diff --git a/docs/_static/mnist_data/mnist1.csv b/docs/_static/mnist_data/mnist1.csv
new file mode 100644
index 00000000..299f18c7
--- /dev/null
+++ b/docs/_static/mnist_data/mnist1.csv
@@ -0,0 +1,501 @@
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diff --git a/docs/_static/mnist_data/mnist1_binary.csv b/docs/_static/mnist_data/mnist1_binary.csv
new file mode 100644
index 00000000..ec891ca7
--- /dev/null
+++ b/docs/_static/mnist_data/mnist1_binary.csv
@@ -0,0 +1,501 @@
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diff --git a/docs/_static/mnist_data/mnist1_regression.csv b/docs/_static/mnist_data/mnist1_regression.csv
new file mode 100644
index 00000000..a566d09b
--- /dev/null
+++ b/docs/_static/mnist_data/mnist1_regression.csv
@@ -0,0 +1,501 @@
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diff --git a/docs/_static/mnist_data/mnist1_regression_test.csv b/docs/_static/mnist_data/mnist1_regression_test.csv
new file mode 100644
index 00000000..1ada92c4
--- /dev/null
+++ b/docs/_static/mnist_data/mnist1_regression_test.csv
@@ -0,0 +1,101 @@
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diff --git a/docs/_static/mnist_data/mnist2.csv b/docs/_static/mnist_data/mnist2.csv
new file mode 100644
index 00000000..60ee6ead
--- /dev/null
+++ b/docs/_static/mnist_data/mnist2.csv
@@ -0,0 +1,501 @@
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diff --git a/docs/_static/mnist_data/mnist2_binary.csv b/docs/_static/mnist_data/mnist2_binary.csv
new file mode 100644
index 00000000..8f63ac46
--- /dev/null
+++ b/docs/_static/mnist_data/mnist2_binary.csv
@@ -0,0 +1,501 @@
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diff --git a/docs/_static/mnist_data/mnist2_regression.csv b/docs/_static/mnist_data/mnist2_regression.csv
new file mode 100644
index 00000000..8db8818f
--- /dev/null
+++ b/docs/_static/mnist_data/mnist2_regression.csv
@@ -0,0 +1,501 @@
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diff --git a/docs/_static/mnist_data/mnist2_regression_test.csv b/docs/_static/mnist_data/mnist2_regression_test.csv
new file mode 100644
index 00000000..8c2f8988
--- /dev/null
+++ b/docs/_static/mnist_data/mnist2_regression_test.csv
@@ -0,0 +1,101 @@
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+9998,255,255,255,255,255,255,255,255,255,250,42,1,1,1,1,6,164,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,211,103,54,1,1,1,120,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,230,18,149,255,255,255,223,55,1,0,205,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,132,4,74,255,255,255,242,99,1,1,129,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,1,1,199,255,255,255,170,1,1,1,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,57,1,106,201,255,255,195,4,1,1,226,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,166,7,1,35,148,107,19,2,7,84,248,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,116,6,1,1,1,1,6,82,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,158,61,1,1,1,121,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,252,158,152,218,254,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,4.913316578839782
+9999,255,255,255,255,255,255,222,38,2,2,123,191,255,255,237,212,98,84,2,2,2,2,2,95,253,255,255,255,255,255,255,255,255,252,89,2,2,13,206,238,206,97,45,1,2,2,2,2,2,2,2,2,244,255,255,255,255,255,255,255,255,245,28,2,2,48,240,83,2,2,2,1,8,54,2,45,45,2,2,80,251,255,255,255,255,255,255,255,255,245,27,2,2,31,168,13,2,2,71,195,201,246,195,220,73,2,2,203,255,255,255,255,255,255,255,255,255,242,2,2,2,2,24,2,2,2,162,169,169,169,146,38,2,2,121,250,255,255,255,255,255,255,255,255,255,253,140,2,2,2,2,2,2,2,2,1,2,2,2,2,2,121,250,255,255,255,255,255,255,255,255,255,255,255,252,89,2,2,2,2,2,2,2,1,2,2,2,80,203,250,255,255,255,255,255,255,255,255,255,255,255,255,255,248,220,123,30,2,2,2,60,123,123,123,145,251,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,255,5.849317204650931
diff --git a/docs/conf.py b/docs/conf.py
index 4c4845a3..409da384 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -23,6 +23,7 @@
 warnings.filterwarnings(
     "ignore", message="Checkpoint directory.*exists and is not empty."
 )
+warnings.filterwarnings("ignore", ".*samples in targets.*")
 
 project = "fusilli"
 copyright = "2023, Florence J Townend"
diff --git a/docs/examples/__init__.py b/docs/examples/__init__.py
index 724e5ea4..e69de29b 100644
--- a/docs/examples/__init__.py
+++ b/docs/examples/__init__.py
@@ -1,90 +0,0 @@
-import pandas as pd
-from sklearn.datasets import make_classification, make_regression
-
-
-def generate_sklearn_simulated_data(
-        prediction_task, num_samples, num_tab1_features, num_tab2_features, external=False
-):
-    """
-    Generate simulated data for all modalities, adds a prediction label and returns the params dictionary
-
-    Parameters
-    ----------
-    prediction_task : str
-        The type of prediction to be performed. This is either ``regression``, ``binary``, or ``classification``.
-    num_samples : int
-        Number of samples to generate
-    num_tab1_features : int
-        Number of features to generate for tabular1 data
-    num_tab2_features : int
-        Number of features to generate for tabular2 data
-
-    Returns
-    -------
-    params : dict
-        Dictionary of parameters with the paths to the simulated data added
-    """
-    if external:
-        tabular1_path = "../../../fusilli/utils/simulated_data/external_tabular1data.csv"
-        tabular2_path = "../../../fusilli/utils/simulated_data/external_tabular2data.csv"
-    else:
-        tabular1_path = "../../../fusilli/utils/simulated_data/tabular1data.csv"
-        tabular2_path = "../../../fusilli/utils/simulated_data/tabular2data.csv"
-
-    if prediction_task == "binary":
-        # Creating a simulated feature matrix and output vector with 100 samples
-        all_tab_features, labels = make_classification(
-            n_samples=num_samples,
-            n_features=num_tab1_features + num_tab2_features,  # taking  features
-            n_informative=(num_tab1_features + num_tab2_features)
-                          // 3,  # features that predict the output's classes
-            n_classes=2,  # three output classes
-            weights=None,  # equal number of samples per class)
-            flip_y=0.1,  # flip 10% of the labels
-        )
-    elif prediction_task == "multiclass":
-        num_classes = 3
-        all_tab_features, labels = make_classification(
-            n_samples=num_samples,
-            n_features=num_tab1_features + num_tab2_features,  # taking  features
-            n_informative=(num_tab1_features + num_tab2_features)
-                          // 2,  # features that predict the output's classes
-            n_classes=num_classes,  # three output classes
-            weights=None,  # equal number of samples per class)
-            flip_y=0.1,  # flip 10% of the labels
-        )
-    elif prediction_task == "regression":
-        all_tab_features, labels = make_regression(
-            n_samples=num_samples,
-            n_features=num_tab1_features + num_tab2_features,  # taking  features
-            n_informative=(num_tab1_features + num_tab2_features)
-                          // 2,  # features that predict the output's classes
-            noise=3,
-            effective_rank=3,
-        )
-    else:
-        raise ValueError(
-            f"pred_type must be one of 'binary', 'multiclass' or 'regression', not {prediction_task}"
-        )
-
-    tabular1_data = pd.DataFrame()
-    tabular1_data["ID"] = [f"{i}" for i in range(num_samples)]
-    for i in range(num_tab1_features):
-        feature_name = f"feature{i + 1}"
-        tabular1_data[feature_name] = all_tab_features[:, i]
-    tabular1_data.set_index("ID", inplace=True)
-    tabular1_data["prediction_label"] = labels
-
-    tabular2_data = pd.DataFrame()
-    tabular2_data["ID"] = [f"{i}" for i in range(num_samples)]
-    for i in range(num_tab2_features):
-        feature_name = f"feature{i + 1}"
-        tabular2_data[feature_name] = all_tab_features[:, num_tab1_features + i]
-    tabular2_data.set_index("ID", inplace=True)
-    tabular2_data["prediction_label"] = labels
-
-    # save to csv and pt
-    tabular1_data.to_csv(tabular1_path)
-    tabular2_data.to_csv(tabular2_path)
-
-    return tabular1_path, tabular2_path
diff --git a/docs/examples/customising_behaviour/loss_figures/losses/AttentionWeightedGNN.png b/docs/examples/customising_behaviour/loss_figures/losses/AttentionWeightedGNN.png
new file mode 100644
index 00000000..172cae2a
Binary files /dev/null and b/docs/examples/customising_behaviour/loss_figures/losses/AttentionWeightedGNN.png differ
diff --git a/docs/examples/customising_behaviour/loss_figures/losses/ConcatTabularFeatureMaps.png b/docs/examples/customising_behaviour/loss_figures/losses/ConcatTabularFeatureMaps.png
new file mode 100644
index 00000000..24943ae2
Binary files /dev/null and b/docs/examples/customising_behaviour/loss_figures/losses/ConcatTabularFeatureMaps.png differ
diff --git a/docs/examples/customising_behaviour/loss_logs/modify_layers/AttentionWeightedGNN/hparams.yaml b/docs/examples/customising_behaviour/loss_logs/modify_layers/AttentionWeightedGNN/hparams.yaml
new file mode 100644
index 00000000..0967ef42
--- /dev/null
+++ b/docs/examples/customising_behaviour/loss_logs/modify_layers/AttentionWeightedGNN/hparams.yaml
@@ -0,0 +1 @@
+{}
diff --git a/docs/examples/customising_behaviour/loss_logs/modify_layers/AttentionWeightedGNN/metrics.csv b/docs/examples/customising_behaviour/loss_logs/modify_layers/AttentionWeightedGNN/metrics.csv
new file mode 100644
index 00000000..d9886d68
--- /dev/null
+++ b/docs/examples/customising_behaviour/loss_logs/modify_layers/AttentionWeightedGNN/metrics.csv
@@ -0,0 +1,12 @@
+epoch,val_loss,MAE_val,R2_val,step,train_loss,MAE_train,R2_train
+0,91613.78125,255.58047485351562,-10884.7041015625,0,,,
+0,,,,0,126736.65625,283.7513427734375,-14838.0244140625
+1,22806.869140625,133.0036163330078,-2708.950927734375,1,,,
+1,,,,1,95430.828125,245.3120574951172,-11172.5654296875
+2,2364.317138671875,40.63412857055664,-279.9321594238281,2,,,
+2,,,,2,39681.44921875,155.34410095214844,-4645.12158203125
+3,948.3421630859375,24.115896224975586,-111.68362426757812,3,,,
+3,,,,3,24457.408203125,121.0082778930664,-2862.607666015625
+4,516.4700927734375,18.50086212158203,-60.367855072021484,4,,,
+4,,,,4,13347.4072265625,91.87945556640625,-1561.7877197265625
+5,516.4700927734375,18.50086212158203,-60.367855072021484,5,,,
diff --git a/docs/examples/customising_behaviour/loss_logs/modify_layers/ConcatTabularFeatureMaps/hparams.yaml b/docs/examples/customising_behaviour/loss_logs/modify_layers/ConcatTabularFeatureMaps/hparams.yaml
new file mode 100644
index 00000000..0967ef42
--- /dev/null
+++ b/docs/examples/customising_behaviour/loss_logs/modify_layers/ConcatTabularFeatureMaps/hparams.yaml
@@ -0,0 +1 @@
+{}
diff --git a/docs/examples/customising_behaviour/loss_logs/modify_layers/ConcatTabularFeatureMaps/metrics.csv b/docs/examples/customising_behaviour/loss_logs/modify_layers/ConcatTabularFeatureMaps/metrics.csv
new file mode 100644
index 00000000..aee09c89
--- /dev/null
+++ b/docs/examples/customising_behaviour/loss_logs/modify_layers/ConcatTabularFeatureMaps/metrics.csv
@@ -0,0 +1,12 @@
+epoch,val_loss,MAE_val,R2_val,step,train_loss,MAE_train,R2_train
+0,4.192819595336914,1.7022111415863037,0.5379555225372314,49,,,
+0,,,,49,8.381141662597656,2.3306796550750732,-0.24445590376853943
+1,3.2308895587921143,1.4975028038024902,0.6439592838287354,99,,,
+1,,,,99,3.6040618419647217,1.4797532558441162,0.46048277616500854
+2,2.6154050827026367,1.2608485221862793,0.711785078048706,149,,,
+2,,,,149,2.725576877593994,1.2617511749267578,0.5758683681488037
+3,2.830514430999756,1.331453561782837,0.6880801916122437,199,,,
+3,,,,199,1.5875434875488281,0.9392735958099365,0.7461423277854919
+4,3.048844337463379,1.3958659172058105,0.6640203595161438,249,,,
+4,,,,249,1.254799246788025,0.8462849259376526,0.7862377762794495
+5,3.048844337463379,1.3958659172058105,0.6640203595161438,250,,,
diff --git a/docs/examples/customising_behaviour/plot_modify_layer_sizes.py b/docs/examples/customising_behaviour/plot_modify_layer_sizes.py
index 812fb99a..ce2effa0 100644
--- a/docs/examples/customising_behaviour/plot_modify_layer_sizes.py
+++ b/docs/examples/customising_behaviour/plot_modify_layer_sizes.py
@@ -18,7 +18,7 @@
 # Setting up the experiment
 # -------------------------
 #
-# First, we will set up the experiment by importing the necessary packages, creating the simulated data, and setting the parameters for the experiment.
+# First, we will set up the experiment by importing the necessary packages, specifying MNIST data paths, and setting the parameters for the experiment.
 #
 # For a more detailed explanation of this process, please see the example tutorials.
 #
@@ -29,9 +29,7 @@
 import torch.nn as nn
 from torch_geometric.nn import GCNConv, ChebConv
 
-from docs.examples import generate_sklearn_simulated_data
 from fusilli.data import prepare_fusion_data
-from fusilli.eval import RealsVsPreds
 from fusilli.train import train_and_save_models
 
 from fusilli.fusionmodels.tabularfusion.attention_weighted_GNN import AttentionWeightedGNN
@@ -54,14 +52,9 @@
     # remove dir
     os.rmdir(os.path.join(output_paths["losses"], dir))
 
-tabular1_path, tabular2_path = generate_sklearn_simulated_data(prediction_task,
-                                                               num_samples=500,
-                                                               num_tab1_features=10,
-                                                               num_tab2_features=20)
-
 data_paths = {
-    "tabular1": tabular1_path,
-    "tabular2": tabular2_path,
+    "tabular1": "../../_static/mnist_data/mnist1_regression.csv",
+    "tabular2": "../../_static/mnist_data/mnist2_regression.csv",
     "image": "",
 }
 
@@ -115,7 +108,7 @@
 layer_mods = {
     "AttentionWeightedGNN": {
         "graph_conv_layers": nn.Sequential(
-            ChebConv(20, 50, K=3),
+            ChebConv(392, 50, K=3),
             ChebConv(50, 100, K=3),
             ChebConv(100, 130, K=3),
         ),
@@ -127,19 +120,19 @@
         "AttentionWeightingMLPInstance.weighting_layers": nn.ModuleDict(
             {
                 "Layer 1": nn.Sequential(
-                    nn.Linear(30, 100),
+                    nn.Linear(784, 500),
                     nn.ReLU()),
                 "Layer 2": nn.Sequential(
-                    nn.Linear(100, 75),
+                    nn.Linear(500, 128),
                     nn.ReLU()),
                 "Layer 3": nn.Sequential(
-                    nn.Linear(75, 75),
+                    nn.Linear(128, 128),
                     nn.ReLU()),
                 "Layer 4": nn.Sequential(
-                    nn.Linear(75, 100),
+                    nn.Linear(128, 500),
                     nn.ReLU()),
                 "Layer 5": nn.Sequential(
-                    nn.Linear(100, 30),
+                    nn.Linear(500, 784),
                     nn.ReLU()),
             }
         )},
@@ -211,7 +204,7 @@
 layer_mods = {
     "AttentionWeightedGraphMaker": {
         "AttentionWeightingMLPInstance.weighting_layers": nn.Sequential(
-            nn.Linear(30, 75),
+            nn.Linear(392, 75),
             nn.ReLU(),
             nn.Linear(75, 75),
             nn.ReLU(),
@@ -268,15 +261,15 @@
         "mod1_layers": nn.ModuleDict(
             {
                 "layer 1": nn.Sequential(
-                    nn.Linear(10, 32),
+                    nn.Linear(392, 300),
                     nn.ReLU(),
                 ),
                 "layer 2": nn.Sequential(
-                    nn.Linear(32, 66),
+                    nn.Linear(300, 128),
                     nn.ReLU(),
                 ),
                 "layer 3": nn.Sequential(
-                    nn.Linear(66, 128),
+                    nn.Linear(128, 128),
                     nn.ReLU(),
                 ),
             }
@@ -284,21 +277,21 @@
         "mod2_layers": nn.ModuleDict(
             {
                 "layer 1": nn.Sequential(
-                    nn.Linear(20, 45),
+                    nn.Linear(392, 300),
                     nn.ReLU(),
                 ),
                 "layer 2": nn.Sequential(
-                    nn.Linear(45, 70),
+                    nn.Linear(300, 128),
                     nn.ReLU(),
                 ),
                 "layer 3": nn.Sequential(
-                    nn.Linear(70, 100),
+                    nn.Linear(128, 100),
                     nn.ReLU(),
                 ),
             }
         ),
         "fused_layers": nn.Sequential(
-            nn.Linear(30, 150),
+            nn.Linear(25, 150),
             nn.ReLU(),
             nn.Linear(150, 75),
             nn.ReLU(),
diff --git a/docs/examples/model_comparison/loss_logs/two_models_traintest/ConcatTabularFeatureMaps/hparams.yaml b/docs/examples/model_comparison/loss_logs/two_models_traintest/ConcatTabularFeatureMaps/hparams.yaml
new file mode 100644
index 00000000..0967ef42
--- /dev/null
+++ b/docs/examples/model_comparison/loss_logs/two_models_traintest/ConcatTabularFeatureMaps/hparams.yaml
@@ -0,0 +1 @@
+{}
diff --git a/docs/examples/model_comparison/loss_logs/two_models_traintest/ConcatTabularFeatureMaps/metrics.csv b/docs/examples/model_comparison/loss_logs/two_models_traintest/ConcatTabularFeatureMaps/metrics.csv
new file mode 100644
index 00000000..9ecfa6b0
--- /dev/null
+++ b/docs/examples/model_comparison/loss_logs/two_models_traintest/ConcatTabularFeatureMaps/metrics.csv
@@ -0,0 +1,130 @@
+MAE_val,epoch,val_loss,R2_val,step,R2_train,train_loss,MAE_train
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diff --git a/docs/examples/model_comparison/loss_logs/two_models_traintest/Tabular1Unimodal/hparams.yaml b/docs/examples/model_comparison/loss_logs/two_models_traintest/Tabular1Unimodal/hparams.yaml
new file mode 100644
index 00000000..0967ef42
--- /dev/null
+++ b/docs/examples/model_comparison/loss_logs/two_models_traintest/Tabular1Unimodal/hparams.yaml
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diff --git a/docs/examples/model_comparison/loss_logs/two_models_traintest/Tabular1Unimodal/metrics.csv b/docs/examples/model_comparison/loss_logs/two_models_traintest/Tabular1Unimodal/metrics.csv
new file mode 100644
index 00000000..63041762
--- /dev/null
+++ b/docs/examples/model_comparison/loss_logs/two_models_traintest/Tabular1Unimodal/metrics.csv
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diff --git a/docs/examples/model_comparison/plot_model_comparison_loop_kfold.py b/docs/examples/model_comparison/plot_model_comparison_loop_kfold.py
index a82c8ce2..25546449 100644
--- a/docs/examples/model_comparison/plot_model_comparison_loop_kfold.py
+++ b/docs/examples/model_comparison/plot_model_comparison_loop_kfold.py
@@ -2,11 +2,11 @@
 Comparing All Fusion Models
 ====================================================================
 
-Welcome to the "Comparing All Fusion Models" tutorial! In this tutorial, we'll explore how to train and compare multiple fusion models for a regression task using k-fold cross-validation with multimodal tabular data. This tutorial is designed to help you understand and implement key features, including:
+Welcome to the "Comparing All Fusion Models" tutorial! In this tutorial, we'll explore how to train and compare multiple fusion models for a multiclass classification task using k-fold cross-validation with multimodal tabular data. This tutorial is designed to help you understand and implement key features, including:
 
 - 📥 Importing fusion models based on modality types.
 - 🚲 Setting training parameters for your models
-- 🔮 Generating simulated data for experimentation.
+- 🔮 Specifying the data to be used for training and testing.
 - 🧪 Training and evaluating multiple fusion models.
 - 📈 Visualising the results of individual models.
 - 📊 Comparing the performance of different models.
@@ -15,19 +15,19 @@
 
 1. **Importing Fusion Models:**
 
-   We begin by importing fusion models based on modality types. These models will be used in our regression task, and we'll explore various fusion strategies.
+   We begin by importing fusion models based on modality types. These models will be used in our multiclass classification task, and we'll explore various fusion strategies.
 
 2. **Setting the Training Parameters:**
 
-   To ensure consistent and controlled training, we define training parameters. These parameters include enabling k-fold cross-validation, specifying the prediction type (regression), and setting the batch size for training.
+   To ensure consistent and controlled training, we define training parameters. These parameters include enabling k-fold cross-validation, specifying the prediction type, and setting the batch size for training.
 
-3. **Generating Simulated Data:**
+3. **Specify data to be used:**
 
-   In this step, we generate synthetic data to simulate a real-world multimodal dataset. This dataset includes two tabular modalities, but it can also incorporate image data, although we won't use images in this example.
+   In this step, we specify the data to be used for training and testing. We will be using MNIST data for this, split into top and bottom halves for our two tabular modalities.
 
 4. **Training All Fusion Models:**
 
-   Now, we train all the selected fusion models using the generated data and the defined training parameters. We'll monitor the performance of each model during training and store the results for later analysis.
+   Now, we train all the selected fusion models using the data and the defined training parameters. We'll monitor the performance of each model during training and store the results for later analysis.
 
 5. **Plotting Individual Model Results:**
 
@@ -48,9 +48,8 @@
 from tqdm.auto import tqdm
 import os
 
-from docs.examples import generate_sklearn_simulated_data
 from fusilli.data import prepare_fusion_data
-from fusilli.eval import RealsVsPreds, ModelComparison
+from fusilli.eval import ConfusionMatrix, ModelComparison
 from fusilli.train import train_and_save_models
 from fusilli.utils.model_chooser import import_chosen_fusion_models
 
@@ -97,8 +96,9 @@
 # - ``multiclass_dimensions``: the number of classes to use for multiclass classification. Default is None unless ``prediction_task`` is ``multiclass``.
 # - ``max_epochs``: the maximum number of epochs to train for. Default is 1000.
 
-# Regression task (predicting a continuous variable)
-prediction_task = "regression"
+# Multiclass classification task (predicting one of 10 classes)
+prediction_task = "multiclass"
+number_of_classes = 10
 
 # Set the batch size
 batch_size = 32
@@ -127,26 +127,20 @@
     os.rmdir(os.path.join(output_paths["losses"], dir))
 
 # %%
-# 3. Generating simulated data 🔮
+# 3. Specifying input file paths 🔮
 # --------------------------------
-# Time to create some simulated data for our models to work their wonders on.
-# This function also simulated image data which we aren't using here.
-
-tabular1_path, tabular2_path = generate_sklearn_simulated_data(prediction_task,
-                                                               num_samples=500,
-                                                               num_tab1_features=10,
-                                                               num_tab2_features=20)
+# We're using the MNIST dataset for this example, and the CSV files are stored in the ``_static/mnist_data`` directory with the documentation files.
 
 data_paths = {
-    "tabular1": tabular1_path,
-    "tabular2": tabular2_path,
+    "tabular1": "../../_static/mnist_data/mnist1.csv",
+    "tabular2": "../../_static/mnist_data/mnist2.csv",
     "image": "",
 }
 
 # %%
 # 4. Training the all the fusion models 🏁
 # -----------------------------------------
-# In this section, we train all the fusion models using the generated data and specified parameters.
+# In this section, we train all the fusion models using the data and specified parameters.
 # We store the results of each model for later analysis.
 
 # Using %%capture to hide the progress bar and plots (there are a lot of them!)
@@ -159,6 +153,7 @@
 
     # Get data module
     data_module = prepare_fusion_data(prediction_task=prediction_task,
+                                      multiclass_dimensions=number_of_classes,
                                       fusion_model=fusion_model,
                                       data_paths=data_paths,
                                       output_paths=output_paths,
@@ -186,7 +181,7 @@
 #
 
 for model_name, model_list in all_trained_models.items():
-    fig = RealsVsPreds.from_final_val_data(model_list)
+    fig = ConfusionMatrix.from_final_val_data(model_list)
     plt.show()
 
 # %% [markdown]
diff --git a/docs/examples/model_comparison/plot_two_models_traintest.py b/docs/examples/model_comparison/plot_two_models_traintest.py
index 3ee4e7ff..f69ca13d 100644
--- a/docs/examples/model_comparison/plot_two_models_traintest.py
+++ b/docs/examples/model_comparison/plot_two_models_traintest.py
@@ -4,6 +4,13 @@
 
 🚀 Welcome to this tutorial on training and comparing two fusion models on a regression task using simulated multimodal tabular data! 🎉
 
+Data:
+The data we are using is 500 rows of the MNIST dataset, split into top and bottom halves as our two tabular modalities.
+The bottom half's values have been inverted to make the task more difficult.
+The prediction labels (the number shown in the image) has been changed into a continuous variable (1.0, 2.0, 3.0, etc.) and had some noise added to it.
+So the labels look more like 1.05, 2.02, 3.01, etc.
+
+
 🌟 Key Features:
 
 - 📥 Importing models based on name.
@@ -21,7 +28,6 @@
 from tqdm.auto import tqdm
 import os
 
-from docs.examples import generate_sklearn_simulated_data
 from fusilli.data import prepare_fusion_data
 from fusilli.eval import RealsVsPreds, ModelComparison
 from fusilli.train import train_and_save_models
@@ -38,10 +44,10 @@
 #
 # The function returns list of class objects that match the conditions. If no conditions are specified, then all the models are returned.
 #
-# We're importing ConcatTabularData and TabularChannelWiseMultiAttention models for this example. Both are multimodal tabular models.
+# We're importing :class:`~.Tabular1Unimodal` and :class:`~.ConcatTabularFeatureMaps` `models for this example, so we have one unimodal benchmark and one multimodal model.
 
 model_conditions = {
-    "class_name": ["ConcatTabularData", "TabularChannelWiseMultiAttention"],
+    "class_name": ["Tabular1Unimodal", "ConcatTabularFeatureMaps"],
 }
 
 fusion_models = import_chosen_fusion_models(model_conditions)
@@ -97,19 +103,14 @@
     os.rmdir(os.path.join(output_paths["losses"], dir))
 
 # %%
-# 3. Generating simulated data 🔮
+# 3. Specifying input file paths 🔮
 # --------------------------------
-# Time to create some simulated data for our models to work their wonders on.
-# This function also simulated image data which we aren't using here.
+# We're using MNIST data for this example, and the CSV files are stored in the ``_static/mnist_data`` directory with the documentation files.
 
-tabular1_path, tabular2_path = generate_sklearn_simulated_data(prediction_task,
-                                                               num_samples=500,
-                                                               num_tab1_features=10,
-                                                               num_tab2_features=20)
 
 data_paths = {
-    "tabular1": tabular1_path,
-    "tabular2": tabular2_path,
+    "tabular1": "../../_static/mnist_data/mnist1_regression.csv",
+    "tabular2": "../../_static/mnist_data/mnist2_regression.csv",
     "image": "",
 }
 
@@ -175,7 +176,7 @@
 # %% [markdown]
 # 6. Training the second fusion model 🏁
 # ---------------------------------------
-#  It's time for our second fusion model to shine! Here we train the second fusion model: TabularChannelWiseMultiAttention. We're using the same steps as before, but this time we're using the second model in the ``fusion_models`` list.
+#  It's time for our second fusion model to shine! Here we train the second fusion model: ConcatTabularFeatureMaps. We're using the same steps as before, but this time we're using the second model in the ``fusion_models`` list.
 
 
 # %%
diff --git a/docs/examples/training_and_testing/loss_logs/external_data/ConcatTabularData/hparams.yaml b/docs/examples/training_and_testing/loss_logs/external_data/ConcatTabularData/hparams.yaml
new file mode 100644
index 00000000..0967ef42
--- /dev/null
+++ b/docs/examples/training_and_testing/loss_logs/external_data/ConcatTabularData/hparams.yaml
@@ -0,0 +1 @@
+{}
diff --git a/docs/examples/training_and_testing/loss_logs/external_data/ConcatTabularData/metrics.csv b/docs/examples/training_and_testing/loss_logs/external_data/ConcatTabularData/metrics.csv
new file mode 100644
index 00000000..9b29580c
--- /dev/null
+++ b/docs/examples/training_and_testing/loss_logs/external_data/ConcatTabularData/metrics.csv
@@ -0,0 +1,334 @@
+val_loss,MAE_val,epoch,step,R2_val,MAE_train,R2_train,train_loss
+282.658203125,16.166940689086914,0,8,-33.03194808959961,,,
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+,,146,1322,,1.280612587928772,0.6551371812820435,2.7625646591186523
+2.349008798599243,1.1073076725006104,147,1331,0.7171801924705505,,,
+,,147,1331,,1.2434405088424683,0.6616227030754089,2.691171169281006
+2.3321781158447266,1.106863260269165,148,1340,0.7192065715789795,,,
+,,148,1340,,1.2262862920761108,0.6763647198677063,2.5936903953552246
+2.5792205333709717,1.1685304641723633,149,1349,0.6894628405570984,,,
+,,149,1349,,1.26768159866333,0.661541223526001,2.722487449645996
+2.1050682067871094,1.0902705192565918,150,1358,0.7465506196022034,,,
+,,150,1358,,1.1119920015335083,0.7200761437416077,2.174194812774658
+2.206533193588257,1.103358507156372,151,1367,0.7343342304229736,,,
+,,151,1367,,1.2306348085403442,0.6483168601989746,2.8190195560455322
+2.2058584690093994,1.109856367111206,152,1376,0.7344154119491577,,,
+,,152,1376,,1.1607002019882202,0.7010762691497803,2.4284379482269287
+2.349020004272461,1.1136568784713745,153,1385,0.7171789407730103,,,
+,,153,1385,,1.1233892440795898,0.7253468036651611,2.1983487606048584
+2.3387794494628906,1.103639006614685,154,1394,0.7184118032455444,,,
+,,154,1394,,1.219723105430603,0.6715730428695679,2.5778322219848633
+2.3398358821868896,1.1089682579040527,155,1403,0.7182846069335938,,,
+,,155,1403,,1.1584454774856567,0.6995157599449158,2.369075059890747
+2.2089574337005615,1.0817092657089233,156,1412,0.7340422868728638,,,
+,,156,1412,,1.3304686546325684,0.6237084865570068,2.961529016494751
+2.3719570636749268,1.1515452861785889,157,1421,0.7144172191619873,,,
+,,157,1421,,1.139634132385254,0.7364512085914612,2.1123321056365967
+2.1613945960998535,1.078373908996582,158,1430,0.7397688031196594,,,
+,,158,1430,,1.1624336242675781,0.6954375505447388,2.4147512912750244
+2.202409267425537,1.0769165754318237,159,1439,0.7348306775093079,,,
+,,159,1439,,1.1666697263717651,0.7213277220726013,2.2412798404693604
+2.1642556190490723,1.0690181255340576,160,1448,0.739424467086792,,,
+,,160,1448,,1.1212619543075562,0.731770396232605,2.1091420650482178
+2.7481682300567627,1.1949477195739746,161,1457,0.6691215634346008,,,
+,,161,1457,,1.1163125038146973,0.7174375653266907,2.1486852169036865
+2.1569998264312744,1.0711358785629272,162,1466,0.7402980327606201,,,
+,,162,1466,,1.222547173500061,0.676832377910614,2.573840856552124
+2.418963670730591,1.1078273057937622,163,1475,0.7087576389312744,,,
+,,163,1475,,1.1126952171325684,0.7209823727607727,2.146543264389038
+2.356268882751465,1.1012599468231201,164,1484,0.7163060903549194,,,
+,,164,1484,,1.12297785282135,0.7148270606994629,2.2844114303588867
+2.2783608436584473,1.1035195589065552,165,1493,0.7256861925125122,,,
+,,165,1493,,1.2158350944519043,0.6660098433494568,2.5727972984313965
+2.2783608436584473,1.1035195589065552,166,1494,0.7256861925125122,,,
diff --git a/docs/examples/training_and_testing/plot_one_model_binary_kfold.py b/docs/examples/training_and_testing/plot_one_model_binary_kfold.py
index 75d81456..ebeb499f 100644
--- a/docs/examples/training_and_testing/plot_one_model_binary_kfold.py
+++ b/docs/examples/training_and_testing/plot_one_model_binary_kfold.py
@@ -6,6 +6,11 @@
 We'll show you how to train a fusion model using K-Fold cross-validation with multimodal tabular data. 
 Specifically, we're using the :class:`~.TabularCrossmodalMultiheadAttention` model.
 
+Data:
+
+The data we are using is 500 rows of the MNIST dataset, split into top and bottom halves as our two tabular modalities.
+The bottom half's values have been inverted to make the task more difficult.
+The prediction label will be whether the number is odd or even.
 
 Key Features:
 
@@ -19,7 +24,6 @@
 from tqdm.auto import tqdm
 import os
 
-from docs.examples import generate_sklearn_simulated_data
 from fusilli.data import prepare_fusion_data
 from fusilli.eval import ConfusionMatrix
 from fusilli.train import train_and_save_models
@@ -87,19 +91,13 @@
     os.rmdir(os.path.join(output_paths["losses"], dir))
 
 # %%
-# 3. Generating simulated data 🔮
+# 3. Specifying input file paths 🔮
 # --------------------------------
-# Time to create some simulated data for our models to work their wonders on.
-# This function also simulated image data which we aren't using here.
-
-tabular1_path, tabular2_path = generate_sklearn_simulated_data(prediction_task,
-                                                               num_samples=500,
-                                                               num_tab1_features=10,
-                                                               num_tab2_features=20)
+# We're using the MNIST dataset for this example, and the CSV files are stored in the ``_static/mnist_data`` directory with the documentation files.
 
 data_paths = {
-    "tabular1": tabular1_path,
-    "tabular2": tabular2_path,
+    "tabular1": "../../_static/mnist_data/mnist1_binary.csv",
+    "tabular2": "../../_static/mnist_data/mnist2_binary.csv",
     "image": "",
 }
 
diff --git a/docs/examples/training_and_testing/plot_one_model_regression_traintest.py b/docs/examples/training_and_testing/plot_one_model_regression_traintest.py
index 08ab889d..60102825 100644
--- a/docs/examples/training_and_testing/plot_one_model_regression_traintest.py
+++ b/docs/examples/training_and_testing/plot_one_model_regression_traintest.py
@@ -5,6 +5,12 @@
 🚀 In this tutorial, we'll explore regression using a train/test split.
 Specifically, we're using the :class:`~.TabularCrossmodalMultiheadAttention` model.
 
+Data:
+
+The data we are using is 500 rows of the MNIST dataset, split into top and bottom halves as our two tabular modalities.
+The bottom half's values have been inverted to make the task more difficult.
+The prediction labels (the number shown in the image) has been changed into a continuous variable (1.0, 2.0, 3.0, etc.) and had some noise added to it.
+So the labels look more like 1.05, 2.02, 3.01, etc.
 
 Key Features:
 
@@ -18,7 +24,6 @@
 from tqdm.auto import tqdm
 import os
 
-from docs.examples import generate_sklearn_simulated_data
 from fusilli.data import prepare_fusion_data
 from fusilli.eval import RealsVsPreds
 from fusilli.train import train_and_save_models
@@ -82,19 +87,14 @@
     os.rmdir(os.path.join(output_paths["losses"], dir))
 
 # %%
-# 3. Generating simulated data 🔮
+# 3. Specifying input file paths 🔮
 # --------------------------------
-# Time to create some simulated data for our models to work their wonders on.
-# This function also simulated image data which we aren't using here.
+# We're using the MNIST dataset for this example, and the CSV files are stored in the ``_static/mnist_data`` directory with the documentation files.
 
-tabular1_path, tabular2_path = generate_sklearn_simulated_data(prediction_task,
-                                                               num_samples=500,
-                                                               num_tab1_features=10,
-                                                               num_tab2_features=20)
 
 data_paths = {
-    "tabular1": tabular1_path,
-    "tabular2": tabular2_path,
+    "tabular1": "../../_static/mnist_data/mnist1_regression.csv",
+    "tabular2": "../../_static/mnist_data/mnist2_regression.csv",
     "image": "",
 }
 
diff --git a/docs/examples/training_and_testing/plot_using_external_data.py b/docs/examples/training_and_testing/plot_using_external_data.py
index 7942b7a0..afa0224f 100644
--- a/docs/examples/training_and_testing/plot_using_external_data.py
+++ b/docs/examples/training_and_testing/plot_using_external_data.py
@@ -5,7 +5,7 @@
 Let's learn how to use external test data with Fusilli!
 Some guidance can also be found in the :ref:`Data Loading <data-loading>` section of the documentation.
 
-The extra step that we need to take is to provide the paths to the test data files to the functions that create evaluation figures: :class:`~fusilli.eval.RealsVsPreds.from_new_data`, :class:`~fusilli.eval.ConfusionMatrix.from_new_data`, :class:`~fusilli.eval.ModelComparison.from_new_data`.
+The extra step that we need to take is to provide the paths to the test data files to the functions that create evaluation figures: :class:`~.fusilli.eval.RealsVsPreds.from_new_data`, :class:`~.fusilli.eval.ConfusionMatrix.from_new_data`, :class:`~.fusilli.eval.ModelComparison.from_new_data`.
 
 .. note::
 
@@ -20,9 +20,8 @@
 from tqdm.auto import tqdm
 import os
 
-from docs.examples import generate_sklearn_simulated_data
 from fusilli.data import prepare_fusion_data
-from fusilli.eval import RealsVsPreds, ModelComparison
+from fusilli.eval import RealsVsPreds
 from fusilli.train import train_and_save_models
 from fusilli.utils.model_chooser import import_chosen_fusion_models
 
@@ -30,7 +29,7 @@
 
 
 model_conditions = {
-    "class_name": ["ConcatTabularData"],
+    "class_name": ["ConcatTabularFeatureMaps"],
 }
 
 fusion_models = import_chosen_fusion_models(model_conditions)
@@ -59,25 +58,15 @@
     # remove dir
     os.rmdir(os.path.join(output_paths["losses"], dir))
 
-tabular1_path, tabular2_path = generate_sklearn_simulated_data(prediction_task,
-                                                               num_samples=500,
-                                                               num_tab1_features=10,
-                                                               num_tab2_features=20)
-
-external_tabular1_path, external_tabular2_path = generate_sklearn_simulated_data(prediction_task,
-                                                                                 num_samples=100,
-                                                                                 num_tab1_features=10,
-                                                                                 num_tab2_features=20,
-                                                                                 external=True)
 data_paths = {
-    "tabular1": tabular1_path,
-    "tabular2": tabular2_path,
+    "tabular1": "../../_static/mnist_data/mnist1_regression.csv",
+    "tabular2": "../../_static/mnist_data/mnist2_regression.csv",
     "image": "",
 }
 
 external_data_paths = {
-    "tabular1": external_tabular1_path,
-    "tabular2": external_tabular2_path,
+    "tabular1": "../../_static/mnist_data/mnist1_regression_test.csv",
+    "tabular2": "../../_static/mnist_data/mnist2_regression_test.csv",
     "image": "",
 }
 
diff --git a/docs/quick_start.rst b/docs/quick_start.rst
index 1ca57459..3ff01446 100644
--- a/docs/quick_start.rst
+++ b/docs/quick_start.rst
@@ -1,14 +1,12 @@
 Quick-Start Script
 ==================================
 
-This script provides a simple setup to train a model using ``fusilli`` on a single dataset with default parameters.
+This script provides a simple setup to use ``fusilli`` on a single dataset with default parameters.
 
 .. note::
 
     For a more detailed guide on using Fusilli, refer to the :ref:`train_test_examples`.
 
-This code showcases the necessary steps to execute Fusilli on a single dataset.
-
 **Before you run this, you need to:**
 
 1. Install ``fusilli`` (see :ref:`install_instructions`).
@@ -16,8 +14,8 @@ This code showcases the necessary steps to execute Fusilli on a single dataset.
 3. Specify output file paths (see :ref:`experiment-set-up`).
 
 
-Usage Example
--------------
+Running One Model (Regression)
+-------------------------------
 
 .. code-block:: python
 
@@ -57,3 +55,65 @@ Usage Example
     plt.show()
 
 
+Comparing Multiple Models (Binary classification)
+-------------------------------------------------
+
+Here we show how to compare multiple models on a single dataset.
+Instead of using ``plt.show()``, we can also save the figures to a file using ``plt.savefig()``, so let's do that.
+
+.. code-block:: python
+
+    from fusilli.data import prepare_fusion_data
+    from fusilli.train import train_and_save_models
+    from fusilli.eval import ConfusionMatrix, ModelComparison
+    from fusilli.utils.model_chooser import import_chosen_fusion_models
+    import matplotlib.pyplot as plt
+
+    data_paths = {
+        "tabular1": "path/to/tabular_1.csv",  # Path to tabular dataset 1
+        "tabular2": "path/to/tabular_2.csv",  # Path to tabular dataset 2
+        "image": "path/to/image_file.pt",  # Path to image dataset
+    }
+
+    output_paths = {
+        "checkpoints": "path/to/checkpoints/dir",  # Unique dir for each experiment
+        "losses": "path/to/losses/dir",  # Unique dir for each experiment
+        "figures": "path/to/figures/dir",  # Unique dir for each experiment
+    }
+
+    # import a list of models based on conditions: for example, all tabular models
+    model_conditions = {
+        "modality_type": ["tabular1", "tabular2", "tabular_tabular"],
+    }
+
+    fusion_models = import_chosen_fusion_models(model_conditions)
+
+    # Dictionary to store trained models for later comparison
+    trained_models = {}
+
+    for model in fusion_models:
+
+        model_name = model.__name__
+
+        # Get the data module (PyTorch Lightning-compatible data structure)
+        data_module = prepare_fusion_data(prediction_task="binary",
+                                          fusion_model=model,
+                                          data_paths=data_paths,
+                                          output_paths=output_paths,
+                                          )
+
+            # Train the model and receive a list with the trained model
+        trained_model = train_and_save_models(data_module=data_module,
+                                              fusion_model=model,)
+
+        # Evaluate the model by plotting the confusion matrix
+        ConfusionMatrix_figure = ConfusionMatrix.from_final_val_data(trained_model)
+        plt.savefig(f"{output_paths['figures']}/{model_name}_confusion_matrix.png")
+
+        # save trained model
+        trained_models[model_name] = trained_model
+
+    # compare models
+    comparison_fig = ModelComparison.from_final_val_data(trained_models)
+    plt.savefig(f"{output_paths['figures']}/model_comparison.png")
+
diff --git a/fusilli/utils/simulated_data/tabular1data.csv b/fusilli/utils/simulated_data/tabular1data.csv
deleted file mode 100644
index c6281f11..00000000
--- a/fusilli/utils/simulated_data/tabular1data.csv
+++ /dev/null
@@ -1,501 +0,0 @@
-ID,feature1,feature2,feature3,feature4,feature5,feature6,feature7,feature8,feature9,feature10,prediction_label
-0,2.7125319503055816,0.820171065895114,0.08886961958073039,-1.7468985948576417,-0.6881725594485082,-0.1522252817843863,-1.9328312561829346,-0.08419856868508035,-0.8715931060315396,2.0170633759876226,0
-1,0.9984482037368476,-0.0926770172850409,-0.6251364420588474,-3.4306685197505673,-0.2899012360566597,-0.8058504209812782,0.5371456214836042,3.9649047088301206,-0.45665824538739047,4.728256300226503,1
-2,1.2021410840396154,-1.3103987147019263,1.6209567641995426,-0.5943854577740881,0.8149890800226073,-0.14144531603158964,0.4108395523205831,-0.274823514758751,-0.1764436990533581,-0.5076649034388176,0
-3,-0.27251561991521944,0.34065046276046884,-0.576985652835053,-0.40870767012167886,-0.4133405307967295,0.02893282485745946,0.7086749178032591,-3.551032441955072,0.47944692517974064,0.8988889317406377,1
-4,-0.2860621116839071,-0.9805367257864174,0.8445861971184612,-1.7156295668591015,-0.3076455117347833,-1.2713922706315526,-0.7113999871015328,0.3528407357957051,-0.7503601352216566,0.03449949081267922,0
-5,1.6965700701223754,0.18357008644854547,0.10738774939446662,1.2014147982648131,-0.4596756808621144,0.05912350754486446,-0.010745561992207057,-0.0952711326828426,0.43833774475190246,-1.4403101821056545,1
-6,0.25706474331147017,-0.19375083047078484,-0.3812979702459657,-0.8615214208986488,0.8007135533985605,-0.6449289812016031,-1.3947991330234026,2.9042070957892747,-1.1481111976034704,2.062453251125113,1
-7,0.7424629215123346,0.5720334973543213,0.7982465641339018,1.0815114142565168,-0.27442884779787113,0.141719535359787,0.5678314458361731,-4.023164905945176,-0.7850485436399395,0.9046989006322477,0
-8,2.3258997324377124,-0.5244523361994801,1.717202682948797,-1.9478531062076345,0.34002510648536494,0.584321936501525,0.08683515705303914,-1.7909986543132015,0.7466020175867583,-0.6921337140947721,1
-9,1.465170657006938,0.2786956364897933,-1.3747000471231903,0.2767547378184643,-0.5369867287280432,-1.306023871302743,-1.3545530147399918,-1.2369206000423034,-0.6764982765582577,3.7328188217687583,0
-10,-0.5479114676094328,1.476941656036623,-0.010267654533940102,2.3162571374375838,1.4389588693755222,-0.7685865590838734,0.9581558190448587,2.6004666014423017,1.0165547206556202,1.6449783862278164,0
-11,0.41344952137214874,-1.606174069126112,0.22639536941362595,-0.8581564871568174,-0.7219609410749305,0.1689012229655086,-0.5439780445013911,-0.6688154294999817,-0.46381927619654123,1.7505080429752038,0
-12,-1.439755275165881,0.7974435754082086,-0.8910300445826705,1.2767940078955435,0.8159208002652394,0.6195802626231252,1.2147380188330614,-3.899567417898946,1.8818367772194853,1.0312186359190427,1
-13,-0.6053715943158466,-0.06040114595389239,-0.4744545575323708,2.159710472527223,-2.157193494002182,-0.23767043214648048,-0.9070138805425549,-0.9014109209890951,-0.8541993281315248,-1.3165030951127372,1
-14,-0.046128111364948286,1.159065188153083,-1.1641752015066649,0.942544736047711,1.150672537747946,-0.5725683290048059,1.6043425655683947,-3.273972031251471,1.4912758687742038,1.6616895106849272,1
-15,-0.4197808971895736,0.2850080564895144,-1.4056184198247623,-1.9548861742289583,-0.6182585367640635,-0.4647493364759575,3.7298394341411045,-1.0365356520851212,-0.9198711103222156,-2.143755413001456,1
-16,1.0165013404782997,1.387756003154891,-1.5993616008378664,-2.4562308925544545,-1.009916623832562,-1.8270510477957813,-0.6879526787988965,-0.37011531734963166,0.02970273859485997,3.6541179981871497,0
-17,1.211157218785307,-1.9054826828094644,-0.6777900780375674,-1.372640944246197,0.5455660964217138,-0.3661465411875625,-1.0000818420795787,-1.3312666405325908,-0.18429384638830992,3.831264800154256,0
-18,-0.711031706881987,0.8485080521644868,-0.29515770544237624,-1.8278714297072831,0.04345612570075564,-2.0958317704393616,-0.30561735571871346,-1.6720223921109456,-0.552005920576936,0.9225586511545842,1
-19,-0.581765075024327,1.5940858981861876,0.927256690211216,0.5791130212942417,0.39786320140440157,-1.6382461825955126,1.0527701990316964,2.308664680132162,0.16839428066820608,1.6387242292597881,1
-20,-1.197649404932589,0.6137470492124822,-0.33135465737961645,-0.5710270625133991,-0.10225051969043769,0.09414191808201457,1.846286900486406,2.476534572388375,0.9223053427228114,-2.978814523925366,0
-21,-0.9840771163999292,-0.7308772598009048,0.871654616506778,-1.0642059837615414,-0.8986118868339799,-0.1089736402044329,-0.502936158200206,-1.2536669362800579,0.6429341900774306,-0.4852637622903633,0
-22,-1.6538247024108808,1.1478755699868628,-1.4032476347336098,-1.98811261849917,-2.1501737335146887,-0.9265505317733183,-0.7190492280802174,0.5444584075811403,0.48002571774299185,-0.28640824587023306,0
-23,1.624558449283791,0.7016588282343654,-0.19192578120146714,1.234095461800829,-0.14127261063888105,-1.801196379283498,1.3101601984766897,-0.3762301515991273,0.9709628856999325,-0.4455435615314586,1
-24,1.0792624203526027,0.040583677882018214,-1.4728611100164337,0.005651182731403653,0.03835235133580797,-0.5833989671112347,-0.5946308272211205,-1.374576751742111,-0.6270311928765065,-0.8393690477708051,1
-25,1.0339583247552753,1.0922993136609875,0.6971257261262652,-1.3829954590449811,0.7511223716674845,-0.44098770475320004,-0.4624692416424282,-1.0569862560504024,0.7428872957712517,-1.1639116608473412,1
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diff --git a/fusilli/utils/simulated_data/tabular2data.csv b/fusilli/utils/simulated_data/tabular2data.csv
deleted file mode 100644
index 3f9e9c97..00000000
--- a/fusilli/utils/simulated_data/tabular2data.csv
+++ /dev/null
@@ -1,501 +0,0 @@
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