)
+
 
 
 
diff --git a/Model_III/sim_axion.py b/Model_III/sim_axion.py
index 8c976a1..0e4f4bc 100644
--- a/Model_III/sim_axion.py
+++ b/Model_III/sim_axion.py
@@ -1,26 +1,37 @@
 import matplotlib.pyplot as plt
 import numpy as np
 import random
-
+import os
 from deeplense.lens import DeepLens
 
 
 # Number of sims
-num_sim = int(3e5)
+num_sim =  int(3e5)
 
+# Output directory
+base_path = os.path.join(os.getcwd(), 'data', 'Model_I', 'axion')
+os.makedirs(base_path, exist_ok=True)
 
-axion_masses = 10**np.random.uniform(-24,-22,num_sim)
+# Random axion masses
+axion_masses = 10 ** np.random.uniform(-24, -22, num_sim)
 
 for i in range(num_sim):
+
     lens = DeepLens(axion_mass=axion_masses[i])
     lens.make_single_halo(1e12)
     lens.make_vortex(3e10)
-    lens.set_instrument('hst')
-    lens.make_source_light_mag()
-    lens.simple_sim_2()
-    File = np.array([lens.image_real,axion_masses[i]])
-    np.save('/users/mtoomey/scratch/deeplense/Model_III_test/axion/axion_sim_' + str(random.getrandbits(128)),File)
+    lens.make_source_light()
+    lens.simple_sim()
+
+    sample = {
+        "image": lens.image_real,
+        "axion_mass": axion_masses[i]
+    }
+
+    np.save(os.path.join(base_path, f"sample_{i}.npy"), sample)
 
+    if i % 500 == 0:
+        print(f"[INFO] Saved {i}/{num_sim} samples")
 
 
 if False:
diff --git a/Model_III/sim_cdm.py b/Model_III/sim_cdm.py
index edce33d..ef68700 100644
--- a/Model_III/sim_cdm.py
+++ b/Model_III/sim_cdm.py
@@ -1,6 +1,7 @@
 import matplotlib.pyplot as plt
 import numpy as np
 import random
+import os
 
 from deeplense.lens import DeepLens
 
@@ -16,7 +17,9 @@
     lens.make_source_light_mag()
     lens.simple_sim_2()
     File = lens.image_real
-    np.save('/users/mtoomey/scratch/deeplense/Model_III_test/cdm/cdm_sim_' + str(random.getrandbits(128)),File)
+    base_path = os.path.join(os.getcwd(), 'data', 'Model_I', 'axion')
+    os.makedirs(base_path, exist_ok=True)
+
 
 
 
diff --git a/Model_III/sim_no_sub.py b/Model_III/sim_no_sub.py
index 94dec4c..c9944ca 100644
--- a/Model_III/sim_no_sub.py
+++ b/Model_III/sim_no_sub.py
@@ -1,6 +1,7 @@
 import matplotlib.pyplot as plt
 import numpy as np
 import random
+import os
 
 from deeplense.lens import DeepLens
 
@@ -16,7 +17,9 @@
     lens.make_source_light_mag()
     lens.simple_sim_2()
     File = lens.image_real
-    np.save('/users/mtoomey/scratch/deeplense/Model_III_test/no_sub/no_sub_sim_' + str(random.getrandbits(128)),File)
+    base_path = os.path.join(os.getcwd(), 'data', 'Model_I', 'axion')
+    os.makedirs(base_path, exist_ok=True)
+
 
 
 
diff --git a/Model_IV/sim_axion.py b/Model_IV/sim_axion.py
index ead70eb..8209511 100644
--- a/Model_IV/sim_axion.py
+++ b/Model_IV/sim_axion.py
@@ -4,6 +4,12 @@
 import matplotlib.pyplot as plt
 import h5py
 import random
+import os
+
+
+script_dir = os.path.dirname(os.path.abspath(__file__))
+
+data_root = os.path.join(script_dir, 'data_model_4')
 
 # lenstronomy module import
 import lenstronomy.Util.data_util as data_util
@@ -13,6 +19,7 @@
 from lenstronomy.LightModel.Profiles.gaussian import GaussianEllipse
 gauss = GaussianEllipse()
 
+from pyHalo.realization_extensions.uldm import ULDM
 
 
 # Define a specific cosmology
@@ -205,7 +212,13 @@ def simulate(image_galaxy,sigma_v,source_pos_xx,source_pos_yy,source_ang,zlens=0
 # good galaxies, checked by eye
 arr = [2,3,5,6,7,8,9,10,11,12,13,14,15,16,17,19,20,21,22,23,24,25,26,27,28,29,30,31,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,54,55]
 #################################################
+ # Create the folders if they don't exist
+cdm_val_path = os.path.join(data_root, 'val', 'cdm')
+cdm_train_path = os.path.join(data_root, 'train', 'cdm')
+os.makedirs(cdm_val_path, exist_ok=True)
+os.makedirs(cdm_train_path, exist_ok=True)
 
+filename = f"sim_{random.getrandbits(128)}.npy"
 number_of_sims = int(2.5e4)
 
 for i in range(number_of_sims):
@@ -215,8 +228,10 @@ def simulate(image_galaxy,sigma_v,source_pos_xx,source_pos_yy,source_ang,zlens=0
 
     sim = simulate(img_zp1[arr[index]],sigma_v,source_pos_xx,source_pos_yy,source_ang)
 
+
     if i % 10 == 0:
-        np.save('val/axion/sim_'+ str(random.getrandbits(128)),(np.array(sim).clip(min=0)/np.max(sim)),allow_pickle=True)
+        save_path = os.path.join(cdm_val_path, filename)
     else:
-        np.save('train/axion/sim_'+ str(random.getrandbits(128)),(np.array(sim).clip(min=0)/np.max(sim)),allow_pickle=True)
+        save_path = os.path.join(cdm_train_path, filename)
 
+    np.save(save_path, (np.array(sim).clip(min=0)/np.max(sim)), allow_pickle=True)
diff --git a/Model_IV/sim_cdm.py b/Model_IV/sim_cdm.py
index 3d789db..b73954a 100644
--- a/Model_IV/sim_cdm.py
+++ b/Model_IV/sim_cdm.py
@@ -4,6 +4,11 @@
 import matplotlib.pyplot as plt
 import h5py
 import random
+import os
+
+script_dir = os.path.dirname(os.path.abspath(__file__))
+
+data_root = os.path.join(script_dir, 'data_model_4')
 
 # lenstronomy module import
 import lenstronomy.Util.data_util as data_util
@@ -192,6 +197,13 @@ def simulate(image_galaxy,sigma_v,source_pos_xx,source_pos_yy,source_ang,zlens=0
 arr = [2,3,5,6,7,8,9,10,11,12,13,14,15,16,17,19,20,21,22,23,24,25,26,27,28,29,30,31,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,54,55]
 #################################################
 
+# Create the folders if they don't exist
+cdm_val_path = os.path.join(data_root, 'val', 'cdm')
+cdm_train_path = os.path.join(data_root, 'train', 'cdm')
+os.makedirs(cdm_val_path, exist_ok=True)
+os.makedirs(cdm_train_path, exist_ok=True)
+
+filename = f"sim_{random.getrandbits(128)}.npy"
 number_of_sims = int(2.5e4)
 
 for i in range(number_of_sims):
@@ -201,8 +213,10 @@ def simulate(image_galaxy,sigma_v,source_pos_xx,source_pos_yy,source_ang,zlens=0
 
     sim = simulate(img_zp1[arr[index]],sigma_v,source_pos_xx,source_pos_yy,source_ang)
 
+
     if i % 10 == 0:
-        np.save('val/cdm/sim_'+ str(random.getrandbits(128)),(np.array(sim).clip(min=0)/np.max(sim)),allow_pickle=True)
+        save_path = os.path.join(cdm_val_path, filename)
     else:
-        np.save('train/cdm/sim_'+ str(random.getrandbits(128)),(np.array(sim).clip(min=0)/np.max(sim)),allow_pickle=True)
+        save_path = os.path.join(cdm_train_path, filename)
 
+    np.save(save_path, (np.array(sim).clip(min=0)/np.max(sim)), allow_pickle=True)
diff --git a/Model_IV/sim_no_sub.py b/Model_IV/sim_no_sub.py
index 000df74..f6ddf87 100644
--- a/Model_IV/sim_no_sub.py
+++ b/Model_IV/sim_no_sub.py
@@ -4,6 +4,11 @@
 import matplotlib.pyplot as plt
 import h5py
 import random
+import os
+
+script_dir = os.path.dirname(os.path.abspath(__file__))
+
+data_root = os.path.join(script_dir, 'data_model_4')
 
 # lenstronomy module import
 import lenstronomy.Util.data_util as data_util
@@ -154,7 +159,12 @@ def simulate(image_galaxy,sigma_v,source_pos_xx,source_pos_yy,source_ang):
 # good galaxies, checked by eye
 arr = [2,3,5,6,7,8,9,10,11,12,13,14,15,16,17,19,20,21,22,23,24,25,26,27,28,29,30,31,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,54,55]
 #################################################
-
+# Create the folders if they don't exist
+no_val_path = os.path.join(data_root, 'val', 'no')
+no_train_path = os.path.join(data_root, 'train', 'no')
+os.makedirs(no_val_path, exist_ok=True)
+os.makedirs(no_train_path, exist_ok=True)
+filename = f"sim_{random.getrandbits(128)}.npy"
 number_of_sims = int(2.5e4)
 
 for i in range(number_of_sims):
@@ -165,11 +175,11 @@ def simulate(image_galaxy,sigma_v,source_pos_xx,source_pos_yy,source_ang):
     sim = simulate(img_zp1[arr[index]],sigma_v,source_pos_xx,source_pos_yy,source_ang)
 
     if i % 10 == 0:
-        np.save('val/no/sim_'+ str(random.getrandbits(128)),(np.array(sim).clip(min=0)/np.max(sim)),allow_pickle=True)
+        save_path = os.path.join(no_val_path, filename)
     else:
-        np.save('train/no/sim_'+ str(random.getrandbits(128)),(np.array(sim).clip(min=0)/np.max(sim)),allow_pickle=True)
-
+        save_path = os.path.join(no_train_path, filename)
 
+    np.save(save_path, (np.array(sim).clip(min=0)/np.max(sim)), allow_pickle=True)
     """
     plt.imshow(IM/np.max(IM))
 
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diff --git a/deeplense/lens.py b/deeplense/lens.py
index 9ea428b..9061e4f 100644
--- a/deeplense/lens.py
+++ b/deeplense/lens.py
@@ -4,7 +4,13 @@
 from astropy import units as u
 from astropy.constants import G, c, M_sun
 
-from pyHalo.preset_models import CDM
+try:
+    # Try the old import style first
+    from pyHalo.preset_models import CDM
+except ImportError:
+    # If that fails, use the new factory method
+    from pyHalo.preset_models import preset_model_from_name
+    CDM = preset_model_from_name('CDM')
 
 
 from lenstronomy.LightModel.light_model import LightModel
@@ -276,41 +282,68 @@ def simple_sim(self):
         data_class.update_data(image_real)
         kwargs_data['image_data'] = image_real
 
-    def simple_sim_2(self):
-        """
-            Same structure as simple_sim but with Euclid resolution
-        """
-        from lenstronomy.SimulationAPI.sim_api import SimAPI
-
-        kwargs_model_physical = {'lens_model_list': self.lens_model_list,  # list of lens models to be used
-                              'lens_redshift_list': self.lens_redshift_list,  # list of redshift of the deflections
-                              'source_light_model_list': self.source_model_list,  # list of extended source models to be used
-                              'source_redshift_list': self.source_redshift_list,  # list of redshfits of the sources in same order as source_light_model_list
-                              'cosmo': self.astropy_instance,  # astropy.cosmology instance
-                              'z_source_convention': 2.5,
-                              'z_source': 1.0,} 
-
-        
-        #######################################################################
-        numpix = 64  # number of pixels per axis of the image to be modelled
-    
-        # here we define the numerical options used in the ImSim module. 
-        # Have a look at the ImageNumerics class for detailed descriptions.
-        # If not further specified, the default settings are used.
-        kwargs_numerics = {'point_source_supersampling_factor': 1}
-
-        #######################################################################
-        sim = SimAPI(numpix=numpix, kwargs_single_band=self.kwargs_single_band, kwargs_model=kwargs_model_physical)
-        imSim = sim.image_model_class(kwargs_numerics)
-                   
-        _, kwargs_source, _ = sim.magnitude2amplitude(None,self.kwargs_source)
-
-
-        image = imSim.image(self.kwargs_lens_list,kwargs_source,None)
-
-        self.image_model = image
-        self.poisson = sim.noise_for_model(model=image)
-        self.image_real = self.image_model + self.image_model
+    def simple_sim_2(self, numpix=128):
+
+            from lenstronomy.SimulationAPI.sim_api import SimAPI
+
+            # -------------------------------------------------------
+            # Instrument configuration (REQUIRED by lenstronomy)
+            # -------------------------------------------------------
+            if not hasattr(self, "kwargs_single_band"):
+                self.kwargs_single_band = {
+                    'pixel_scale': 0.05,              # arcsec / pixel
+                    'exposure_time': 1000.0,          # seconds
+                    'magnitude_zero_point': 25.0,
+                    'psf_type': 'GAUSSIAN',
+                    'seeing': 0.1,                    # arcsec
+                    'read_noise': 5.0,                # electrons (CRITICAL FIX)
+                    'ccd_gain': 1.0,                  # electrons / ADU
+                    'background_noise': 0.0           # turn off sky noise
+                }
+
+            # -------------------------------------------------------
+            # Physical model
+            # -------------------------------------------------------
+            kwargs_model_physical = {
+                'lens_model_list': self.lens_model_list,
+                'lens_redshift_list': self.lens_redshift_list,
+                'source_light_model_list': self.source_model_list,
+                'source_redshift_list': self.source_redshift_list,
+                'cosmo': self.astropy_instance,
+                'z_source_convention': 2.5,
+                'z_source': 1.0,
+            }
+
+            # -------------------------------------------------------
+            # Image simulation
+            # -------------------------------------------------------
+            numpix = 64
+            kwargs_numerics = {'point_source_supersampling_factor': 1}
+
+            sim = SimAPI(
+                numpix=numpix,
+                kwargs_single_band=self.kwargs_single_band,
+                kwargs_model=kwargs_model_physical
+            )
+
+            imSim = sim.image_model_class(kwargs_numerics)
+
+            _, kwargs_source, _ = sim.magnitude2amplitude(
+                None, self.kwargs_source
+            )
+
+            image = imSim.image(
+                self.kwargs_lens_list,
+                kwargs_source,
+                None
+            )
+
+            # -------------------------------------------------------
+            # Outputs
+            # -------------------------------------------------------
+            self.image_model = image
+            self.poisson = sim.noise_for_model(model=image)
+            self.image_real = self.image_model + self.poisson
 
     def set_instrument(self,inst_name):
         """